WO2022006735A1 - Contrast-enhanced ultrasound imaging method, ultrasonic imaging apparatus, and storage medium - Google Patents

Contrast-enhanced ultrasound imaging method, ultrasonic imaging apparatus, and storage medium Download PDF

Info

Publication number
WO2022006735A1
WO2022006735A1 PCT/CN2020/100627 CN2020100627W WO2022006735A1 WO 2022006735 A1 WO2022006735 A1 WO 2022006735A1 CN 2020100627 W CN2020100627 W CN 2020100627W WO 2022006735 A1 WO2022006735 A1 WO 2022006735A1
Authority
WO
WIPO (PCT)
Prior art keywords
data
processed
ultrasonic
contrast
singular
Prior art date
Application number
PCT/CN2020/100627
Other languages
French (fr)
Chinese (zh)
Inventor
章希睿
桑茂栋
朱磊
Original Assignee
深圳迈瑞生物医疗电子股份有限公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 深圳迈瑞生物医疗电子股份有限公司 filed Critical 深圳迈瑞生物医疗电子股份有限公司
Priority to PCT/CN2020/100627 priority Critical patent/WO2022006735A1/en
Priority to CN202080102896.8A priority patent/CN115811958A/en
Publication of WO2022006735A1 publication Critical patent/WO2022006735A1/en

Links

Images

Classifications

    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00Diagnosis using ultrasonic, sonic or infrasonic waves

Definitions

  • the present application relates to the technical field of ultrasound imaging, and more particularly, to a contrast-enhanced ultrasound imaging method, an ultrasound imaging device, and a storage medium.
  • Penetration (sensitivity) and residual background are the two main indicators to measure the performance of contrast-enhanced ultrasound imaging, and further improvement will be beneficial to the enhancement of the clinical value of contrast-enhanced ultrasound.
  • the penetration (sensitivity) can be abstracted as signal-to-noise ratio (SNR for short).
  • SNR signal-to-noise ratio
  • CTR contrast-to-tissue residual ratio
  • the tissue itself also produces nonlinear components similar to the contrast agent, which are easy to be detected together with the nonlinear echo of the contrast agent;
  • the front-end circuit will inevitably have inconsistent amplitude and phase when transmitting the pulse sequence, resulting in tissue The components cannot be completely canceled; in addition, strong reflective surfaces such as blood vessel walls, organ capsules, and bones can easily lead to signal saturation, which is also reflected in the image as tissue residue.
  • the improvement of SNR and CTR of angiographic images mainly depends on the pulse sequence method, which mainly includes: positive and negative harmonics (transmitting two pulses with a phase difference of 180°, and combining the echoes to extract the second harmonic wave component), amplitude modulation (transmitting multiple pulses with different amplitudes, and performing corresponding composite processing on the echo to extract the nonlinear fundamental wave component), and amplitude modulation-phase inversion (transmitting multiple pulses with different amplitudes and phase differences by 180 ° pulse, do the corresponding composite processing to the echo to extract the nonlinear fundamental wave and the second harmonic component at the same time) and so on.
  • the pulse sequence method which mainly includes: positive and negative harmonics (transmitting two pulses with a phase difference of 180°, and combining the echoes to extract the second harmonic wave component), amplitude modulation (transmitting multiple pulses with different amplitudes, and performing corresponding composite processing on the echo to extract the nonlinear fundamental wave component), and amplitude
  • the present application provides a contrast-enhanced ultrasound imaging solution, which performs singular value decomposition filtering on ultrasonic echo data containing microbubble signals, and processes the data for contrast-enhanced imaging in the non-frequency domain, which can improve the signal-to-noise ratio of contrast-enhanced images and improve performance. Contrast-tissue residual ratio.
  • the contrast-enhanced ultrasound imaging solution proposed by the present application is briefly described below, and more details will be described in the specific embodiments in conjunction with the accompanying drawings later.
  • a contrast-enhanced ultrasound imaging method includes: exciting an ultrasound probe based on a plurality of ultrasound pulses to emit ultrasound waves to a target medium containing a contrast agent, receiving echoes of the ultrasound waves, and obtaining multiple ultrasound waves based on the echoes of the ultrasound waves.
  • an ultrasonic imaging method comprising: exciting an ultrasonic probe based on a plurality of ultrasonic pulses to emit ultrasonic waves to a target medium containing a contrast agent, receiving echoes of the ultrasonic waves, and acquiring multiple ultrasonic waves based on the echoes of the ultrasonic waves.
  • an ultrasonic imaging method comprising: exciting an ultrasonic probe based on a plurality of ultrasonic pulses to emit ultrasonic waves to a target medium containing a contrast agent, receiving ultrasonic echoes, and acquiring multiple ultrasonic waves based on the ultrasonic echoes group of ultrasonic echo data; wherein, at least one of the amplitude, phase and frequency of multiple ultrasonic pulses is different; perform contrast microbubble signal extraction on multiple groups of ultrasonic echo data to obtain data to be processed; perform singular value decomposition on the data to be processed After filtering, the processed data is obtained; the contrast image is obtained based on the processed data.
  • an ultrasonic imaging device includes an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein: the transmit/receive sequence controller is used to: excite the ultrasonic probe based on a plurality of ultrasonic pulses transmitting ultrasonic waves to the target medium containing the contrast agent, receiving the echoes of the ultrasonic waves, and acquiring multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform the first matrix processing on the data to be processed to obtain the space-time signal matrix; perform singular value decomposition on the space-time signal matrix to obtain the singular value Value decomposition results; thresholding the singular value decomposition results to filter out singular values corresponding to tissue
  • an ultrasonic imaging device includes an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein: the transmit/receive sequence controller is used to: excite the ultrasonic probe based on a plurality of ultrasonic pulses transmitting ultrasonic waves to the target medium containing the contrast agent, receiving the echoes of the ultrasonic waves, and acquiring multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform singular value decomposition on the data to be processed to obtain the singular value decomposition result of the spatial signal matrix; perform thresholding processing on the singular value decomposition result to filter The singular value corresponding to the tissue residue and/or noise is divided to obtain the processed data;
  • an ultrasonic imaging device includes an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein: the transmit/receive sequence controller is used to: excite the ultrasonic probe based on a plurality of ultrasonic pulses transmitting ultrasonic waves to the target medium containing the contrast agent, receiving the echoes of the ultrasonic waves, and acquiring multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform singular value decomposition filtering on the data to be processed to obtain the processed data; obtain contrast images based on the processed data; the display is used to: display contrast image.
  • the transmit/receive sequence controller is used to: excite the ultrasonic probe based on a plurality of ultrasonic pulses transmit
  • a storage medium is provided, and a computer program is stored on the storage medium, and the computer program executes the above-mentioned contrast-enhanced ultrasound imaging method when running.
  • singular value decomposition filtering is performed on ultrasound echo data containing microbubble signals, and the data for contrast imaging is processed in the non-frequency domain, which can avoid occurrence of The frequency band overlap problem in frequency domain processing can further improve the signal-to-noise ratio and the contrast-tissue residual ratio of angiography images.
  • FIG. 1 shows a schematic block diagram of an exemplary ultrasound imaging apparatus for implementing a contrast-enhanced ultrasound imaging method according to an embodiment of the present application.
  • FIG. 2 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method according to an embodiment of the present application.
  • FIG. 3 shows an example diagram of a contrast image obtained without using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application.
  • FIG. 4 shows an example diagram of a contrast-enhanced image obtained by using the contrast-enhanced ultrasound imaging method according to an embodiment of the present application.
  • FIG. 5 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method according to another embodiment of the present application.
  • FIG. 6 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method according to still another embodiment of the present application.
  • FIG. 7 shows a schematic block diagram of an ultrasound imaging apparatus according to an embodiment of the present application.
  • FIG. 8 shows a schematic block diagram of an ultrasound imaging apparatus according to another embodiment of the present application.
  • FIG. 1 is a schematic structural block diagram of an exemplary ultrasound imaging apparatus 10 for implementing the contrast-enhanced ultrasound imaging method according to the embodiment of the present application.
  • the ultrasound imaging apparatus 10 may include an ultrasound probe 100 , a transmit/receive selection switch 101 , a transmit/receive sequence controller 102 , a processor 103 , a display 104 and a memory 105 .
  • the transmit/receive sequence controller 102 can excite the ultrasonic probe 100 to transmit ultrasonic waves to the target object (measured object), and can also control the ultrasonic probe 100 to receive ultrasonic echoes returned from the target object, thereby obtaining ultrasonic echo signals/data.
  • the processor 103 processes the ultrasound echo signals/data to obtain tissue-related parameters and ultrasound images of the target object.
  • the ultrasound images obtained by the processor 103 may be stored in the memory 105 , and these ultrasound images may be displayed on the display 104 .
  • the display 104 of the aforementioned ultrasound imaging device 10 may be a touch display screen, a liquid crystal display screen, or the like, or may be an independent display device such as a liquid crystal display, a TV, or the like independent of the ultrasound imaging device 10 , or It is a display screen on electronic devices such as mobile phones and tablet computers.
  • the memory 105 of the aforementioned ultrasonic imaging device 10 may be a flash memory card, a solid-state memory, a hard disk, or the like.
  • Embodiments of the present application further provide a computer-readable storage medium, where the computer-readable storage medium stores a plurality of program instructions, and after the plurality of program instructions are invoked and executed by the processor 103, the ultrasound system in the various embodiments of the present application can be executed. Some or all of the steps or any combination of steps in a contrast imaging method.
  • the computer-readable storage medium may be the memory 105, which may be a non-volatile storage medium such as a flash memory card, a solid-state memory, and a hard disk.
  • the processor 103 of the aforementioned ultrasound imaging apparatus 10 may be implemented by software, hardware, firmware, or a combination thereof, and may use a circuit, a single or multiple application specific integrated circuits (ASIC), a single or General-purpose integrated circuits, single or multiple microprocessors, single or multiple programmable logic devices, or a combination of the foregoing circuits or devices, or other suitable circuits or devices, thereby enabling the processor 103 to perform various embodiments Corresponding steps in the contrast-enhanced ultrasound imaging method.
  • ASIC application specific integrated circuits
  • microprocessors single or multiple programmable logic devices
  • a combination of the foregoing circuits or devices or other suitable circuits or devices
  • the contrast-enhanced ultrasound imaging method of the present application will be described in detail below with reference to FIGS. 2 to 6 , and the method may be performed by the aforementioned ultrasound imaging apparatus 10 .
  • FIG. 2 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method 200 according to an embodiment of the present application. As shown in FIG. 2, the contrast-enhanced ultrasound imaging method 200 includes the following steps:
  • step S210 the ultrasonic probe is excited based on the plurality of ultrasonic pulses to transmit ultrasonic waves to the target medium containing the contrast agent, the echoes of the ultrasonic waves are received, and multiple sets of ultrasonic echo data are obtained based on the ultrasonic wave echoes; wherein, the amplitudes of the plurality of ultrasonic pulses are , at least one of phase and frequency are different.
  • the ultrasound probe is excited based on a plurality of ultrasound pulses with different parameters to emit ultrasound waves to the target medium containing the contrast agent, where the parameters may include at least one of amplitude, phase and frequency.
  • the parameters may include at least one of amplitude, phase and frequency.
  • multiple sets of ultrasonic echo data can be acquired accordingly, and different sets of ultrasonic echo data can correspond to ultrasonic pulses with different parameters.
  • the acquired ultrasonic echo data may refer to all forms and links of signal data collected by the ultrasonic imaging platform, including but not limited to: analog signals, digital signals, pre-beamforming channel data, beam Data after synthesis, data before demodulation, data after demodulation, etc.
  • step S220 the contrast microbubble signal extraction is performed on the multiple sets of ultrasonic echo data to obtain data to be processed.
  • step S210 may correspond to the processing of the transmitting end in the pulse sequence processing method; correspondingly, the processing corresponding to the receiving end in the pulse sequence processing method may be performed in step S220, the processing is to extract the contrast microbubble signal
  • this process is called contrast microbubble signal extraction.
  • the extraction of the contrast microbubble signal may include, but is not limited to, forward and reverse harmonics, amplitude modulation, and amplitude modulation-phase inversion, etc., corresponding to processing at the receiving end. Based on the above processing, the data to be processed can be obtained.
  • step S230 a first matrixing process is performed on the data to be processed to obtain a space-time domain signal matrix.
  • the data to be processed may be processed frame by frame, or the data to be processed may be processed in batches.
  • the method of processing the data to be processed in batches is mainly described, and the method of processing the data to be processed frame by frame will be described later in the embodiment described in conjunction with FIG. 5 .
  • the data to be processed when the data to be processed is processed in batches, the data to be processed of the same number of frames can be acquired each time, and the data to be processed of different numbers of frames can also be acquired.
  • the data to be processed obtained in two adjacent processings may overlap with each other (that is, the data to be processed obtained twice adjacently include part of the same data), or There is no overlap of data (that is, the data to be processed obtained twice adjacently do not include the same data).
  • the data to be processed obtained during two adjacent processes may be shared or not shared. It should be understood that when the data is shared, a better processing effect can be obtained, because the shared data is processed more than once, and more accurate calculation results can be obtained; when the data is not shared, the processing speed can be improved, because the overall calculated data volume is relatively large. few. Data sharing or non-sharing can be selected according to specific needs.
  • multiple frames of data to be processed can be acquired each time. Since each frame of data to be processed contains spatial information, and the multiple frames of data to be processed contain time domain information, it is possible to obtain multiple frames of data to be processed each time. Perform matrix processing on the acquired multi-frame data to be processed to obtain a space-time domain signal matrix for subsequent processing.
  • the subsequent process includes a matrixing process that is inverse to the matrixing process, in order to distinguish from each other, the matrixing process here is referred to as the first matrixing process, and the matrix in the subsequent process is referred to as the first matrixing process. This processing is referred to as the second matrixing processing.
  • the ultrasonic echo data acquired in step S210 may be signal data in various forms, which will be described below by taking the baseband data after beamformation as an example.
  • M frames of baseband data to be processed after beamformation are obtained in step S220, and the M frames of data can be recorded as: sk,l (t 1 ), sk,l (t 2 ), ...,s k,l (t M ); where the index k ⁇ [1,K] can represent the kth sampling point in the vertical direction, and the index l ⁇ [1,L] can represent the lth receiving line in the horizontal direction, then the The M frames of data to be processed are subjected to the first matrix processing to obtain a space-time domain signal matrix S, which can be characterized as:
  • this step transforms a K ⁇ L ⁇ M three-dimensional array (M frames of K ⁇ L-dimensional data) into a KL ⁇ M-dimensional large matrix S.
  • the column dimension of S corresponds to the time domain information of the signal
  • the row dimension corresponds to the spatial domain information of the signal, so it is defined as a space-time domain signal matrix.
  • step S240 singular value decomposition (singular value decomposition, abbreviated as SVD) is performed on the space-time domain signal matrix to obtain a singular value decomposition result.
  • singular value decomposition singular value decomposition, abbreviated as SVD
  • singular value decomposition is performed on the space-time domain signal matrix obtained in step S230, and a space singular vector and a time singular vector containing multiple singular values can be obtained.
  • the thresholding described in the subsequent steps can be used. Processing (setting a threshold based on tissue residue and/or noise) removes some singular values together with the corresponding singular vectors to achieve the suppression of tissue residue and/or noise in the data to be processed.
  • the processed data is used for contrast imaging, and the obtained Contrast images can achieve improved SNR and CTR.
  • the operator “( ⁇ ) H ” represents the conjugate transpose operation of the vector/matrix; ⁇ 1 > ⁇ 2 >...> ⁇ P is the P singular values arranged in descending order, and P is the matrix S rank; ⁇ u 1 , u 2 ,...,u P ⁇ and ⁇ v 1 ,v 2 ,...,v P ⁇ are the space singular vectors and time singular vectors corresponding to the above singular values, respectively, and the dimensions are KL ⁇ 1 and M ⁇ 1, and they are orthogonal to each other.
  • step S250 thresholding is performed on the singular value decomposition result to filter out singular values corresponding to tissue residue and/or noise to obtain a processed space-time domain signal matrix.
  • the singular value corresponding to tissue residue and/or noise can be filtered out by thresholding, so as to realize the suppression of tissue residue and noise in the data to be processed.
  • the processed data is used for contrast imaging, and the obtained Contrast images can achieve improved SNR and CTR.
  • thresholding the singular value decomposition result may include: determining whether all singular values in the singular value decomposition result are within a preset threshold range; filtering out singular values that are not within the preset threshold range value and the corresponding singular vector, and reconstruct all the remaining singular values and the corresponding singular vectors to obtain the processed space-time signal matrix; the boundary values of the preset threshold range are the first threshold and the second threshold respectively, the first threshold A threshold value is smaller than a second threshold value, the first threshold value is set based on the singular value corresponding to the noise, and the second threshold value is set based on the singular value corresponding to the tissue residue.
  • three-stage thresholding is performed on the singular value decomposition result, that is, the noise threshold is set as the first threshold, and the tissue residual threshold is set as the second threshold.
  • the singular value in the singular value decomposition result is smaller than the first threshold, it is considered to be the singular value corresponding to the noise, and it is discarded; when the singular value in the singular value decomposition result is greater than the second threshold, it is considered to be tissue residual The corresponding singular value is also discarded; when the singular value in the singular value decomposition result is within the threshold range formed by the two boundary values of the first threshold and the second threshold, that is, the singular value in the singular value decomposition result is greater than or equal to the first threshold.
  • a threshold value is less than or equal to the second threshold value, it is regarded as a singular value corresponding to the microbubble signal, and is retained, thereby realizing the suppression of tissue residue and noise in the data to be processed.
  • the retained singular values and corresponding singular vectors are reconstructed to obtain the processed space-time domain signal matrix.
  • the reconstruction may be a linear weighted reconstruction or other reconstruction. It should be understood that this thresholding process is only exemplary, and other thresholding processes can also be used, such as setting only a tissue residual threshold or only a noise threshold, to achieve the purpose of only suppressing tissue residual or only noise, and Or the threshold interval can be set more finely to obtain a more precise suppression effect and so on.
  • performing three-stage thresholding processing on the singular value decomposition result obtained in the previous step may include: 1) Setting the tissue residual threshold ⁇ , when ⁇ p > ⁇ , it is considered as tissue residual The corresponding singular value is discarded; 2) Set the noise threshold ⁇ ( ⁇ ⁇ ⁇ ), when ⁇ p ⁇ ⁇ , it is regarded as the singular value corresponding to noise, and is also discarded; 3) When ⁇ ⁇ ⁇ p ⁇ ⁇ , it is rejected. It is considered to be the singular value corresponding to the microbubble signal and is retained. At this time, the retained singular values and their singular vectors are respectively recorded as and Perform linear weighted reconstruction on it, and the processed space-time signal matrix can be expressed as:
  • step S260 a second matrixing process is performed on the processed space-time domain signal matrix to obtain processed data.
  • the second matrixing process and the first matrixing process are mutually inverse processes.
  • the processed space-time domain signal matrix has been filtered out of tissue residue and/or noise, and at this time, it can be restored to the form of multi-frame data to prepare for subsequent imaging processing.
  • the matrixing process in step S260 is called the second matrixing process, and the two are mutually inverse processes.
  • step S270 a contrast image is obtained based on the processed data.
  • obtaining an contrast image based on the processed data may include: performing signal processing on the processed data to obtain gray-scale image data; and generating an contrast image based on the gray-scale image data.
  • the signal processing may include envelope detection, dynamic range control, brightness compensation, and digital scan conversion (abbreviated as DSC) processing.
  • DSC digital scan conversion
  • gray-scale atlas mapping and/or pseudo-color atlas mapping may be performed on the gray-scale image data to obtain a contrast image.
  • FIG. 3 and 4 respectively show an example diagram of a contrast image obtained without using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application and an example diagram of a contrast image obtained by using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application. It can be seen from the comparison between FIG. 3 and FIG.
  • the canine liver contrast-enhanced image obtained by using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application has The near-field tissue residue is significantly suppressed, and the effect of enhancing the microbubble signal is achieved under the premise of unchanged background noise, which shows that the contrast-enhanced ultrasound imaging method according to the embodiment of the present application can simultaneously improve the SNR and CTR of the contrast-enhanced image.
  • the contrast-enhanced ultrasound imaging method 200 performs singular value decomposition filtering on the ultrasound echo data including microbubble signals, and processes the data for contrast-enhanced imaging in the non-frequency domain, which can avoid appearing in the
  • the frequency band overlap problem in frequency domain processing can further improve the signal-to-noise ratio and the contrast-tissue residual ratio of angiography images.
  • the above exemplarily shows a contrast-enhanced ultrasound imaging method according to an embodiment of the present application.
  • the contrast-enhanced ultrasound imaging methods of other embodiments of the present application will be described below with reference to FIG. 5 and FIG. 6 .
  • FIG. 5 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method 500 according to another embodiment of the present application. As shown in FIG. 5 , the contrast-enhanced ultrasound imaging method 500 includes the following steps:
  • step S520 the contrast microbubble signal extraction is performed on the multiple sets of ultrasonic echo data to obtain data to be processed.
  • step S530 singular value decomposition is performed on the data to be processed to obtain a singular value decomposition result of the spatial signal matrix.
  • step S540 thresholding is performed on the singular value decomposition result to filter out singular values corresponding to tissue residue and/or noise to obtain processed data.
  • step S550 a contrast image is obtained based on the processed data.
  • the contrast-enhanced ultrasound imaging method 500 according to the embodiment of the present application is substantially similar to the contrast-enhanced ultrasound imaging method 200 according to the embodiment of the present application described above, except that the contrast-enhanced ultrasound imaging method according to the embodiment of the present application described above 200 is to process the data to be processed in batches, while the contrast-enhanced ultrasound imaging method 500 according to the embodiment of the present application is to process the data to be processed frame by frame. Since it is processed frame by frame, the data to be processed each time only contains spatial domain information, not time domain information. It is not necessary to perform the aforementioned first matrix processing and second matrix processing, but to directly process the data to be processed. Singular value decomposition and thresholding are used to obtain processed data for ultrasound imaging.
  • the contrast-enhanced ultrasound imaging method 200 realizes the improvement of the SNR and CTR of the contrast-enhanced image through spatial-temporal singular value decomposition filtering, while the contrast-enhanced ultrasound imaging method 500 according to the embodiment of the present application uses the spatial-domain singular value decomposition
  • the filtering realizes the improvement of the SNR and CTR of the contrast image.
  • other singular value decomposition filters may also be used to improve the SNR and CTR of the contrast image.
  • FIG. 6 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method 600 according to still another embodiment of the present application. As shown in FIG. 6 , the contrast-enhanced ultrasound imaging method 600 includes the following steps:
  • step S610 the ultrasonic probe is excited based on the plurality of ultrasonic pulses to transmit ultrasonic waves to the target medium containing the contrast agent, the echoes of the ultrasonic waves are received, and multiple sets of ultrasonic echo data are acquired based on the ultrasonic wave echoes; wherein, the amplitudes of the plurality of ultrasonic pulses are , at least one of phase and frequency are different.
  • step S620 the contrast microbubble signal extraction is performed on the multiple sets of ultrasonic echo data to obtain data to be processed.
  • step S630 singular value decomposition filtering is performed on the data to be processed to obtain processed data.
  • step S640 a contrast image is obtained based on the processed data.
  • the contrast-enhanced ultrasound imaging method 600 according to the embodiment of the present application is substantially similar to the contrast-enhanced ultrasound imaging methods 200 and 500 described above according to the embodiment of the present application, and the difference is that in the contrast-enhanced ultrasound imaging method 600 according to the embodiment of the present application
  • the singular value decomposition filtering of the data to be processed is not limited to the spatial time domain singular value decomposition filtering and the spatial domain singular value decomposition filtering, but can also be other singular value decomposition filtering.
  • the aforementioned contrast-enhanced ultrasound imaging methods 200 and 500 according to the embodiments of the present application can be used as two implementation manners of the contrast-enhanced ultrasound imaging method 600 according to the embodiments of the present application.
  • performing singular value decomposition filtering on the data to be processed in step S630 to obtain processed data may include: performing a first matrixing process on the data to be processed to obtain a space-time domain signal matrix; Domain signal matrix is subjected to singular value decomposition to obtain singular value decomposition results; thresholding is performed on the singular value decomposition results to filter out singular values corresponding to tissue residue and/or noise, and the processed space-time domain signal matrix is obtained; The processed space-time domain signal matrix is subjected to a second matrixing process to obtain processed data.
  • the second matrixing process and the first matrixing process are mutually inverse processes.
  • performing singular value decomposition filtering on the data to be processed in step S630 to obtain processed data may include: performing singular value decomposition on the data to be processed to obtain a singular value decomposition result of the spatial signal matrix; Thresholding is performed on the singular value decomposition result to filter out singular values corresponding to tissue residues and/or noise to obtain processed data.
  • the ultrasound contrast imaging methods 500 and 600 perform singular value decomposition filtering on the ultrasound echo data including microbubble signals, and process the data for contrast imaging in the non-frequency domain, which can avoid
  • the frequency band overlap problem in frequency domain processing can further improve the signal-to-noise ratio and the contrast-tissue residual ratio of angiography images.
  • FIG. 7 shows a schematic block diagram of an ultrasound imaging apparatus 700 according to an embodiment of the present application.
  • the ultrasound imaging apparatus 700 may include a transmit/receive sequence controller 710 , an ultrasound probe 720 , a processor 730 and a display 740 .
  • the ultrasound imaging apparatus 700 may be used to implement the aforementioned contrast-enhanced ultrasound imaging methods 200 , 500 and 600 according to the embodiments of the present application.
  • Those skilled in the art can understand the specific operations of each component in the ultrasonic imaging apparatus 700 in combination with the foregoing description. For the sake of brevity, only the main operations are briefly described here.
  • the transmit/receive sequence controller 710 is configured to: excite the ultrasound probe 720 based on a plurality of ultrasound pulses to include The target medium of the contrast agent transmits ultrasonic waves, receives ultrasonic echoes, and obtains multiple sets of ultrasonic echo data based on the ultrasonic echoes; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor 730 is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform the first matrix processing on the data to be processed to obtain the space-time signal matrix; perform singular value decomposition on the space-time signal matrix to obtain the singular value Value decomposition results; thresholding the singular value decomposition results to filter out singular values corresponding to tissue residue and/or noise to obtain the processed space-time domain signal
  • the transmit/receive sequence controller 710 is configured to: excite the ultrasound probe 720 based on a plurality of ultrasound pulses to include The target medium of the contrast agent transmits ultrasonic waves, receives ultrasonic echoes, and obtains multiple sets of ultrasonic echo data based on the ultrasonic echoes; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor 730 is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform singular value decomposition on the data to be processed to obtain the singular value decomposition result of the spatial signal matrix; perform thresholding processing on the singular value decomposition result to filter The singular value corresponding to the tissue residue and/or noise is divided to obtain processed data; an contrast image is obtained based on the processed data; the display 7
  • the transmit/receive sequence controller 710 is configured to: excite the ultrasound probe 720 based on a plurality of ultrasound pulses to include The target medium of the contrast agent transmits ultrasonic waves, receives ultrasonic echoes, and obtains multiple sets of ultrasonic echo data based on the ultrasonic echoes; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor 730 is used for : perform contrast microbubble signal extraction on multiple sets of ultrasonic echo data to obtain data to be processed; perform singular value decomposition filtering on the data to be processed to obtain processed data; obtain contrast images based on the processed data; the display 740 is used for: displaying Contrast image.
  • the processor 730 performs thresholding processing on the singular value decomposition result, which may include: determining whether all singular values in the singular value decomposition result are within a preset threshold range; The singular values and corresponding singular vectors of , and all remaining singular values and corresponding singular vectors are reconstructed to obtain the processed space-time domain signal matrix; the boundary values of the preset threshold range are the first threshold and the second threshold respectively. , the first threshold is smaller than the second threshold, the first threshold is set based on the singular value corresponding to the noise, and the second threshold is set based on the singular value corresponding to the tissue residue.
  • the processor 730 when performing the first matrixing processing on the data to be processed, the processor 730 may obtain the same number of frames of data to be processed each time to perform the first matrixing processing.
  • the data to be processed acquired twice adjacently by the processor 730 may include some of the same data.
  • the data to be processed when the data to be processed is subjected to the first matrixing process, the data to be processed acquired twice adjacently by the processor 730 do not include the same data.
  • the ultrasonic echo data may include any one of the following: channel data before beamforming, data after beamforming, data before demodulation, and data after demodulation.
  • the processor 730 obtains a contrast image based on the processed data, which may include: performing signal processing on the processed data to obtain gray-scale image data; and generating an contrast image based on the gray-scale image data.
  • the processor 730 obtains the contrast image based on the processed data, and may further include: after obtaining the gray-scale image data, performing gray-scale atlas mapping and/or pseudo-color atlas mapping on the gray-scale image data, to obtain contrast images.
  • the signal processing may include, but is not limited to, envelope detection, dynamic range control, brightness compensation, digital scan conversion, and the like.
  • the ultrasonic imaging apparatus performs singular value decomposition filtering on ultrasonic echo data containing microbubble signals, and processes the data for contrast imaging in the non-frequency domain, which can avoid appearing in the frequency domain.
  • the problem of frequency band overlap during processing can further improve the signal-to-noise ratio and the contrast-tissue residual ratio of angiography images.
  • FIG. 8 shows a schematic block diagram of an ultrasound imaging apparatus 800 according to another embodiment of the present application.
  • the ultrasound imaging apparatus 800 includes a memory 810 and a processor 820 .
  • the memory 810 stores programs for implementing corresponding steps in the contrast-enhanced ultrasound imaging methods 200 , 500 and 600 according to the embodiments of the present application.
  • the processor 820 is configured to run the program stored in the memory 810 to execute the corresponding steps of the contrast-enhanced ultrasound imaging methods 200 , 500 and 600 according to the embodiments of the present application.
  • a storage medium is also provided, and program instructions are stored on the storage medium, and when the program instructions are run by a computer or a processor, the program instructions are used to execute the corresponding steps of the contrast-enhanced ultrasound imaging method of the embodiments of the present application .
  • the storage medium may include, for example, a memory card for a smartphone, a storage unit for a tablet computer, a hard disk for a personal computer, a read only memory (ROM), an erasable programmable read only memory (EPROM), a portable compact disk read only memory (CD). - ROM), USB memory, or any combination of the above storage media.
  • a computer-readable storage medium can be any combination of one or more computer-readable storage media.
  • a computer program is also provided, and the computer program can be stored in the cloud or on a local storage medium.
  • the computer program is run by a computer or a processor, it is used to execute the corresponding steps of the contrast-enhanced ultrasound imaging method of the embodiments of the present application.
  • the ultrasound contrast imaging method, the ultrasound imaging device, and the storage medium perform singular value decomposition filtering on the ultrasound echo data including the microbubble signal, and perform the singular value decomposition filtering on the data for contrast imaging in the non-frequency domain.
  • the processing can avoid the frequency band overlap problem in the frequency domain processing, and further improve the signal-to-noise ratio and the contrast-tissue residual ratio of the contrast image.
  • Various component embodiments of the present application may be implemented in hardware, or in software modules running on one or more processors, or in a combination thereof.
  • a microprocessor or a digital signal processor (DSP) may be used in practice to implement some or all functions of some modules according to the embodiments of the present application.
  • DSP digital signal processor
  • the present application can also be implemented as a program of apparatus (eg, computer programs and computer program products) for performing part or all of the methods described herein.
  • Such a program implementing the present application may be stored on a computer-readable medium, or may be in the form of one or more signals. Such signals may be downloaded from Internet sites, or provided on carrier signals, or in any other form.

Landscapes

  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Pathology (AREA)
  • Radiology & Medical Imaging (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Medical Informatics (AREA)
  • Molecular Biology (AREA)
  • Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)

Abstract

Provided are a contrast-enhanced ultrasound imaging method, an ultrasonic imaging apparatus, and a storage medium. The method comprises: on the basis of a plurality of ultrasonic pulses, exciting an ultrasonic probe to transmit ultrasonic waves to a target medium including a contrast agent, in order to receive echos of the ultrasonic waves, and to acquire, on the basis of the echos of the ultrasonic waves, a plurality of groups of ultrasonic echo data, wherein at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; performing contrast microbubble signal extraction on the plurality of groups of ultrasonic echo data to obtain data to be processed; performing singular value decomposition filtering on the data to be processed to obtain processed data; and obtaining a contrast image on the basis of the processed data. In the solution of the present application, singular value decomposition filtering is performed on the ultrasonic echo data including the microbubble signal, and data used for contrast imaging is processed in a non-frequency domain, such that the problem of band overlap occurring during frequency domain processing can be avoided, thereby further increasing the signal-to-noise ratio and the contrast-to-tissue ratio of the contrast image.

Description

超声造影成像方法、超声成像装置和存储介质Contrast-enhanced ultrasound imaging method, ultrasound imaging device, and storage medium
说明书manual
技术领域technical field
本申请涉及超声成像技术领域,更具体地涉及一种超声造影成像方法、超声成像装置和存储介质。The present application relates to the technical field of ultrasound imaging, and more particularly, to a contrast-enhanced ultrasound imaging method, an ultrasound imaging device, and a storage medium.
背景技术Background technique
穿透力(灵敏度)和本底残留是衡量超声造影成像性能的两个主要指标,对其作进一步的改善,将利于造影临床价值的提升。在技术层面,穿透力(灵敏度)可抽象为信噪比(signal-to-noise ratio,简称为SNR),SNR越高说明穿透力越好、对造影剂的检测灵敏度越高;本底残留则由造影-组织残留比(contrast-to-tissue ratio,简称为CTR)来衡量,该值越大说明对本底残留的抑制能力越强。理论上,在未注射造影剂的造影图像中只存在背景噪声,但实际情况并非如此。首先,组织自身也会产生与造影剂类似的非线性成分,易与造影剂的非线性回波一同被检测到;其次,前端电路在发射脉冲序列时难免出现幅度、相位不一致的情况,导致组织成分无法被完全抵消;此外,血管壁、脏器包膜和骨头等强反射面极易导致信号饱和,在图像上同样体现为组织残留。Penetration (sensitivity) and residual background are the two main indicators to measure the performance of contrast-enhanced ultrasound imaging, and further improvement will be beneficial to the enhancement of the clinical value of contrast-enhanced ultrasound. At the technical level, the penetration (sensitivity) can be abstracted as signal-to-noise ratio (SNR for short). The higher the SNR, the better the penetration and the higher the detection sensitivity of contrast agents; Residual is measured by contrast-to-tissue residual ratio (CTR for short), and the larger the value, the stronger the ability to inhibit background residual. Theoretically, only background noise is present in a contrast image with no contrast agent injected, but this is not the case in practice. First, the tissue itself also produces nonlinear components similar to the contrast agent, which are easy to be detected together with the nonlinear echo of the contrast agent; secondly, the front-end circuit will inevitably have inconsistent amplitude and phase when transmitting the pulse sequence, resulting in tissue The components cannot be completely canceled; in addition, strong reflective surfaces such as blood vessel walls, organ capsules, and bones can easily lead to signal saturation, which is also reflected in the image as tissue residue.
在现有的技术方案中,造影图像SNR和CTR的提升主要依赖于脉冲序列方法,主要包括:正反谐波(发射相位相差180°的两个脉冲,对回波进行复合以提取二次谐波成分)、幅度调制(发射多个具有不同幅度的脉冲,对回波作相应的复合处理以提取非线性基波成分)以及幅度调制-相位反转(发射多个具有不同幅度和相位相差180°的脉冲,对回波作相应的复合处理以同时提取非线性基波和二次谐波成分)等。该类方法存在两个缺点:1)组织和微泡都会产生二次谐波成分,且系统噪声多为白噪声,必然存在组织残留、微泡和噪声频带重叠的问题,后续的频域滤波处理对SNR和CTR的提升十分有限;2)非线性基波能够一定程度改善频带重叠问题,性能较二次谐波有所提升,但仍无法完全消除由前端电路不对称性 和信号饱和导致的宽带残留信号。In the existing technical solution, the improvement of SNR and CTR of angiographic images mainly depends on the pulse sequence method, which mainly includes: positive and negative harmonics (transmitting two pulses with a phase difference of 180°, and combining the echoes to extract the second harmonic wave component), amplitude modulation (transmitting multiple pulses with different amplitudes, and performing corresponding composite processing on the echo to extract the nonlinear fundamental wave component), and amplitude modulation-phase inversion (transmitting multiple pulses with different amplitudes and phase differences by 180 ° pulse, do the corresponding composite processing to the echo to extract the nonlinear fundamental wave and the second harmonic component at the same time) and so on. This type of method has two disadvantages: 1) Both tissue and microbubbles will produce second harmonic components, and the system noise is mostly white noise, so there must be problems of tissue residue, microbubbles and noise frequency bands overlapping, and the subsequent frequency domain filtering processing The improvement of SNR and CTR is very limited; 2) The nonlinear fundamental wave can improve the frequency band overlap problem to a certain extent, and the performance is improved compared with the second harmonic, but it still cannot completely eliminate the wideband caused by the asymmetry of the front-end circuit and signal saturation. residual signal.
发明内容SUMMARY OF THE INVENTION
本申请提供一种超声造影成像方案,其对包含微泡信号的超声回波数据进行奇异值分解滤波,在非频域对用于造影成像的数据进行处理,能够提高造影图像的信噪比和造影-组织残留比。下面简要描述本申请提出的超声造影成像方案,更多细节将在后续结合附图在具体实施方式中加以描述。The present application provides a contrast-enhanced ultrasound imaging solution, which performs singular value decomposition filtering on ultrasonic echo data containing microbubble signals, and processes the data for contrast-enhanced imaging in the non-frequency domain, which can improve the signal-to-noise ratio of contrast-enhanced images and improve performance. Contrast-tissue residual ratio. The contrast-enhanced ultrasound imaging solution proposed by the present application is briefly described below, and more details will be described in the specific embodiments in conjunction with the accompanying drawings later.
本申请一方面,提供了一种超声造影成像方法,该方法包括:基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,并基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同;对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行第一矩阵化处理,得到空时域信号矩阵;对空时域信号矩阵进行奇异值分解,得到奇异值分解结果;对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的空时域信号矩阵;对处理后的空时域信号矩阵进行第二矩阵化处理,得到处理后的数据,第二矩阵化处理与第一矩阵化处理互为逆过程;基于处理后的数据得到造影图像。In one aspect of the present application, a contrast-enhanced ultrasound imaging method is provided. The method includes: exciting an ultrasound probe based on a plurality of ultrasound pulses to emit ultrasound waves to a target medium containing a contrast agent, receiving echoes of the ultrasound waves, and obtaining multiple ultrasound waves based on the echoes of the ultrasound waves. group of ultrasound echo data; wherein, at least one of the amplitude, phase and frequency of multiple ultrasound pulses is different; perform contrast microbubble signal extraction on multiple sets of ultrasound echo data to obtain data to be processed; perform a first matrix on the data to be processed Performing singular value decomposition on the space-time signal matrix to obtain the singular value decomposition result; Thresholding the singular value decomposition result to filter out the singular value corresponding to the tissue residue and/or noise value to obtain the processed space-time domain signal matrix; perform second matrix processing on the processed space-time domain signal matrix to obtain processed data, and the second matrix processing and the first matrix processing are mutually inverse processes; An contrast image is obtained based on the processed data.
本申请另一方面,提供了一种超声成像方法,该方法包括:基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,并基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同;对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行奇异值分解,得到空域信号矩阵的奇异值分解结果;对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的数据;基于处理后的数据得到造影图像。In another aspect of the present application, there is provided an ultrasonic imaging method, the method comprising: exciting an ultrasonic probe based on a plurality of ultrasonic pulses to emit ultrasonic waves to a target medium containing a contrast agent, receiving echoes of the ultrasonic waves, and acquiring multiple ultrasonic waves based on the echoes of the ultrasonic waves. group of ultrasonic echo data; wherein, at least one of the amplitude, phase and frequency of multiple ultrasonic pulses is different; perform contrast microbubble signal extraction on multiple groups of ultrasonic echo data to obtain data to be processed; perform singular value decomposition on the data to be processed , obtain the singular value decomposition result of the spatial signal matrix; perform thresholding processing on the singular value decomposition result to filter out the singular values corresponding to the tissue residue and/or noise, and obtain the processed data; obtain the contrast image based on the processed data .
本申请再一方面,提供了一种超声成像方法,该方法包括:基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,并基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同;对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行奇异值分解滤波,得 到处理后的数据;基于处理后的数据得到造影图像。In yet another aspect of the present application, an ultrasonic imaging method is provided, the method comprising: exciting an ultrasonic probe based on a plurality of ultrasonic pulses to emit ultrasonic waves to a target medium containing a contrast agent, receiving ultrasonic echoes, and acquiring multiple ultrasonic waves based on the ultrasonic echoes group of ultrasonic echo data; wherein, at least one of the amplitude, phase and frequency of multiple ultrasonic pulses is different; perform contrast microbubble signal extraction on multiple groups of ultrasonic echo data to obtain data to be processed; perform singular value decomposition on the data to be processed After filtering, the processed data is obtained; the contrast image is obtained based on the processed data.
本申请又一方面,提供了一种超声成像装置,该装置包括超声探头、发射/接收序列控制器、处理器和显示器,其中:发射/接收序列控制器用于:基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同;处理器用于:对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行第一矩阵化处理,得到空时域信号矩阵;对空时域信号矩阵进行奇异值分解,得到奇异值分解结果;对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的空时域信号矩阵;对处理后的空时域信号矩阵进行第二矩阵化处理,得到处理后的数据,第二矩阵化处理与第一矩阵化处理互为逆过程;基于处理后的数据得到造影图像;显示器用于:显示造影图像。In yet another aspect of the present application, an ultrasonic imaging device is provided, the device includes an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein: the transmit/receive sequence controller is used to: excite the ultrasonic probe based on a plurality of ultrasonic pulses transmitting ultrasonic waves to the target medium containing the contrast agent, receiving the echoes of the ultrasonic waves, and acquiring multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform the first matrix processing on the data to be processed to obtain the space-time signal matrix; perform singular value decomposition on the space-time signal matrix to obtain the singular value Value decomposition results; thresholding the singular value decomposition results to filter out singular values corresponding to tissue residue and/or noise to obtain the processed space-time domain signal matrix; The second matrixing process is used to obtain processed data, and the second matrixing process and the first matrixing process are mutually inverse processes; an contrast image is obtained based on the processed data; the display is used for: displaying the contrast image.
本申请再一方面,提供了一种超声成像装置,该装置包括超声探头、发射/接收序列控制器、处理器和显示器,其中:发射/接收序列控制器用于:基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同;处理器用于:对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行奇异值分解,得到空域信号矩阵的奇异值分解结果;对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的数据;基于处理后的数据得到造影图像;显示器用于:显示造影图像。In yet another aspect of the present application, an ultrasonic imaging device is provided, the device includes an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein: the transmit/receive sequence controller is used to: excite the ultrasonic probe based on a plurality of ultrasonic pulses transmitting ultrasonic waves to the target medium containing the contrast agent, receiving the echoes of the ultrasonic waves, and acquiring multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform singular value decomposition on the data to be processed to obtain the singular value decomposition result of the spatial signal matrix; perform thresholding processing on the singular value decomposition result to filter The singular value corresponding to the tissue residue and/or noise is divided to obtain the processed data; the contrast image is obtained based on the processed data; the display is used for: displaying the contrast image.
本申请又一方面,提供了一种超声成像装置,该装置包括超声探头、发射/接收序列控制器、处理器和显示器,其中:发射/接收序列控制器用于:基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同;处理器用于:对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行奇异值分解滤波,得到处理后的数据;基于处理后的数据得到造影图像;显示器用于:显示造影图像。In yet another aspect of the present application, an ultrasonic imaging device is provided, the device includes an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein: the transmit/receive sequence controller is used to: excite the ultrasonic probe based on a plurality of ultrasonic pulses transmitting ultrasonic waves to the target medium containing the contrast agent, receiving the echoes of the ultrasonic waves, and acquiring multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform singular value decomposition filtering on the data to be processed to obtain the processed data; obtain contrast images based on the processed data; the display is used to: display contrast image.
本申请再一方面,提供了一种存储介质,该存储介质上存储有计算机程序,计算机程序在运行时执行上述超声造影成像方法。In yet another aspect of the present application, a storage medium is provided, and a computer program is stored on the storage medium, and the computer program executes the above-mentioned contrast-enhanced ultrasound imaging method when running.
根据本申请实施例的超声造影成像方法、超声成像装置和存储介质对包含微泡信号的超声回波数据进行奇异值分解滤波,在非频域对用于造影成像的数据进行处理,能够避免出现在频域处理时的频带重叠问题,实现进一步提高造影图像的信噪比和造影-组织残留比。According to the ultrasound contrast imaging method, ultrasound imaging device, and storage medium of the embodiments of the present application, singular value decomposition filtering is performed on ultrasound echo data containing microbubble signals, and the data for contrast imaging is processed in the non-frequency domain, which can avoid occurrence of The frequency band overlap problem in frequency domain processing can further improve the signal-to-noise ratio and the contrast-tissue residual ratio of angiography images.
附图说明Description of drawings
图1示出用于实现根据本申请实施例的超声造影成像方法的示例性超声成像装置的示意性框图。FIG. 1 shows a schematic block diagram of an exemplary ultrasound imaging apparatus for implementing a contrast-enhanced ultrasound imaging method according to an embodiment of the present application.
图2示出根据本申请一个实施例的超声造影成像方法的示意性流程图。FIG. 2 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method according to an embodiment of the present application.
图3示出未采用根据本申请实施例的超声造影成像方法得到的造影图像的示例图。FIG. 3 shows an example diagram of a contrast image obtained without using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application.
图4示出采用根据本申请实施例的超声造影成像方法得到的造影图像的示例图。FIG. 4 shows an example diagram of a contrast-enhanced image obtained by using the contrast-enhanced ultrasound imaging method according to an embodiment of the present application.
图5示出根据本申请另一个实施例的超声造影成像方法的示意性流程图。FIG. 5 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method according to another embodiment of the present application.
图6示出根据本申请再一个实施例的超声造影成像方法的示意性流程图。FIG. 6 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method according to still another embodiment of the present application.
图7示出根据本申请一个实施例的超声成像装置的示意性框图。FIG. 7 shows a schematic block diagram of an ultrasound imaging apparatus according to an embodiment of the present application.
图8示出根据本申请另一实施例的超声成像装置的示意性框图。FIG. 8 shows a schematic block diagram of an ultrasound imaging apparatus according to another embodiment of the present application.
具体实施方式detailed description
为了使得本申请的目的、技术方案和优点更为明显,下面将参照附图详细描述根据本申请的示例实施例。显然,所描述的实施例仅仅是本申请的一部分实施例,而不是本申请的全部实施例,应理解,本申请不受这里描述的示例实施例的限制。基于本申请中描述的本申请实施例,本领域技术人员在没有付出创造性劳动的情况下所得到的所有其他实施例都应落入本申请的保护范围之内。In order to make the objectives, technical solutions and advantages of the present application more apparent, the exemplary embodiments according to the present application will be described in detail below with reference to the accompanying drawings. Obviously, the described embodiments are only a part of the embodiments of the present application, rather than all the embodiments of the present application, and it should be understood that the present application is not limited by the example embodiments described herein. Based on the embodiments of the present application described in the present application, all other embodiments obtained by those skilled in the art without creative efforts shall fall within the protection scope of the present application.
在下文的描述中,给出了大量具体的细节以便提供对本申请更为彻底 的理解。然而,对于本领域技术人员而言显而易见的是,本申请可以无需一个或多个这些细节而得以实施。在其他的例子中,为了避免与本申请发生混淆,对于本领域公知的一些技术特征未进行描述。In the following description, numerous specific details are set forth in order to provide a more thorough understanding of the present application. It will be apparent, however, to one skilled in the art that the present application may be practiced without one or more of these details. In other instances, some technical features known in the art have not been described in order to avoid confusion with the present application.
应当理解的是,本申请能够以不同形式实施,而不应当解释为局限于这里提出的实施例。相反地,提供这些实施例将使公开彻底和完全,并且将本申请的范围完全地传递给本领域技术人员。It should be understood that the application may be embodied in different forms and should not be construed as limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of this application to those skilled in the art.
在此使用的术语的目的仅在于描述具体实施例并且不作为本申请的限制。在此使用时,单数形式的“一”、“一个”和“所述/该”也意图包括复数形式,除非上下文清楚指出另外的方式。还应明白术语“组成”和/或“包括”,当在该说明书中使用时,确定所述特征、整数、步骤、操作、元件和/或部件的存在,但不排除一个或更多其他的特征、整数、步骤、操作、元件、部件和/或组的存在或添加。在此使用时,术语“和/或”包括相关所列项目的任何及所有组合。The terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the application. As used herein, the singular forms "a," "an," and "the/the" are intended to include the plural forms as well, unless the context clearly dictates otherwise. It should also be understood that the terms "compose" and/or "include", when used in this specification, identify the presence of stated features, integers, steps, operations, elements and/or components, but do not exclude one or more other The presence or addition of features, integers, steps, operations, elements, parts and/or groups. As used herein, the term "and/or" includes any and all combinations of the associated listed items.
为了彻底理解本申请,将在下列的描述中提出详细的步骤以及详细的结构,以便阐释本申请提出的技术方案。本申请的较佳实施例详细描述如下,然而除了这些详细描述外,本申请还可以具有其他实施方式。For a thorough understanding of the present application, detailed steps and detailed structures will be presented in the following description, so as to explain the technical solutions proposed by the present application. The preferred embodiments of the present application are described in detail below, however, the present application may have other embodiments in addition to these detailed descriptions.
首先,参照图1来描述用于实现本申请实施例的超声造影成像方法的示例性超声成像装置。First, an exemplary ultrasound imaging apparatus for implementing the contrast-enhanced ultrasound imaging method of the embodiment of the present application will be described with reference to FIG. 1 .
图1为用于实现本申请实施例的超声造影成像方法的示例性超声成像装置10的结构框图示意图。如图1所示,该超声成像装置10可以包括超声探头100、发射/接收选择开关101、发射/接收序列控制器102、处理器103、显示器104和存储器105。发射/接收序列控制器102可以激励超声探头100向目标对象(被测对象)发射超声波,还可以控制超声探头100接收从目标对象返回的超声回波,从而获得超声回波信号/数据。处理器103对该超声回波信号/数据进行处理,以获得目标对象的组织相关参数和超声图像。处理器103获得的超声图像可以存储于存储器105中,这些超声图像可以在显示器104上显示。FIG. 1 is a schematic structural block diagram of an exemplary ultrasound imaging apparatus 10 for implementing the contrast-enhanced ultrasound imaging method according to the embodiment of the present application. As shown in FIG. 1 , the ultrasound imaging apparatus 10 may include an ultrasound probe 100 , a transmit/receive selection switch 101 , a transmit/receive sequence controller 102 , a processor 103 , a display 104 and a memory 105 . The transmit/receive sequence controller 102 can excite the ultrasonic probe 100 to transmit ultrasonic waves to the target object (measured object), and can also control the ultrasonic probe 100 to receive ultrasonic echoes returned from the target object, thereby obtaining ultrasonic echo signals/data. The processor 103 processes the ultrasound echo signals/data to obtain tissue-related parameters and ultrasound images of the target object. The ultrasound images obtained by the processor 103 may be stored in the memory 105 , and these ultrasound images may be displayed on the display 104 .
本申请实施例中,前述的超声成像装置10的显示器104可为触摸显示屏、液晶显示屏等,也可以是独立于超声成像装置10之外的液晶显示器、电视机等独立显示装置,也可为手机、平板电脑等电子装置上的显示屏。In the embodiment of the present application, the display 104 of the aforementioned ultrasound imaging device 10 may be a touch display screen, a liquid crystal display screen, or the like, or may be an independent display device such as a liquid crystal display, a TV, or the like independent of the ultrasound imaging device 10 , or It is a display screen on electronic devices such as mobile phones and tablet computers.
本申请实施例中,前述的超声成像装置10的存储器105可为闪存卡、固态存储器、硬盘等。In the embodiment of the present application, the memory 105 of the aforementioned ultrasonic imaging device 10 may be a flash memory card, a solid-state memory, a hard disk, or the like.
本申请实施例还提供一种计算机可读存储介质,该计算机可读存储介质存储有多条程序指令,该多条程序指令被处理器103调用执行后,可执行本申请各个实施例中的超声造影成像方法中的部分步骤或全部步骤或其中步骤的任意组合。Embodiments of the present application further provide a computer-readable storage medium, where the computer-readable storage medium stores a plurality of program instructions, and after the plurality of program instructions are invoked and executed by the processor 103, the ultrasound system in the various embodiments of the present application can be executed. Some or all of the steps or any combination of steps in a contrast imaging method.
一个实施例中,该计算机可读存储介质可为存储器105,其可以是闪存卡、固态存储器、硬盘等非易失性存储介质。In one embodiment, the computer-readable storage medium may be the memory 105, which may be a non-volatile storage medium such as a flash memory card, a solid-state memory, and a hard disk.
本申请实施例中,前述的超声成像装置10的处理器103可以通过软件、硬件、固件或者其组合实现,可以使用电路、单个或多个专用集成电路(application specific integrated circuits,ASIC)、单个或多个通用集成电路、单个或多个微处理器、单个或多个可编程逻辑器件、或者前述电路或器件的组合、或者其他适合的电路或器件,从而使得该处理器103可以执行各个实施例中的超声造影成像方法的相应步骤。In this embodiment of the present application, the processor 103 of the aforementioned ultrasound imaging apparatus 10 may be implemented by software, hardware, firmware, or a combination thereof, and may use a circuit, a single or multiple application specific integrated circuits (ASIC), a single or General-purpose integrated circuits, single or multiple microprocessors, single or multiple programmable logic devices, or a combination of the foregoing circuits or devices, or other suitable circuits or devices, thereby enabling the processor 103 to perform various embodiments Corresponding steps in the contrast-enhanced ultrasound imaging method.
下面结合图2到图6对本申请的超声造影成像方法进行详细描述,该方法可由前述的超声成像装置10来执行。The contrast-enhanced ultrasound imaging method of the present application will be described in detail below with reference to FIGS. 2 to 6 , and the method may be performed by the aforementioned ultrasound imaging apparatus 10 .
图2示出了根据本申请一个实施例的超声造影成像方法200的示意性流程图。如图2所示,超声造影成像方法200包括如下步骤:FIG. 2 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method 200 according to an embodiment of the present application. As shown in FIG. 2, the contrast-enhanced ultrasound imaging method 200 includes the following steps:
在步骤S210,基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,并基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同。In step S210, the ultrasonic probe is excited based on the plurality of ultrasonic pulses to transmit ultrasonic waves to the target medium containing the contrast agent, the echoes of the ultrasonic waves are received, and multiple sets of ultrasonic echo data are obtained based on the ultrasonic wave echoes; wherein, the amplitudes of the plurality of ultrasonic pulses are , at least one of phase and frequency are different.
在本申请的实施例中,基于多个具有不同参数的超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,此处的参数可以包括幅度、相位以及频率中的至少一个。基于此,可以相应地获取多组超声回波数据,不同组的超声回波数据可以对应于不同参数的超声脉冲。在本申请的实施例中,所获取的超声回波数据可以指由超声成像平台采集到的所有形式、环节的信号数据,包括但不限于:模拟信号、数字信号、波束合成前通道数据、波束合成后数据、解调前数据、解调后数据等。In the embodiments of the present application, the ultrasound probe is excited based on a plurality of ultrasound pulses with different parameters to emit ultrasound waves to the target medium containing the contrast agent, where the parameters may include at least one of amplitude, phase and frequency. Based on this, multiple sets of ultrasonic echo data can be acquired accordingly, and different sets of ultrasonic echo data can correspond to ultrasonic pulses with different parameters. In the embodiments of this application, the acquired ultrasonic echo data may refer to all forms and links of signal data collected by the ultrasonic imaging platform, including but not limited to: analog signals, digital signals, pre-beamforming channel data, beam Data after synthesis, data before demodulation, data after demodulation, etc.
在步骤S220,对多组超声回波数据进行造影微泡信号提取,得到待处理数据。In step S220, the contrast microbubble signal extraction is performed on the multiple sets of ultrasonic echo data to obtain data to be processed.
在本申请的实施例中,步骤S210可以对应于脉冲序列处理方法中发射端的处理;相应地,可以在步骤S220进行脉冲序列处理方法中对应于接收端的处理,该处理是以提取造影微泡信号的非线性回波数据为目的,因此将该处理称为造影微泡信号提取。在本申请的实施例中,造影微泡信号提取可以包括但不限于:正反谐波、幅度调制以及幅度调制-相位反转等等对应于接收端的处理。基于上述处理,可以得到待处理数据。In the embodiment of the present application, step S210 may correspond to the processing of the transmitting end in the pulse sequence processing method; correspondingly, the processing corresponding to the receiving end in the pulse sequence processing method may be performed in step S220, the processing is to extract the contrast microbubble signal For the purpose of nonlinear echo data, this process is called contrast microbubble signal extraction. In the embodiments of the present application, the extraction of the contrast microbubble signal may include, but is not limited to, forward and reverse harmonics, amplitude modulation, and amplitude modulation-phase inversion, etc., corresponding to processing at the receiving end. Based on the above processing, the data to be processed can be obtained.
在步骤S230,对待处理数据进行第一矩阵化处理,得到空时域信号矩阵。In step S230, a first matrixing process is performed on the data to be processed to obtain a space-time domain signal matrix.
在本申请的实施例中,可以逐帧对待处理数据进行处理,也可以批量对待处理数据进行处理。在结合图2描述的实施例中,主要描述批量对待处理数据进行处理的方式,稍后在结合图5描述的实施例中来描述逐帧对待处理数据进行处理的方式。在本申请的实施例中,在批量对待处理数据进行处理时,每次可以获取相同帧数的待处理数据,也可以获取不同帧数的待处理数据。此外,在批量对待处理数据进行处理时,相邻两次处理时获取的待处理数据彼此之间可以有数据的重叠(即相邻两次获取的待处理数据包括部分相同的数据),也可以没有数据的重叠(即相邻两次获取的待处理数据不包括相同的数据)。换言之,在批量对待处理数据进行处理时,相邻两次处理时获取的待处理数据可以共用,也可以非共用。应理解,数据共用时可以获得更好的处理效果,因为共用的数据被处理不止一次,可以获得更为准确的计算结果;数据非共用时则可以提高处理速度,因为总体计算的数据量相对较少。可以根据具体的需求来选择数据共用或非共用。In the embodiments of the present application, the data to be processed may be processed frame by frame, or the data to be processed may be processed in batches. In the embodiment described in conjunction with FIG. 2 , the method of processing the data to be processed in batches is mainly described, and the method of processing the data to be processed frame by frame will be described later in the embodiment described in conjunction with FIG. 5 . In the embodiments of the present application, when the data to be processed is processed in batches, the data to be processed of the same number of frames can be acquired each time, and the data to be processed of different numbers of frames can also be acquired. In addition, when processing the data to be processed in batches, the data to be processed obtained in two adjacent processings may overlap with each other (that is, the data to be processed obtained twice adjacently include part of the same data), or There is no overlap of data (that is, the data to be processed obtained twice adjacently do not include the same data). In other words, when data to be processed is processed in batches, the data to be processed obtained during two adjacent processes may be shared or not shared. It should be understood that when the data is shared, a better processing effect can be obtained, because the shared data is processed more than once, and more accurate calculation results can be obtained; when the data is not shared, the processing speed can be improved, because the overall calculated data volume is relatively large. few. Data sharing or non-sharing can be selected according to specific needs.
在本申请的实施例中,在批量对待处理数据进行处理时,每次可以获取多帧待处理数据,由于每帧待处理数据包含空域信息,而多帧待处理数据包含时域信息,因此可将所获取的多帧待处理数据进行矩阵化处理,以得到空时域信号矩阵来进行后续处理。此外,由于后续处理(步骤S260)中包含与该矩阵化处理互逆的矩阵化处理过程,因此为了彼此区分,将此处的矩阵化处理称为第一矩阵化处理,将后续处理中的矩阵化处理称为第二矩阵化处理。In the embodiments of the present application, when processing data to be processed in batches, multiple frames of data to be processed can be acquired each time. Since each frame of data to be processed contains spatial information, and the multiple frames of data to be processed contain time domain information, it is possible to obtain multiple frames of data to be processed each time. Perform matrix processing on the acquired multi-frame data to be processed to obtain a space-time domain signal matrix for subsequent processing. In addition, since the subsequent process (step S260 ) includes a matrixing process that is inverse to the matrixing process, in order to distinguish from each other, the matrixing process here is referred to as the first matrixing process, and the matrix in the subsequent process is referred to as the first matrixing process. This processing is referred to as the second matrixing processing.
如前所述的,在步骤S210所获取的超声回波数据可以是各种形式的信号数据,下文以波束合成后基带数据为例来描述。在本申请的实施例中, 假定在步骤S220得到M帧待处理的波束合成后基带数据,该M帧数据可以记为:s k,l(t 1),s k,l(t 2),…,s k,l(t M);其中,索引k∈[1,K]可以表示纵向第k个采样点,索引l∈[1,L]可以表示横向第l根接收线,则对该M帧待处理数据进行第一矩阵化处理,得到空时域信号矩阵S,可表征为: As mentioned above, the ultrasonic echo data acquired in step S210 may be signal data in various forms, which will be described below by taking the baseband data after beamformation as an example. In the embodiment of the present application, it is assumed that M frames of baseband data to be processed after beamformation are obtained in step S220, and the M frames of data can be recorded as: sk,l (t 1 ), sk,l (t 2 ), ...,s k,l (t M ); where the index k∈[1,K] can represent the kth sampling point in the vertical direction, and the index l∈[1,L] can represent the lth receiving line in the horizontal direction, then the The M frames of data to be processed are subjected to the first matrix processing to obtain a space-time domain signal matrix S, which can be characterized as:
Figure PCTCN2020100627-appb-000001
Figure PCTCN2020100627-appb-000001
由上式(1)可知,该步骤将K×L×M的三维数组(M帧K×L维的数据)变换为KL×M维的大矩阵S。其中,S的列维对应信号的时域信息,行维对应信号的空域信息,因此被定义为空时域信号矩阵。As can be seen from the above formula (1), this step transforms a K×L×M three-dimensional array (M frames of K×L-dimensional data) into a KL×M-dimensional large matrix S. Among them, the column dimension of S corresponds to the time domain information of the signal, and the row dimension corresponds to the spatial domain information of the signal, so it is defined as a space-time domain signal matrix.
基于得到的空时域信号矩阵,可以进行后续处理。Based on the obtained space-time signal matrix, subsequent processing can be performed.
在步骤S240,对空时域信号矩阵进行奇异值分解(singular value decomposition,简称为SVD),得到奇异值分解结果。In step S240, singular value decomposition (singular value decomposition, abbreviated as SVD) is performed on the space-time domain signal matrix to obtain a singular value decomposition result.
在本申请的实施例中,对在步骤S230得到的空时域信号矩阵进行奇异值分解,可以得到包含多个奇异值的空间奇异矢量和时间奇异矢量,可通过后续步骤中将描述的阈值化处理(基于组织残留和/或噪声设置阈值)将部分奇异值连同相应的奇异矢量去除,来实现对待处理数据中组织残留和/或噪声的抑制,经处理后的数据用于造影成像,得到的造影图像即可实现SNR和CTR的提升。In the embodiment of the present application, singular value decomposition is performed on the space-time domain signal matrix obtained in step S230, and a space singular vector and a time singular vector containing multiple singular values can be obtained. The thresholding described in the subsequent steps can be used. Processing (setting a threshold based on tissue residue and/or noise) removes some singular values together with the corresponding singular vectors to achieve the suppression of tissue residue and/or noise in the data to be processed. The processed data is used for contrast imaging, and the obtained Contrast images can achieve improved SNR and CTR.
现在接着上一步骤的示例来描述,对于上一步骤得到的空时域信号矩阵S,对其进行奇异值分解得到的奇异值分解结果可以表示为:Now following the example of the previous step to describe, for the space-time domain signal matrix S obtained in the previous step, the singular value decomposition result obtained by performing singular value decomposition on it can be expressed as:
Figure PCTCN2020100627-appb-000002
Figure PCTCN2020100627-appb-000002
在上式(2)中,运算符“(·) H”表示矢量/矩阵的共轭转置操作;λ 1>λ 2>…>λ P为降序排列的P个奇异值,P为矩阵S的秩;{u 1,u 2,...,u P}和 {v 1,v 2,...,v P}分别为上述奇异值对应的空间奇异矢量和时间奇异矢量,维度分别为KL×1和M×1,且相互正交。 In the above formula (2), the operator “(·) H ” represents the conjugate transpose operation of the vector/matrix; λ 12 >…>λ P is the P singular values arranged in descending order, and P is the matrix S rank; {u 1 , u 2 ,...,u P } and {v 1 ,v 2 ,...,v P } are the space singular vectors and time singular vectors corresponding to the above singular values, respectively, and the dimensions are KL×1 and M×1, and they are orthogonal to each other.
基于得到的奇异值分解结果,可以进行后续处理。Based on the obtained singular value decomposition results, subsequent processing can be performed.
在步骤S250,对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的空时域信号矩阵。In step S250, thresholding is performed on the singular value decomposition result to filter out singular values corresponding to tissue residue and/or noise to obtain a processed space-time domain signal matrix.
如前所述的,可通过阈值化处理滤除与组织残留和/或噪声对应的奇异值,来实现对待处理数据中组织残留和噪声的抑制,经处理后的数据用于造影成像,得到的造影图像即可实现SNR和CTR的提升。As mentioned above, the singular value corresponding to tissue residue and/or noise can be filtered out by thresholding, so as to realize the suppression of tissue residue and noise in the data to be processed. The processed data is used for contrast imaging, and the obtained Contrast images can achieve improved SNR and CTR.
在本申请的一个实施例中,对奇异值分解结果进行阈值化处理,可以包括:确定奇异值分解结果中的所有奇异值是否在预设阈值范围内;滤除不在预设阈值范围内的奇异值以及对应的奇异矢量,并对所有剩余奇异值以及对应的奇异矢量进行重建,得到处理后的空时域信号矩阵;其中预设阈值范围的边界值分别为第一阈值和第二阈值,第一阈值小于第二阈值,第一阈值基于噪声对应的奇异值而设置,第二阈值基于组织残留对应的奇异值而设置。In an embodiment of the present application, thresholding the singular value decomposition result may include: determining whether all singular values in the singular value decomposition result are within a preset threshold range; filtering out singular values that are not within the preset threshold range value and the corresponding singular vector, and reconstruct all the remaining singular values and the corresponding singular vectors to obtain the processed space-time signal matrix; the boundary values of the preset threshold range are the first threshold and the second threshold respectively, the first threshold A threshold value is smaller than a second threshold value, the first threshold value is set based on the singular value corresponding to the noise, and the second threshold value is set based on the singular value corresponding to the tissue residue.
在该实施例中,对奇异值分解结果进行三段式阈值化处理,即设置噪声阈值为第一阈值,设置组织残留阈值为第二阈值。当奇异值分解结果中的奇异值小于第一阈值时,即被认为是噪声对应的奇异值,则予以舍弃;当奇异值分解结果中的奇异值大于第二阈值时,即被认为是组织残留对应的奇异值,同样予以舍弃;当奇异值分解结果中的奇异值位于第一阈值和第二阈值这两个边界值构成的阈值范围内时,即奇异值分解结果中的奇异值大于等于第一阈值且小于等于第二阈值,则被认为是微泡信号对应的奇异值,则予以保留,从而实现了对待处理数据中组织残留和噪声的抑制。经保留下来的奇异值和对应的奇异矢量经过重建,可以得到处理后的空时域信号矩阵。示例性地,重建可以是线性加权重建或者其他重建。应理解,该阈值化处理过程仅是示例性的,还可以采用其他的阈值化处理过程,诸如仅设置组织残留阈值或者仅设置噪声阈值,来实现仅抑制组织残留或仅抑制噪声的目的,又或者阈值区间的设置更为精细,来得到更为精确的抑制效果等等。In this embodiment, three-stage thresholding is performed on the singular value decomposition result, that is, the noise threshold is set as the first threshold, and the tissue residual threshold is set as the second threshold. When the singular value in the singular value decomposition result is smaller than the first threshold, it is considered to be the singular value corresponding to the noise, and it is discarded; when the singular value in the singular value decomposition result is greater than the second threshold, it is considered to be tissue residual The corresponding singular value is also discarded; when the singular value in the singular value decomposition result is within the threshold range formed by the two boundary values of the first threshold and the second threshold, that is, the singular value in the singular value decomposition result is greater than or equal to the first threshold. If a threshold value is less than or equal to the second threshold value, it is regarded as a singular value corresponding to the microbubble signal, and is retained, thereby realizing the suppression of tissue residue and noise in the data to be processed. The retained singular values and corresponding singular vectors are reconstructed to obtain the processed space-time domain signal matrix. Illustratively, the reconstruction may be a linear weighted reconstruction or other reconstruction. It should be understood that this thresholding process is only exemplary, and other thresholding processes can also be used, such as setting only a tissue residual threshold or only a noise threshold, to achieve the purpose of only suppressing tissue residual or only noise, and Or the threshold interval can be set more finely to obtain a more precise suppression effect and so on.
现在接着上一步骤的示例来描述,对于上一步骤得到的奇异值分解结 果进行三段式阈值化处理,可以包括:1)设置组织残留阈值α,当λ p>α时被认为是组织残留对应的奇异值,予以舍弃;2)设置噪声阈值β(β<α),当λ p<β时被认为是噪声对应的奇异值,同样予以舍弃;3)当α≥λ p≥β时被认为是微泡信号对应的奇异值,予以保留。此时,被保留下来的奇异值及其奇异矢量分别记为
Figure PCTCN2020100627-appb-000003
Figure PCTCN2020100627-appb-000004
对其进行线性加权重建,得到处理后的空-时域信号矩阵可以表示为:
Now, following the example of the previous step, performing three-stage thresholding processing on the singular value decomposition result obtained in the previous step may include: 1) Setting the tissue residual threshold α, when λ p >α, it is considered as tissue residual The corresponding singular value is discarded; 2) Set the noise threshold β (β < α), when λ p < β, it is regarded as the singular value corresponding to noise, and is also discarded; 3) When α ≥ λ p ≥ β, it is rejected. It is considered to be the singular value corresponding to the microbubble signal and is retained. At this time, the retained singular values and their singular vectors are respectively recorded as
Figure PCTCN2020100627-appb-000003
and
Figure PCTCN2020100627-appb-000004
Perform linear weighted reconstruction on it, and the processed space-time signal matrix can be expressed as:
Figure PCTCN2020100627-appb-000005
Figure PCTCN2020100627-appb-000005
基于得到的处理后的空-时域信号矩阵,可以进行后续处理。Based on the resulting processed space-time signal matrix, subsequent processing can be performed.
在步骤S260,对处理后的空时域信号矩阵进行第二矩阵化处理,得到处理后的数据,第二矩阵化处理与第一矩阵化处理互为逆过程。In step S260, a second matrixing process is performed on the processed space-time domain signal matrix to obtain processed data. The second matrixing process and the first matrixing process are mutually inverse processes.
在本申请的实施例中,处理后的空时域信号矩阵已经滤除了组织残留和/或噪声,此时可以将其恢复成多帧数据的形式,以为后续的成像处理做准备。如前所述,为了与步骤S230中的第一矩阵化处理相区分,将步骤S260的矩阵化处理称为第二矩阵化处理,这两者互为逆过程。In the embodiments of the present application, the processed space-time domain signal matrix has been filtered out of tissue residue and/or noise, and at this time, it can be restored to the form of multi-frame data to prepare for subsequent imaging processing. As mentioned above, in order to distinguish it from the first matrixing process in step S230, the matrixing process in step S260 is called the second matrixing process, and the two are mutually inverse processes.
现在接着上一步骤的示例来描述,对于上一步骤得到的处理后的空时域信号矩阵
Figure PCTCN2020100627-appb-000006
对其列矢量进行与步骤S230相对应的矩阵化处理,可得到处理后的M帧K×L维数据,可以记为:
Now following the example of the previous step to describe, for the processed space-time domain signal matrix obtained in the previous step
Figure PCTCN2020100627-appb-000006
Perform matrix processing corresponding to step S230 on its column vector, and the processed M frames of K×L-dimensional data can be obtained, which can be recorded as:
Figure PCTCN2020100627-appb-000007
Figure PCTCN2020100627-appb-000007
基于得到的多帧处理后的数据,可以进行后续的成像处理。Based on the obtained multi-frame processed data, subsequent imaging processing can be performed.
在步骤S270,基于处理后的数据得到造影图像。In step S270, a contrast image is obtained based on the processed data.
在本申请的一个实施例中,基于处理后的数据得到造影图像,可以包括:对处理后的数据进行信号处理,得到灰阶图像数据;基于灰阶图像数据生成造影图像。示例性,该信号处理可以包括包络检测、动态范围控制、亮度补偿以及数字扫描变换(digital scan conversion,简称为DSC)等处理。在本申请的另一个实施例中,可以在得到灰阶图像数据后,对灰阶图像数据进行灰阶图谱映射和/或伪彩图谱映射,以得到造影图像。In an embodiment of the present application, obtaining an contrast image based on the processed data may include: performing signal processing on the processed data to obtain gray-scale image data; and generating an contrast image based on the gray-scale image data. Exemplarily, the signal processing may include envelope detection, dynamic range control, brightness compensation, and digital scan conversion (abbreviated as DSC) processing. In another embodiment of the present application, after the gray-scale image data is obtained, gray-scale atlas mapping and/or pseudo-color atlas mapping may be performed on the gray-scale image data to obtain a contrast image.
图3和图4分别示出了未采用根据本申请实施例的超声造影成像方法得到的造影图像的示例图以及采用根据本申请实施例的超声造影成像方法 得到的造影图像的示例图。通过图3和图4的对比可知,与未采用根据本申请实施例的超声造影成像方法得到的犬肝脏造影图像相比,采用根据本申请实施例的超声造影成像方法得到的犬肝脏造影图像的近场组织残留得到了显著的抑制,且在背景噪声不变的前提下达到了增强微泡信号的效果,从而说明了根据本申请实施例的超声造影成像方法能够同时提升造影图像的SNR和CTR。3 and 4 respectively show an example diagram of a contrast image obtained without using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application and an example diagram of a contrast image obtained by using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application. It can be seen from the comparison between FIG. 3 and FIG. 4 that, compared with the canine liver contrast image obtained without using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application, the canine liver contrast-enhanced image obtained by using the contrast-enhanced ultrasound imaging method according to the embodiment of the present application has The near-field tissue residue is significantly suppressed, and the effect of enhancing the microbubble signal is achieved under the premise of unchanged background noise, which shows that the contrast-enhanced ultrasound imaging method according to the embodiment of the present application can simultaneously improve the SNR and CTR of the contrast-enhanced image.
基于上面的描述,根据本申请实施例的超声造影成像方法200对包含微泡信号的超声回波数据进行奇异值分解滤波,在非频域对用于造影成像的数据进行处理,能够避免出现在频域处理时的频带重叠问题,实现进一步提高造影图像的信噪比和造影-组织残留比。Based on the above description, the contrast-enhanced ultrasound imaging method 200 according to the embodiment of the present application performs singular value decomposition filtering on the ultrasound echo data including microbubble signals, and processes the data for contrast-enhanced imaging in the non-frequency domain, which can avoid appearing in the The frequency band overlap problem in frequency domain processing can further improve the signal-to-noise ratio and the contrast-tissue residual ratio of angiography images.
以上示例性地示出了根据本申请一个实施例的超声造影成像方法。下面结合图5和图6描述本申请其他实施例的超声造影成像方法。The above exemplarily shows a contrast-enhanced ultrasound imaging method according to an embodiment of the present application. The contrast-enhanced ultrasound imaging methods of other embodiments of the present application will be described below with reference to FIG. 5 and FIG. 6 .
图5示出了根据本申请另一个实施例的超声造影成像方法500的示意性流程图。如图5所示,超声造影成像方法500包括如下步骤:FIG. 5 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method 500 according to another embodiment of the present application. As shown in FIG. 5 , the contrast-enhanced ultrasound imaging method 500 includes the following steps:
在步骤S510,基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,并基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同。In step S510, the ultrasonic probe is excited based on the plurality of ultrasonic pulses to transmit ultrasonic waves to the target medium containing the contrast agent, the echoes of the ultrasonic waves are received, and multiple sets of ultrasonic echo data are obtained based on the ultrasonic wave echoes; wherein, the amplitudes of the plurality of ultrasonic pulses are , at least one of phase and frequency are different.
在步骤S520,对多组超声回波数据进行造影微泡信号提取,得到待处理数据。In step S520, the contrast microbubble signal extraction is performed on the multiple sets of ultrasonic echo data to obtain data to be processed.
在步骤S530,对待处理数据进行奇异值分解,得到空域信号矩阵的奇异值分解结果。In step S530, singular value decomposition is performed on the data to be processed to obtain a singular value decomposition result of the spatial signal matrix.
在步骤S540,对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的数据。In step S540, thresholding is performed on the singular value decomposition result to filter out singular values corresponding to tissue residue and/or noise to obtain processed data.
在步骤S550,基于处理后的数据得到造影图像。In step S550, a contrast image is obtained based on the processed data.
根据本申请实施例的超声造影成像方法500与前文所述的根据本申请实施例的超声造影成像方法200大体上类似,不同之处在于,前文所述的根据本申请实施例的超声造影成像方法200是批量对待处理数据进行处理,而根据本申请实施例的超声造影成像方法500是逐帧对待处理数据进行处理。由于是逐帧处理,因此每次获取的待处理数据仅包含空域信息,不包含时域信息,无需将其进行前述的第一矩阵化处理和第二矩阵化处理,而 是直接对待处理数据进行奇异值分解和阈值化处理得到处理后的数据用于超声成像。也就是说,根据本申请实施例的超声造影成像方法200通过空时域奇异值分解滤波实现对造影图像SNR和CTR的提升,而根据本申请实施例的超声造影成像方法500通过空域奇异值分解滤波实现对造影图像SNR和CTR的提升。在其他实施例中,也可以采用其他奇异值分解滤波实现对造影图像SNR和CTR的提升。The contrast-enhanced ultrasound imaging method 500 according to the embodiment of the present application is substantially similar to the contrast-enhanced ultrasound imaging method 200 according to the embodiment of the present application described above, except that the contrast-enhanced ultrasound imaging method according to the embodiment of the present application described above 200 is to process the data to be processed in batches, while the contrast-enhanced ultrasound imaging method 500 according to the embodiment of the present application is to process the data to be processed frame by frame. Since it is processed frame by frame, the data to be processed each time only contains spatial domain information, not time domain information. It is not necessary to perform the aforementioned first matrix processing and second matrix processing, but to directly process the data to be processed. Singular value decomposition and thresholding are used to obtain processed data for ultrasound imaging. That is to say, the contrast-enhanced ultrasound imaging method 200 according to the embodiment of the present application realizes the improvement of the SNR and CTR of the contrast-enhanced image through spatial-temporal singular value decomposition filtering, while the contrast-enhanced ultrasound imaging method 500 according to the embodiment of the present application uses the spatial-domain singular value decomposition The filtering realizes the improvement of the SNR and CTR of the contrast image. In other embodiments, other singular value decomposition filters may also be used to improve the SNR and CTR of the contrast image.
图6示出了根据本申请再一个实施例的超声造影成像方法600的示意性流程图。如图6所示,超声造影成像方法600包括如下步骤:FIG. 6 shows a schematic flowchart of a contrast-enhanced ultrasound imaging method 600 according to still another embodiment of the present application. As shown in FIG. 6 , the contrast-enhanced ultrasound imaging method 600 includes the following steps:
在步骤S610,基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收超声波的回波,并基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同。In step S610, the ultrasonic probe is excited based on the plurality of ultrasonic pulses to transmit ultrasonic waves to the target medium containing the contrast agent, the echoes of the ultrasonic waves are received, and multiple sets of ultrasonic echo data are acquired based on the ultrasonic wave echoes; wherein, the amplitudes of the plurality of ultrasonic pulses are , at least one of phase and frequency are different.
在步骤S620,对多组超声回波数据进行造影微泡信号提取,得到待处理数据。In step S620, the contrast microbubble signal extraction is performed on the multiple sets of ultrasonic echo data to obtain data to be processed.
在步骤S630,对待处理数据进行奇异值分解滤波,得到处理后的数据。In step S630, singular value decomposition filtering is performed on the data to be processed to obtain processed data.
在步骤S640,基于处理后的数据得到造影图像。In step S640, a contrast image is obtained based on the processed data.
根据本申请实施例的超声造影成像方法600与前文所述的根据本申请实施例的超声造影成像方法200和500大体上类似,不同之处在于,根据本申请实施例的超声造影成像方法600中对待处理数据的奇异值分解滤波不限于空时域奇异值分解滤波和空域奇异值分解滤波,还可以是其他的奇异值分解滤波。相应地,前文所述的根据本申请实施例的超声造影成像方法200和500可以作为根据本申请实施例的超声造影成像方法600的其中的两种实现方式。The contrast-enhanced ultrasound imaging method 600 according to the embodiment of the present application is substantially similar to the contrast-enhanced ultrasound imaging methods 200 and 500 described above according to the embodiment of the present application, and the difference is that in the contrast-enhanced ultrasound imaging method 600 according to the embodiment of the present application The singular value decomposition filtering of the data to be processed is not limited to the spatial time domain singular value decomposition filtering and the spatial domain singular value decomposition filtering, but can also be other singular value decomposition filtering. Correspondingly, the aforementioned contrast-enhanced ultrasound imaging methods 200 and 500 according to the embodiments of the present application can be used as two implementation manners of the contrast-enhanced ultrasound imaging method 600 according to the embodiments of the present application.
在本申请的一个实施例中,步骤S630中对待处理数据进行奇异值分解滤波,得到处理后的数据,可以包括:对待处理数据进行第一矩阵化处理,得到空时域信号矩阵;对空时域信号矩阵进行奇异值分解,得到奇异值分解结果;对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的空时域信号矩阵;对处理后的空时域信号矩阵进行第二矩阵化处理,得到处理后的数据,第二矩阵化处理与第一矩阵化处理互为逆过程。In an embodiment of the present application, performing singular value decomposition filtering on the data to be processed in step S630 to obtain processed data may include: performing a first matrixing process on the data to be processed to obtain a space-time domain signal matrix; Domain signal matrix is subjected to singular value decomposition to obtain singular value decomposition results; thresholding is performed on the singular value decomposition results to filter out singular values corresponding to tissue residue and/or noise, and the processed space-time domain signal matrix is obtained; The processed space-time domain signal matrix is subjected to a second matrixing process to obtain processed data. The second matrixing process and the first matrixing process are mutually inverse processes.
在本申请的另一个实施例中,步骤S630中对待处理数据进行奇异值 分解滤波,得到处理后的数据,可以包括:对待处理数据进行奇异值分解,得到空域信号矩阵的奇异值分解结果;对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的数据。In another embodiment of the present application, performing singular value decomposition filtering on the data to be processed in step S630 to obtain processed data may include: performing singular value decomposition on the data to be processed to obtain a singular value decomposition result of the spatial signal matrix; Thresholding is performed on the singular value decomposition result to filter out singular values corresponding to tissue residues and/or noise to obtain processed data.
基于上面的描述,根据本申请实施例的超声造影成像方法500和600对包含微泡信号的超声回波数据进行奇异值分解滤波,在非频域对用于造影成像的数据进行处理,能够避免出现在频域处理时的频带重叠问题,实现进一步提高造影图像的信噪比和造影-组织残留比。Based on the above description, the ultrasound contrast imaging methods 500 and 600 according to the embodiments of the present application perform singular value decomposition filtering on the ultrasound echo data including microbubble signals, and process the data for contrast imaging in the non-frequency domain, which can avoid The frequency band overlap problem in frequency domain processing can further improve the signal-to-noise ratio and the contrast-tissue residual ratio of angiography images.
下面结合图7和图8描述根据申请另一方面提供的超声成像装置。图7示出了根据本申请一个实施例的超声成像装置700的示意性框图。如图7所示,超声成像装置700可以包括发射/接收序列控制器710、超声探头720、处理器730和显示器740。超声成像装置700可以用于实现前文所述的根据本申请实施例的超声造影成像方法200、500和600。本领域技术人员可以结合前文描述理解超声成像装置700中各部件的具体操作,为了简洁,此处仅简要描述主要的操作。The ultrasound imaging device provided according to another aspect of the application is described below with reference to FIG. 7 and FIG. 8 . FIG. 7 shows a schematic block diagram of an ultrasound imaging apparatus 700 according to an embodiment of the present application. As shown in FIG. 7 , the ultrasound imaging apparatus 700 may include a transmit/receive sequence controller 710 , an ultrasound probe 720 , a processor 730 and a display 740 . The ultrasound imaging apparatus 700 may be used to implement the aforementioned contrast-enhanced ultrasound imaging methods 200 , 500 and 600 according to the embodiments of the present application. Those skilled in the art can understand the specific operations of each component in the ultrasonic imaging apparatus 700 in combination with the foregoing description. For the sake of brevity, only the main operations are briefly described here.
在本申请的实施例中,当超声成像装置700用于实现根据本申请实施例的超声造影成像方法200时,发射/接收序列控制器710用于:基于多个超声脉冲激励超声探头720向包含造影剂的目标介质发射超声波,接收超声波的回波,基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同;处理器730用于:对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行第一矩阵化处理,得到空时域信号矩阵;对空时域信号矩阵进行奇异值分解,得到奇异值分解结果;对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的空时域信号矩阵;对处理后的空时域信号矩阵进行第二矩阵化处理,得到处理后的数据,第二矩阵化处理与第一矩阵化处理互为逆过程;基于处理后的数据得到造影图像;显示器740用于:显示造影图像。In the embodiment of the present application, when the ultrasound imaging apparatus 700 is used to implement the contrast-enhanced ultrasound imaging method 200 according to the embodiment of the present application, the transmit/receive sequence controller 710 is configured to: excite the ultrasound probe 720 based on a plurality of ultrasound pulses to include The target medium of the contrast agent transmits ultrasonic waves, receives ultrasonic echoes, and obtains multiple sets of ultrasonic echo data based on the ultrasonic echoes; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor 730 is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform the first matrix processing on the data to be processed to obtain the space-time signal matrix; perform singular value decomposition on the space-time signal matrix to obtain the singular value Value decomposition results; thresholding the singular value decomposition results to filter out singular values corresponding to tissue residue and/or noise to obtain the processed space-time domain signal matrix; Two matrixing processes are performed to obtain processed data, and the second matrixing process and the first matrixing process are mutually inverse processes; an contrast image is obtained based on the processed data; the display 740 is used for: displaying the contrast image.
在本申请的实施例中,当超声成像装置700用于实现根据本申请实施例的超声造影成像方法500时,发射/接收序列控制器710用于:基于多个超声脉冲激励超声探头720向包含造影剂的目标介质发射超声波,接收超声波的回波,基于超声波的回波获取多组超声回波数据;其中,多个超声 脉冲的幅度、相位和频率中的至少一个不同;处理器730用于:对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行奇异值分解,得到空域信号矩阵的奇异值分解结果;对奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的数据;基于处理后的数据得到造影图像;显示器740用于:显示造影图像。In the embodiment of the present application, when the ultrasound imaging apparatus 700 is used to implement the contrast-enhanced ultrasound imaging method 500 according to the embodiment of the present application, the transmit/receive sequence controller 710 is configured to: excite the ultrasound probe 720 based on a plurality of ultrasound pulses to include The target medium of the contrast agent transmits ultrasonic waves, receives ultrasonic echoes, and obtains multiple sets of ultrasonic echo data based on the ultrasonic echoes; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor 730 is used for : Extract the contrast microbubble signal from multiple sets of ultrasonic echo data to obtain the data to be processed; perform singular value decomposition on the data to be processed to obtain the singular value decomposition result of the spatial signal matrix; perform thresholding processing on the singular value decomposition result to filter The singular value corresponding to the tissue residue and/or noise is divided to obtain processed data; an contrast image is obtained based on the processed data; the display 740 is used for: displaying the contrast image.
在本申请的实施例中,当超声成像装置700用于实现根据本申请实施例的超声造影成像方法600时,发射/接收序列控制器710用于:基于多个超声脉冲激励超声探头720向包含造影剂的目标介质发射超声波,接收超声波的回波,基于超声波的回波获取多组超声回波数据;其中,多个超声脉冲的幅度、相位和频率中的至少一个不同;处理器730用于:对多组超声回波数据进行造影微泡信号提取,得到待处理数据;对待处理数据进行奇异值分解滤波,得到处理后的数据;基于处理后的数据得到造影图像;显示器740用于:显示造影图像。In the embodiment of the present application, when the ultrasound imaging apparatus 700 is used to implement the contrast-enhanced ultrasound imaging method 600 according to the embodiment of the present application, the transmit/receive sequence controller 710 is configured to: excite the ultrasound probe 720 based on a plurality of ultrasound pulses to include The target medium of the contrast agent transmits ultrasonic waves, receives ultrasonic echoes, and obtains multiple sets of ultrasonic echo data based on the ultrasonic echoes; wherein, at least one of the amplitudes, phases and frequencies of the plurality of ultrasonic pulses is different; the processor 730 is used for : perform contrast microbubble signal extraction on multiple sets of ultrasonic echo data to obtain data to be processed; perform singular value decomposition filtering on the data to be processed to obtain processed data; obtain contrast images based on the processed data; the display 740 is used for: displaying Contrast image.
在本申请的实施例中,处理器730对奇异值分解结果进行阈值化处理,可以包括:确定奇异值分解结果中的所有奇异值是否在预设阈值范围内;滤除不在预设阈值范围内的奇异值以及对应的奇异矢量,并对所有剩余奇异值以及对应的奇异矢量进行重建,得到处理后的空时域信号矩阵;其中预设阈值范围的边界值分别为第一阈值和第二阈值,第一阈值小于第二阈值,第一阈值基于噪声对应的奇异值而设置,第二阈值基于组织残留对应的奇异值而设置。In the embodiment of the present application, the processor 730 performs thresholding processing on the singular value decomposition result, which may include: determining whether all singular values in the singular value decomposition result are within a preset threshold range; The singular values and corresponding singular vectors of , and all remaining singular values and corresponding singular vectors are reconstructed to obtain the processed space-time domain signal matrix; the boundary values of the preset threshold range are the first threshold and the second threshold respectively. , the first threshold is smaller than the second threshold, the first threshold is set based on the singular value corresponding to the noise, and the second threshold is set based on the singular value corresponding to the tissue residue.
在本申请的实施例中,在对待处理数据进行第一矩阵化处理时,处理器730每次可以获取相同帧数的待处理数据进行第一矩阵化处理。In the embodiment of the present application, when performing the first matrixing processing on the data to be processed, the processor 730 may obtain the same number of frames of data to be processed each time to perform the first matrixing processing.
在本申请的实施例中,在对待处理数据进行第一矩阵化处理时,处理器730相邻两次获取的待处理数据可以包括部分相同的数据。In this embodiment of the present application, when the data to be processed is subjected to the first matrixing process, the data to be processed acquired twice adjacently by the processor 730 may include some of the same data.
在本申请的实施例中,在对待处理数据进行第一矩阵化处理时,处理器730相邻两次获取的待处理数据不包括相同的数据。In the embodiment of the present application, when the data to be processed is subjected to the first matrixing process, the data to be processed acquired twice adjacently by the processor 730 do not include the same data.
在本申请的实施例中,超声回波数据可以包括以下中的任一项:波束合成前通道数据、波束合成后数据、解调前数据、解调后数据。In the embodiment of the present application, the ultrasonic echo data may include any one of the following: channel data before beamforming, data after beamforming, data before demodulation, and data after demodulation.
在本申请的实施例中,处理器730基于处理后的数据得到造影图像,可以包括:对处理后的数据进行信号处理,得到灰阶图像数据;基于灰阶 图像数据生成造影图像。In the embodiment of the present application, the processor 730 obtains a contrast image based on the processed data, which may include: performing signal processing on the processed data to obtain gray-scale image data; and generating an contrast image based on the gray-scale image data.
在本申请的实施例中,处理器730基于处理后的数据得到造影图像,还可以包括:在得到灰阶图像数据后,对灰阶图像数据进行灰阶图谱映射和/或伪彩图谱映射,以得到造影图像。In the embodiment of the present application, the processor 730 obtains the contrast image based on the processed data, and may further include: after obtaining the gray-scale image data, performing gray-scale atlas mapping and/or pseudo-color atlas mapping on the gray-scale image data, to obtain contrast images.
在本申请的实施例中,信号处理可以包括但不限于包络检测、动态范围控制、亮度补偿以及数字扫描变换等。In the embodiments of the present application, the signal processing may include, but is not limited to, envelope detection, dynamic range control, brightness compensation, digital scan conversion, and the like.
基于上面的描述,根据本申请实施例的超声成像装置对包含微泡信号的超声回波数据进行奇异值分解滤波,在非频域对用于造影成像的数据进行处理,能够避免出现在频域处理时的频带重叠问题,实现进一步提高造影图像的信噪比和造影-组织残留比。Based on the above description, the ultrasonic imaging apparatus according to the embodiment of the present application performs singular value decomposition filtering on ultrasonic echo data containing microbubble signals, and processes the data for contrast imaging in the non-frequency domain, which can avoid appearing in the frequency domain. The problem of frequency band overlap during processing can further improve the signal-to-noise ratio and the contrast-tissue residual ratio of angiography images.
图8示出了根据本申请另一个实施例的超声成像装置800的示意性框图。超声成像装置800包括存储器810以及处理器820。FIG. 8 shows a schematic block diagram of an ultrasound imaging apparatus 800 according to another embodiment of the present application. The ultrasound imaging apparatus 800 includes a memory 810 and a processor 820 .
其中,存储器810存储用于实现根据本申请实施例的超声造影成像方法200、500和600中的相应步骤的程序。处理器820用于运行存储器810中存储的程序,以执行根据本申请实施例的超声造影成像方法200、500和600的相应步骤。The memory 810 stores programs for implementing corresponding steps in the contrast-enhanced ultrasound imaging methods 200 , 500 and 600 according to the embodiments of the present application. The processor 820 is configured to run the program stored in the memory 810 to execute the corresponding steps of the contrast-enhanced ultrasound imaging methods 200 , 500 and 600 according to the embodiments of the present application.
此外,根据本申请实施例,还提供了一种存储介质,在存储介质上存储了程序指令,在程序指令被计算机或处理器运行时用于执行本申请实施例的超声造影成像方法的相应步骤。存储介质例如可以包括智能电话的存储卡、平板电脑的存储部件、个人计算机的硬盘、只读存储器(ROM)、可擦除可编程只读存储器(EPROM)、便携式紧致盘只读存储器(CD-ROM)、USB存储器、或者上述存储介质的任意组合。计算机可读存储介质可以是一个或多个计算机可读存储介质的任意组合。In addition, according to the embodiments of the present application, a storage medium is also provided, and program instructions are stored on the storage medium, and when the program instructions are run by a computer or a processor, the program instructions are used to execute the corresponding steps of the contrast-enhanced ultrasound imaging method of the embodiments of the present application . The storage medium may include, for example, a memory card for a smartphone, a storage unit for a tablet computer, a hard disk for a personal computer, a read only memory (ROM), an erasable programmable read only memory (EPROM), a portable compact disk read only memory (CD). - ROM), USB memory, or any combination of the above storage media. A computer-readable storage medium can be any combination of one or more computer-readable storage media.
此外,根据本申请实施例,还提供了一种计算机程序,该计算机程序可以存储在云端或本地的存储介质上。在该计算机程序被计算机或处理器运行时用于执行本申请实施例的超声造影成像方法的相应步骤。In addition, according to the embodiments of the present application, a computer program is also provided, and the computer program can be stored in the cloud or on a local storage medium. When the computer program is run by a computer or a processor, it is used to execute the corresponding steps of the contrast-enhanced ultrasound imaging method of the embodiments of the present application.
基于上面的描述,根据本申请实施例的超声造影成像方法、超声成像装置和存储介质对包含微泡信号的超声回波数据进行奇异值分解滤波,在非频域对用于造影成像的数据进行处理,能够避免出现在频域处理时的频带重叠问题,实现进一步提高造影图像的信噪比和造影-组织残留比。Based on the above description, the ultrasound contrast imaging method, the ultrasound imaging device, and the storage medium according to the embodiments of the present application perform singular value decomposition filtering on the ultrasound echo data including the microbubble signal, and perform the singular value decomposition filtering on the data for contrast imaging in the non-frequency domain. The processing can avoid the frequency band overlap problem in the frequency domain processing, and further improve the signal-to-noise ratio and the contrast-tissue residual ratio of the contrast image.
尽管这里已经参考附图描述了示例实施例,应理解上述示例实施例仅仅是示例性的,并且不意图将本申请的范围限制于此。本领域普通技术人员可以在其中进行各种改变和修改,而不偏离本申请的范围和精神。所有这些改变和修改意在被包括在所附权利要求所要求的本申请的范围之内。Although example embodiments have been described herein with reference to the accompanying drawings, it should be understood that the above-described example embodiments are exemplary only, and are not intended to limit the scope of the application thereto. Various changes and modifications may be made therein by those of ordinary skill in the art without departing from the scope and spirit of the present application. All such changes and modifications are intended to be included within the scope of this application as claimed in the appended claims.
本领域普通技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、或者计算机软件和电子硬件的结合来实现。这些功能究竟以硬件还是软件方式来执行,取决于技术方案的特定应用和设计约束条件。专业技术人员可以对每个特定的应用来使用不同方法来实现所描述的功能,但是这种实现不应认为超出本申请的范围。Those of ordinary skill in the art can realize that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Skilled artisans may implement the described functionality using different methods for each particular application, but such implementations should not be considered beyond the scope of this application.
在本申请所提供的几个实施例中,应该理解到,所揭露的装置和方法,可以通过其他的方式实现。例如,以上所描述的装置实施例仅仅是示意性的,例如,单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个装置,或一些特征可以忽略,或不执行。In the several embodiments provided in this application, it should be understood that the disclosed apparatus and method may be implemented in other manners. For example, the apparatus embodiments described above are only illustrative. For example, the division of units is only a logical function division. In actual implementation, there may be other division methods, for example, multiple units or components may be combined or integrated. To another device, or some features can be ignored, or not implemented.
在此处所提供的说明书中,说明了大量具体细节。然而,能够理解,本申请的实施例可以在没有这些具体细节的情况下实践。在一些实例中,并未详细示出公知的方法、结构和技术,以便不模糊对本说明书的理解。In the description provided herein, numerous specific details are set forth. It will be understood, however, that the embodiments of the present application may be practiced without these specific details. In some instances, well-known methods, structures and techniques have not been shown in detail in order not to obscure an understanding of this description.
类似地,应当理解,为了精简本申请并帮助理解各个发明方面中的一个或多个,在对本申请的示例性实施例的描述中,本申请的各个特征有时被一起分组到单个实施例、图、或者对其的描述中。然而,并不应将该本申请的方法解释成反映如下意图:即所要求保护的本申请要求比在每个权利要求中所明确记载的特征更多的特征。更确切地说,如相应的权利要求书所反映的那样,其发明点在于可以用少于某个公开的单个实施例的所有特征的特征来解决相应的技术问题。因此,遵循具体实施方式的权利要求书由此明确地并入该具体实施方式,其中每个权利要求本身都作为本申请的单独实施例。Similarly, it is to be understood that in the description of the exemplary embodiments of the present application, various features of the present application are sometimes grouped together into a single embodiment, FIG. , or in its description. However, this method of application should not be construed as reflecting an intention that the claimed application requires more features than are expressly recited in each claim. Rather, as the corresponding claims reflect, the invention lies in the fact that the corresponding technical problem may be solved with less than all features of a single disclosed embodiment. Thus, the claims following the Detailed Description are hereby expressly incorporated into this Detailed Description, with each claim standing on its own as a separate embodiment of this application.
本领域的技术人员可以理解,除了特征之间相互排斥之外,可以采用任何组合对本说明书(包括伴随的权利要求、摘要和附图)中公开的所有特征以及如此公开的任何方法或者装置的所有过程或单元进行组合。除非 另外明确陈述,本说明书(包括伴随的权利要求、摘要和附图)中公开的每个特征可以由提供相同、等同或相似目的的替代特征来代替。It will be understood by those skilled in the art that all features disclosed in this specification (including accompanying claims, abstract and drawings) and all features of any method or apparatus so disclosed may be used in any combination, except that the features are mutually exclusive. Processes or units are combined. Each feature disclosed in this specification (including accompanying claims, abstract and drawings) may be replaced by alternative features serving the same, equivalent or similar purpose, unless expressly stated otherwise.
此外,本领域的技术人员能够理解,尽管在此的一些实施例包括其他实施例中所包括的某些特征而不是其他特征,但是不同实施例的特征的组合意味着处于本申请的范围之内并且形成不同的实施例。例如,在权利要求书中,所要求保护的实施例的任意之一都可以以任意的组合方式来使用。Furthermore, those skilled in the art will appreciate that although some of the embodiments herein include certain features, but not others, included in other embodiments, that combinations of features of the different embodiments are intended to be within the scope of the present application And form different embodiments. For example, in the claims, any of the claimed embodiments may be used in any combination.
本申请的各个部件实施例可以以硬件实现,或者以在一个或者多个处理器上运行的软件模块实现,或者以它们的组合实现。本领域的技术人员应当理解,可以在实践中使用微处理器或者数字信号处理器(DSP)来实现根据本申请实施例的一些模块的一些或者全部功能。本申请还可以实现为用于执行这里所描述的方法的一部分或者全部的装置程序(例如,计算机程序和计算机程序产品)。这样的实现本申请的程序可以存储在计算机可读介质上,或者可以具有一个或者多个信号的形式。这样的信号可以从因特网网站上下载得到,或者在载体信号上提供,或者以任何其他形式提供。Various component embodiments of the present application may be implemented in hardware, or in software modules running on one or more processors, or in a combination thereof. Those skilled in the art should understand that a microprocessor or a digital signal processor (DSP) may be used in practice to implement some or all functions of some modules according to the embodiments of the present application. The present application can also be implemented as a program of apparatus (eg, computer programs and computer program products) for performing part or all of the methods described herein. Such a program implementing the present application may be stored on a computer-readable medium, or may be in the form of one or more signals. Such signals may be downloaded from Internet sites, or provided on carrier signals, or in any other form.
应该注意的是上述实施例对本申请进行说明而不是对本申请进行限制,并且本领域技术人员在不脱离所附权利要求的范围的情况下可设计出替换实施例。在权利要求中,不应将位于括号之间的任何参考符号构造成对权利要求的限制。本申请可以借助于包括有若干不同元件的硬件以及借助于适当编程的计算机来实现。在列举了若干装置的单元权利要求中,这些装置中的若干个可以是通过同一个硬件项来具体体现。单词第一、第二、以及第三等的使用不表示任何顺序。可将这些单词解释为名称。It should be noted that the above-described embodiments illustrate rather than limit the application, and alternative embodiments may be devised by those skilled in the art without departing from the scope of the appended claims. In the claims, any reference signs placed between parentheses shall not be construed as limiting the claim. The application can be implemented by means of hardware comprising several different elements and by means of a suitably programmed computer. In a unit claim enumerating several means, several of these means may be embodied by one and the same item of hardware. The use of the words first, second, and third, etc. do not denote any order. These words can be interpreted as names.
以上,仅为本申请的具体实施方式或对具体实施方式的说明,本申请的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本申请揭露的技术范围内,可轻易想到变化或替换,都应涵盖在本申请的保护范围之内。本申请的保护范围应以权利要求的保护范围为准。The above are only specific embodiments of the present application or descriptions of the specific embodiments, and the protection scope of the present application is not limited thereto. Or replacement should be covered within the protection scope of this application. The protection scope of the present application shall be subject to the protection scope of the claims.

Claims (25)

  1. 一种超声造影成像方法,其特征在于,所述方法包括:A contrast-enhanced ultrasound imaging method, characterized in that the method comprises:
    基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收所述超声波的回波,并基于所述超声波的回波获取多组超声回波数据;其中,所述多个超声脉冲的幅度、相位和频率中的至少一个不同;Based on a plurality of ultrasonic pulses, the ultrasonic probe is excited to transmit ultrasonic waves to the target medium containing the contrast agent, the echoes of the ultrasonic waves are received, and multiple sets of ultrasonic echo data are acquired based on the echoes of the ultrasonic waves; wherein, the plurality of ultrasonic pulses are different in at least one of amplitude, phase and frequency;
    对所述多组超声回波数据进行造影微泡信号提取,得到待处理数据;extracting contrast microbubble signals on the multiple sets of ultrasonic echo data to obtain data to be processed;
    对所述待处理数据进行第一矩阵化处理,得到空时域信号矩阵;performing a first matrixing process on the to-be-processed data to obtain a space-time domain signal matrix;
    对所述空时域信号矩阵进行奇异值分解,得到奇异值分解结果;Perform singular value decomposition on the space-time domain signal matrix to obtain a singular value decomposition result;
    对所述奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的空时域信号矩阵;Thresholding the singular value decomposition result to filter out singular values corresponding to tissue residue and/or noise to obtain a processed space-time signal matrix;
    对所述处理后的空时域信号矩阵进行第二矩阵化处理,得到处理后的数据,所述第二矩阵化处理与所述第一矩阵化处理互为逆过程;performing a second matrixing process on the processed space-time domain signal matrix to obtain processed data, where the second matrixing process and the first matrixing process are mutually inverse processes;
    基于所述处理后的数据得到造影图像。A contrast image is obtained based on the processed data.
  2. 根据权利要求1所述的方法,其特征在于,所述对所述奇异值分解结果进行阈值化处理,包括:The method according to claim 1, wherein the performing thresholding processing on the singular value decomposition result comprises:
    确定所述奇异值分解结果中的所有奇异值是否在预设阈值范围内;determining whether all singular values in the singular value decomposition result are within a preset threshold range;
    滤除不在所述预设阈值范围内的奇异值以及对应的奇异矢量,并对所有剩余奇异值以及对应的奇异矢量进行重建,得到所述处理后的空时域信号矩阵;Filtering out singular values and corresponding singular vectors that are not within the preset threshold range, and reconstructing all remaining singular values and corresponding singular vectors to obtain the processed space-time domain signal matrix;
    其中所述预设阈值范围的边界值分别为第一阈值和第二阈值,所述第一阈值小于所述第二阈值,所述第一阈值基于噪声对应的奇异值而设置,所述第二阈值基于组织残留对应的奇异值而设置。The boundary values of the preset threshold range are respectively a first threshold value and a second threshold value, the first threshold value is smaller than the second threshold value, the first threshold value is set based on the singular value corresponding to the noise, and the second threshold value is set based on the singular value corresponding to the noise. The threshold is set based on the singular value corresponding to the tissue residue.
  3. 根据权利要求1或2所述的方法,其特征在于,在对所述待处理数据进行第一矩阵化处理时,每次获取相同帧数的所述待处理数据进行所述第一矩阵化处理。The method according to claim 1 or 2, wherein when performing the first matrixing process on the data to be processed, the data to be processed of the same frame number is acquired each time to perform the first matrixing process .
  4. 根据权利要求3所述的方法,其特征在于,在对所述待处理数据进行第一矩阵化处理时,相邻两次获取的所述待处理数据包括部分相同的数据。The method according to claim 3, characterized in that, when performing the first matrixing process on the data to be processed, the data to be processed obtained twice adjacently include part of the same data.
  5. 根据权利要求3所述的方法,其特征在于,在对所述待处理数据进行第一矩阵化处理时,相邻两次获取的所述待处理数据不包括相同的数 据。The method according to claim 3, wherein when performing the first matrixing process on the data to be processed, the data to be processed obtained twice adjacently do not include the same data.
  6. 根据权利要求1-5中的任一项所述的方法,其特征在于,所述超声回波数据包括以下中的任一项:波束合成前通道数据、波束合成后数据、解调前数据、解调后数据。The method according to any one of claims 1-5, wherein the ultrasonic echo data comprises any one of the following: channel data before beamforming, data after beamforming, data before demodulation, data after demodulation.
  7. 根据权利要求1-6中的任一项所述的方法,其特征在于,所述基于所述处理后的数据进行超声造影成像,包括:The method according to any one of claims 1-6, wherein the performing contrast-enhanced ultrasound imaging based on the processed data comprises:
    对所述处理后的数据进行信号处理,得到灰阶图像数据;performing signal processing on the processed data to obtain gray-scale image data;
    基于所述灰阶图像数据生成造影图像。A contrast image is generated based on the grayscale image data.
  8. 根据权利要求7所述的方法,其特征在于,所述方法还包括:The method according to claim 7, wherein the method further comprises:
    在得到所述灰阶图像数据后,对所述灰阶图像数据进行灰阶图谱映射和/或伪彩图谱映射,以得到造影图像。After the gray-scale image data is obtained, gray-scale atlas mapping and/or pseudo-color atlas mapping is performed on the gray-scale image data to obtain a contrast image.
  9. 根据权利要求7或8所述的方法,其特征在于,所述信号处理包括包络检测、动态范围控制、亮度补偿以及数字扫描变换。The method according to claim 7 or 8, wherein the signal processing includes envelope detection, dynamic range control, brightness compensation and digital scan conversion.
  10. 一种超声造影成像方法,其特征在于,所述方法包括:A contrast-enhanced ultrasound imaging method, characterized in that the method comprises:
    基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收所述超声波的回波,并基于所述超声波的回波获取多组超声回波数据;其中,所述多个超声脉冲的幅度、相位和频率中的至少一个不同;Based on a plurality of ultrasonic pulses, the ultrasonic probe is excited to emit ultrasonic waves to the target medium containing the contrast agent, the echoes of the ultrasonic waves are received, and multiple sets of ultrasonic echo data are acquired based on the echoes of the ultrasonic waves; wherein, the plurality of ultrasonic pulses are different in at least one of amplitude, phase and frequency;
    对所述多组超声回波数据进行造影微泡信号提取,得到待处理数据;extracting contrast microbubble signals on the multiple sets of ultrasonic echo data to obtain data to be processed;
    对所述待处理数据进行奇异值分解,得到空域信号矩阵的奇异值分解结果;Perform singular value decomposition on the data to be processed to obtain the singular value decomposition result of the spatial signal matrix;
    对所述奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的数据;Thresholding the singular value decomposition result to filter out singular values corresponding to tissue residue and/or noise to obtain processed data;
    基于所述处理后的数据得到造影图像。A contrast image is obtained based on the processed data.
  11. 根据权利要求10所述的方法,其特征在于,所述对所述奇异值分解结果进行阈值化处理,包括:The method according to claim 10, wherein the performing thresholding processing on the singular value decomposition result comprises:
    确定所述奇异值分解结果中的所有奇异值是否在预设阈值范围内;determining whether all singular values in the singular value decomposition result are within a preset threshold range;
    滤除不在所述预设阈值范围内的奇异值以及对应的奇异矢量,并对所有剩余奇异值以及对应的奇异矢量进行重建,得到所述处理后的数据;Filtering out singular values and corresponding singular vectors that are not within the preset threshold range, and reconstructing all remaining singular values and corresponding singular vectors to obtain the processed data;
    其中所述预设阈值范围的边界值分别为第一阈值和第二阈值,所述第一阈值小于所述第二阈值,所述第一阈值基于噪声对应的奇异值而设置, 所述第二阈值基于组织残留对应的奇异值而设置。The boundary values of the preset threshold range are respectively a first threshold value and a second threshold value, the first threshold value is smaller than the second threshold value, the first threshold value is set based on the singular value corresponding to the noise, and the second threshold value is The threshold is set based on the singular value corresponding to the tissue residue.
  12. 一种超声造影成像方法,其特征在于,所述方法包括:A contrast-enhanced ultrasound imaging method, characterized in that the method comprises:
    基于多个超声脉冲激励超声探头向包含造影剂的目标介质发射超声波,接收所述超声波的回波,并基于所述超声波的回波获取多组超声回波数据;其中,所述多个超声脉冲的幅度、相位和频率中的至少一个不同;Based on a plurality of ultrasonic pulses, the ultrasonic probe is excited to emit ultrasonic waves to the target medium containing the contrast agent, the echoes of the ultrasonic waves are received, and multiple sets of ultrasonic echo data are acquired based on the echoes of the ultrasonic waves; wherein, the plurality of ultrasonic pulses are different in at least one of amplitude, phase and frequency;
    对所述多组超声回波数据进行造影微泡信号提取,得到待处理数据;extracting contrast microbubble signals on the multiple sets of ultrasonic echo data to obtain data to be processed;
    对所述待处理数据进行奇异值分解滤波,得到处理后的数据;Perform singular value decomposition filtering on the data to be processed to obtain processed data;
    基于所述处理后的数据得到造影图像。A contrast image is obtained based on the processed data.
  13. 一种超声成像装置,其特征在于,所述装置包括超声探头、发射/接收序列控制器、处理器和显示器,其中:An ultrasonic imaging device, characterized in that the device comprises an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein:
    所述发射/接收序列控制器用于:The transmit/receive sequence controller is used to:
    基于多个超声脉冲激励所述超声探头向包含造影剂的目标介质发射超声波,接收所述超声波的回波,基于所述超声波的回波获取多组超声回波数据;其中,所述多个超声脉冲的幅度、相位和频率中的至少一个不同;Excite the ultrasonic probe based on a plurality of ultrasonic pulses to transmit ultrasonic waves to a target medium containing a contrast agent, receive echoes of the ultrasonic waves, and obtain multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein the plurality of ultrasonic waves at least one of the amplitude, phase and frequency of the pulses is different;
    所述处理器用于:The processor is used to:
    对所述多组超声回波数据进行造影微泡信号提取,得到待处理数据;extracting contrast microbubble signals on the multiple sets of ultrasonic echo data to obtain data to be processed;
    对所述待处理数据进行第一矩阵化处理,得到空时域信号矩阵;performing a first matrixing process on the to-be-processed data to obtain a space-time domain signal matrix;
    对所述空时域信号矩阵进行奇异值分解,得到奇异值分解结果;Perform singular value decomposition on the space-time domain signal matrix to obtain a singular value decomposition result;
    对所述奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的空时域信号矩阵;Thresholding the singular value decomposition result to filter out singular values corresponding to tissue residue and/or noise to obtain a processed space-time signal matrix;
    对所述处理后的空时域信号矩阵进行第二矩阵化处理,得到处理后的数据,所述第二矩阵化处理与所述第一矩阵化处理互为逆过程;performing a second matrixing process on the processed space-time domain signal matrix to obtain processed data, where the second matrixing process and the first matrixing process are mutually inverse processes;
    基于所述处理后的数据得到造影图像;obtaining a contrast image based on the processed data;
    所述显示器用于:显示所述造影图像。The display is used to: display the contrast image.
  14. 根据权利要求13所述的装置,其特征在于,所述处理器对所述奇异值分解结果进行阈值化处理,包括:The apparatus according to claim 13, wherein the processor performs thresholding processing on the singular value decomposition result, comprising:
    确定所述奇异值分解结果中的所有奇异值是否在预设阈值范围内;determining whether all singular values in the singular value decomposition result are within a preset threshold range;
    滤除不在所述预设阈值范围内的奇异值以及对应的奇异矢量,并对所有剩余奇异值以及对应的奇异矢量进行重建,得到所述处理后的空时域信号矩阵;Filtering out singular values and corresponding singular vectors that are not within the preset threshold range, and reconstructing all remaining singular values and corresponding singular vectors to obtain the processed space-time domain signal matrix;
    其中所述预设阈值范围的边界值分别为第一阈值和第二阈值,所述第一阈值小于所述第二阈值,所述第一阈值基于噪声对应的奇异值而设置,所述第二阈值基于组织残留对应的奇异值而设置。The boundary values of the preset threshold range are respectively a first threshold value and a second threshold value, the first threshold value is smaller than the second threshold value, the first threshold value is set based on the singular value corresponding to the noise, and the second threshold value is set based on the singular value corresponding to the noise. The threshold is set based on the singular value corresponding to the tissue residue.
  15. 根据权利要求13或14所述的装置,其特征在于,在对所述待处理数据进行第一矩阵化处理时,所述处理器每次获取相同帧数的所述待处理数据进行所述第一矩阵化处理。The device according to claim 13 or 14, wherein when performing the first matrixing process on the data to be processed, the processor obtains the data to be processed with the same frame number each time and performs the first matrix process on the data to be processed. A matrix processing.
  16. 根据权利要求15所述的装置,其特征在于,在对所述待处理数据进行第一矩阵化处理时,所述处理器相邻两次获取的所述待处理数据包括部分相同的数据。The apparatus according to claim 15, wherein when performing the first matrixing process on the to-be-processed data, the to-be-processed data acquired by the processor twice adjacently include part of the same data.
  17. 根据权利要求15所述的装置,其特征在于,在对所述待处理数据进行第一矩阵化处理时,所述处理器相邻两次获取的所述待处理数据不包括相同的数据。The apparatus according to claim 15, wherein when performing the first matrixing process on the data to be processed, the data to be processed obtained twice adjacently by the processor do not include the same data.
  18. 根据权利要求13-17中的任一项所述的装置,其特征在于,所述超声回波数据包括以下中的任一项:波束合成前通道数据、波束合成后数据、解调前数据、解调后数据。The device according to any one of claims 13-17, wherein the ultrasonic echo data comprises any one of the following: channel data before beamforming, data after beamforming, data before demodulation, data after demodulation.
  19. 根据权利要求14-18中的任一项所述的装置,其特征在于,所述处理器基于所述处理后的数据进行超声造影成像,包括:The apparatus according to any one of claims 14-18, wherein the processor performs contrast-enhanced ultrasound imaging based on the processed data, comprising:
    对所述处理后的数据进行信号处理,得到灰阶图像数据;performing signal processing on the processed data to obtain gray-scale image data;
    基于所述灰阶图像数据生成造影图像。A contrast image is generated based on the grayscale image data.
  20. 根据权利要求19所述的装置,其特征在于,所述处理器基于所述处理后的数据进行超声造影成像,还包括:The apparatus according to claim 19, wherein the processor performs contrast-enhanced ultrasound imaging based on the processed data, further comprising:
    在得到所述灰阶图像数据后,对所述灰阶图像数据进行灰阶图谱映射和/或伪彩图谱映射,以得到造影图像。After the gray-scale image data is obtained, gray-scale atlas mapping and/or pseudo-color atlas mapping is performed on the gray-scale image data to obtain a contrast image.
  21. 根据权利要求19或20所述的装置,其特征在于,所述信号处理包括包络检测、动态范围控制、亮度补偿以及数字扫描变换。The apparatus according to claim 19 or 20, wherein the signal processing includes envelope detection, dynamic range control, luminance compensation and digital scan conversion.
  22. 一种超声成像装置,其特征在于,所述装置包括超声探头、发射/接收序列控制器、处理器和显示器,其中:An ultrasonic imaging device, characterized in that the device comprises an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein:
    所述发射/接收序列控制器用于:The transmit/receive sequence controller is used to:
    基于多个超声脉冲激励所述超声探头向包含造影剂的目标介质发射超声波,接收所述超声波的回波,基于所述超声波的回波获取多组超声回 波数据;其中,所述多个超声脉冲的幅度、相位和频率中的至少一个不同;Excite the ultrasonic probe based on a plurality of ultrasonic pulses to transmit ultrasonic waves to a target medium containing a contrast agent, receive echoes of the ultrasonic waves, and obtain multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein the plurality of ultrasonic waves at least one of the amplitude, phase and frequency of the pulses is different;
    所述处理器用于:The processor is used to:
    对所述多组超声回波数据进行造影微泡信号提取,得到待处理数据;extracting contrast microbubble signals on the multiple sets of ultrasonic echo data to obtain data to be processed;
    对所述待处理数据进行奇异值分解,得到空域信号矩阵的奇异值分解结果;Perform singular value decomposition on the data to be processed to obtain the singular value decomposition result of the spatial signal matrix;
    对所述奇异值分解结果进行阈值化处理,以滤除与组织残留和/或噪声对应的奇异值,得到处理后的数据;Thresholding the singular value decomposition result to filter out singular values corresponding to tissue residue and/or noise to obtain processed data;
    基于所述处理后的数据得到造影图像;obtaining a contrast image based on the processed data;
    所述显示器用于:显示所述造影图像。The display is used to: display the contrast image.
  23. 根据权利要求22所述的装置,其特征在于,所述处理器对所述奇异值分解结果进行阈值化处理,包括:The apparatus according to claim 22, wherein the processor performs thresholding processing on the singular value decomposition result, comprising:
    确定所述奇异值分解结果中的所有奇异值是否在预设阈值范围内;determining whether all singular values in the singular value decomposition result are within a preset threshold range;
    滤除不在所述预设阈值范围内的奇异值以及对应的奇异矢量,并对所有剩余奇异值以及对应的奇异矢量进行重建,得到所述处理后的数据;Filtering out singular values and corresponding singular vectors that are not within the preset threshold range, and reconstructing all remaining singular values and corresponding singular vectors to obtain the processed data;
    其中所述预设阈值范围的边界值分别为第一阈值和第二阈值,所述第一阈值小于所述第二阈值,所述第一阈值基于噪声对应的奇异值而设置,所述第二阈值基于组织残留对应的奇异值而设置。The boundary values of the preset threshold range are respectively a first threshold value and a second threshold value, the first threshold value is smaller than the second threshold value, the first threshold value is set based on the singular value corresponding to the noise, and the second threshold value is set based on the singular value corresponding to the noise. The threshold is set based on the singular value corresponding to the tissue residue.
  24. 一种超声成像装置,其特征在于,所述装置包括超声探头、发射/接收序列控制器、处理器和显示器,其中:An ultrasonic imaging device, characterized in that the device comprises an ultrasonic probe, a transmit/receive sequence controller, a processor and a display, wherein:
    所述发射/接收序列控制器用于:The transmit/receive sequence controller is used to:
    基于多个超声脉冲激励所述超声探头向包含造影剂的目标介质发射超声波,接收所述超声波的回波,基于所述超声波的回波获取多组超声回波数据;其中,所述多个超声脉冲的幅度、相位和频率中的至少一个不同;Excite the ultrasonic probe based on a plurality of ultrasonic pulses to transmit ultrasonic waves to a target medium containing a contrast agent, receive echoes of the ultrasonic waves, and obtain multiple sets of ultrasonic echo data based on the echoes of the ultrasonic waves; wherein the plurality of ultrasonic waves at least one of the amplitude, phase and frequency of the pulses is different;
    所述处理器用于:The processor is used to:
    对所述多组超声回波数据进行造影微泡信号提取,得到待处理数据;extracting contrast microbubble signals on the multiple sets of ultrasonic echo data to obtain data to be processed;
    对所述待处理数据进行奇异值分解滤波,得到处理后的数据;Perform singular value decomposition filtering on the data to be processed to obtain processed data;
    基于所述处理后的数据得到造影图像;obtaining a contrast image based on the processed data;
    所述显示器用于:显示所述造影图像。The display is used to: display the contrast image.
  25. 一种存储介质,其特征在于,所述存储介质上存储有计算机程序,所述计算机程序在运行时执行如权利要求1-12中的任一项所述的超声造 影成像方法。A storage medium, characterized in that, a computer program is stored on the storage medium, and the computer program executes the ultrasound contrast imaging method according to any one of claims 1-12 when running.
PCT/CN2020/100627 2020-07-07 2020-07-07 Contrast-enhanced ultrasound imaging method, ultrasonic imaging apparatus, and storage medium WO2022006735A1 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
PCT/CN2020/100627 WO2022006735A1 (en) 2020-07-07 2020-07-07 Contrast-enhanced ultrasound imaging method, ultrasonic imaging apparatus, and storage medium
CN202080102896.8A CN115811958A (en) 2020-07-07 2020-07-07 Ultrasound contrast imaging method, ultrasound imaging apparatus, and storage medium

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/CN2020/100627 WO2022006735A1 (en) 2020-07-07 2020-07-07 Contrast-enhanced ultrasound imaging method, ultrasonic imaging apparatus, and storage medium

Publications (1)

Publication Number Publication Date
WO2022006735A1 true WO2022006735A1 (en) 2022-01-13

Family

ID=79553394

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2020/100627 WO2022006735A1 (en) 2020-07-07 2020-07-07 Contrast-enhanced ultrasound imaging method, ultrasonic imaging apparatus, and storage medium

Country Status (2)

Country Link
CN (1) CN115811958A (en)
WO (1) WO2022006735A1 (en)

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20130094729A1 (en) * 2011-10-12 2013-04-18 University Of Virginia Patent Foundation Singular value filter for imaging or detection
CN104720850A (en) * 2013-12-23 2015-06-24 深圳迈瑞生物医疗电子股份有限公司 Ultrasound contrast imaging method and region detection and development methods for contrast images
US20180271498A1 (en) * 2017-03-27 2018-09-27 B-K Medical Aps Image Domain Ultrasound Imaging Denoising FIlter
CN110023782A (en) * 2016-11-29 2019-07-16 皇家飞利浦有限公司 Method and system for being filtered to ultrasound image clutter
CN110740688A (en) * 2017-05-31 2020-01-31 梅约医学教育与研究基金会 Method for microvascular super-resolution ultrasound imaging

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20130094729A1 (en) * 2011-10-12 2013-04-18 University Of Virginia Patent Foundation Singular value filter for imaging or detection
CN104720850A (en) * 2013-12-23 2015-06-24 深圳迈瑞生物医疗电子股份有限公司 Ultrasound contrast imaging method and region detection and development methods for contrast images
CN110023782A (en) * 2016-11-29 2019-07-16 皇家飞利浦有限公司 Method and system for being filtered to ultrasound image clutter
US20180271498A1 (en) * 2017-03-27 2018-09-27 B-K Medical Aps Image Domain Ultrasound Imaging Denoising FIlter
CN110740688A (en) * 2017-05-31 2020-01-31 梅约医学教育与研究基金会 Method for microvascular super-resolution ultrasound imaging

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
DEMENE CHARLIE; DEFFIEUX THOMAS; PERNOT MATHIEU; OSMANSKI BRUNO-FELIX; BIRAN VALERIE; GENNISSON JEAN-LUC; SIEU LIM-ANNA; BERGEL AN: "Spatiotemporal Clutter Filtering of Ultrafast Ultrasound Data Highly Increases Doppler and fUltrasound Sensitivity", IEEE TRANSACTIONS ON MEDICAL IMAGING, IEEE, USA, vol. 34, no. 11, 1 November 2015 (2015-11-01), USA, pages 2271 - 2285, XP011588384, ISSN: 0278-0062, DOI: 10.1109/TMI.2015.2428634 *
IKEDA HAYATO, NAGAOKA RYO, LAFOND MAXIME, YOSHIZAWA SHIN, IWASAKI RYOSUKE, MAEDA MOE, UMEMURA SHIN-ICHIRO, SAIJO YOSHIFUMI: "Singular value decomposition of received ultrasound signal to separate tissue, blood flow, and cavitation signals", JAPANESE JOURNAL OF APPLIED PHYSICS, JAPAN SOCIETY OF APPLIED PHYSICS, JP, vol. 57, no. 7S1, 1 July 2018 (2018-07-01), JP , pages 07LF04, XP055886006, ISSN: 0021-4922, DOI: 10.7567/JJAP.57.07LF04 *
YANN DESAILLY; ANNE-MARIE TISSIER; JEAN-MICHEL CORREAS; FRéDéRIC WINTZENRIETH; MICKAëL TANTER; OLIVIER COUTURE: "Contrast enhanced ultrasound by real-time spatiotemporal filtering of ultrafast images", PHYSICS IN MEDICINE AND BIOLOGY, INSTITUTE OF PHYSICS PUBLISHING, BRISTOL GB, vol. 62, no. 1, 14 December 2016 (2016-12-14), Bristol GB , pages 31 - 42, XP020312196, ISSN: 0031-9155, DOI: 10.1088/1361-6560/62/1/31 *

Also Published As

Publication number Publication date
CN115811958A (en) 2023-03-17

Similar Documents

Publication Publication Date Title
US9002080B2 (en) Singular value filter for imaging or detection
US6814703B2 (en) Apparatus and method for ultrasonic diagnostic imaging using a contrast medium
JP5472914B2 (en) Ultrasonic diagnostic equipment
US20070161898A1 (en) Raw data reprocessing in ultrasound diagnostic imaging
JP6218400B2 (en) Ultrasonic diagnostic apparatus and control program for ultrasonic diagnostic apparatus
KR102286299B1 (en) Ultrasound image displaying apparatus and method for displaying ultrasound image
US11786216B2 (en) Ultrasound contrast enhanced imaging method and ultrasound imaging system
JP2005319177A (en) Ultrasonic diagnosis apparatus
Song et al. Performance of 2‐dimensional ultrasound shear wave elastography in liver fibrosis detection using magnetic resonance elastography as the reference standard: a pilot study
JP6227926B2 (en) Ultrasound imaging system
US20240023940A1 (en) Ultrasound diagnostic apparatus
JP2007518512A (en) Image segmentation for displaying myocardial perfusion
JP4405182B2 (en) Ultrasonic diagnostic equipment
Hyun et al. Real-time high-framerate in vivo cardiac SLSC imaging with a GPU-based beamformer
US10667792B2 (en) Ultrasonic diagnostic apparatus, ultrasonic image processing apparatus and ultrasonic diagnostic apparatus control method
US8870777B2 (en) Ultrasound diagnostic apparatus
WO2016161574A1 (en) Ultrasound contrast imaging method and apparatus
WO2022006735A1 (en) Contrast-enhanced ultrasound imaging method, ultrasonic imaging apparatus, and storage medium
EP2702948B1 (en) Object information acquisition apparatus, display method
Song et al. Shear wave elastography on the GE LOGIQ E9 with Comb-push Ultrasound Shear Elastography (CUSE) and time aligned sequential tracking (TAST)
JP2006141994A (en) Ultrasonic diagnostic apparatus and ultrasonic diagnostic apparatus control program
US10634774B2 (en) Ultrasound diagnosis apparatus and medical image processing method
JP2002186615A (en) Ultrasonic daignostic device
JP2019097795A (en) Ultrasonic diagnostic apparatus, medical image processing apparatus, and program of the same
Meacci et al. Single-channel, ultraportable, real-time imaging system based on deep learning: a proof-of-concept

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 20944766

Country of ref document: EP

Kind code of ref document: A1

NENP Non-entry into the national phase

Ref country code: DE

122 Ep: pct application non-entry in european phase

Ref document number: 20944766

Country of ref document: EP

Kind code of ref document: A1