US20140192238A1 - System and Method for Imaging and Image Processing - Google Patents

System and Method for Imaging and Image Processing Download PDF

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Publication number
US20140192238A1
US20140192238A1 US13/881,039 US201113881039A US2014192238A1 US 20140192238 A1 US20140192238 A1 US 20140192238A1 US 201113881039 A US201113881039 A US 201113881039A US 2014192238 A1 US2014192238 A1 US 2014192238A1
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Prior art keywords
image
lens
depth information
interest
blurred
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Ziv Attar
Chen Aharon-Attar
Edwin Maria Wolterink
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Linx Computational Imaging Ltd
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Linx Computational Imaging Ltd
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Priority to US13/881,039 priority Critical patent/US20140192238A1/en
Assigned to OPERA IMAGING B.V. reassignment OPERA IMAGING B.V. ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: AHARON-ATTAR, CHEN, ATTAR, ZIV
Assigned to ATTAR, ZIV reassignment ATTAR, ZIV ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: OPERA IMAGING B.V.
Assigned to LINX COMPUTATIONAL IMAGING LTD. reassignment LINX COMPUTATIONAL IMAGING LTD. ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: ATTAR, ZIV
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/70Circuitry for compensating brightness variation in the scene
    • H04N23/71Circuitry for evaluating the brightness variation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/222Studio circuitry; Studio devices; Studio equipment
    • H04N5/2224Studio circuitry; Studio devices; Studio equipment related to virtual studio applications
    • H04N5/2226Determination of depth image, e.g. for foreground/background separation
    • H04N5/232
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/10Cameras or camera modules comprising electronic image sensors; Control thereof for generating image signals from different wavelengths
    • H04N23/13Cameras or camera modules comprising electronic image sensors; Control thereof for generating image signals from different wavelengths with multiple sensors
    • H04N23/16Optical arrangements associated therewith, e.g. for beam-splitting or for colour correction
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/45Cameras or camera modules comprising electronic image sensors; Control thereof for generating image signals from two or more image sensors being of different type or operating in different modes, e.g. with a CMOS sensor for moving images in combination with a charge-coupled device [CCD] for still images
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/50Constructional details
    • H04N23/54Mounting of pick-up tubes, electronic image sensors, deviation or focusing coils
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/50Constructional details
    • H04N23/55Optical parts specially adapted for electronic image sensors; Mounting thereof
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/80Camera processing pipelines; Components thereof
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/95Computational photography systems, e.g. light-field imaging systems
    • H04N23/951Computational photography systems, e.g. light-field imaging systems by using two or more images to influence resolution, frame rate or aspect ratio
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N25/00Circuitry of solid-state image sensors [SSIS]; Control thereof
    • H04N25/40Extracting pixel data from image sensors by controlling scanning circuits, e.g. by modifying the number of pixels sampled or to be sampled
    • H04N25/41Extracting pixel data from a plurality of image sensors simultaneously picking up an image, e.g. for increasing the field of view by combining the outputs of a plurality of sensors
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N25/00Circuitry of solid-state image sensors [SSIS]; Control thereof
    • H04N25/50Control of the SSIS exposure
    • H04N25/53Control of the integration time
    • H04N25/531Control of the integration time by controlling rolling shutters in CMOS SSIS
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N25/00Circuitry of solid-state image sensors [SSIS]; Control thereof
    • H04N25/60Noise processing, e.g. detecting, correcting, reducing or removing noise
    • H04N25/61Noise processing, e.g. detecting, correcting, reducing or removing noise the noise originating only from the lens unit, e.g. flare, shading, vignetting or "cos4"
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/222Studio circuitry; Studio devices; Studio equipment
    • H04N5/262Studio circuits, e.g. for mixing, switching-over, change of character of image, other special effects ; Cameras specially adapted for the electronic generation of special effects
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/222Studio circuitry; Studio devices; Studio equipment
    • H04N5/262Studio circuits, e.g. for mixing, switching-over, change of character of image, other special effects ; Cameras specially adapted for the electronic generation of special effects
    • H04N5/2621Cameras specially adapted for the electronic generation of special effects during image pickup, e.g. digital cameras, camcorders, video cameras having integrated special effects capability
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/222Studio circuitry; Studio devices; Studio equipment
    • H04N5/262Studio circuits, e.g. for mixing, switching-over, change of character of image, other special effects ; Cameras specially adapted for the electronic generation of special effects
    • H04N5/265Mixing
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N25/00Circuitry of solid-state image sensors [SSIS]; Control thereof
    • H04N25/10Circuitry of solid-state image sensors [SSIS]; Control thereof for transforming different wavelengths into image signals
    • H04N25/11Arrangement of colour filter arrays [CFA]; Filter mosaics
    • H04N25/13Arrangement of colour filter arrays [CFA]; Filter mosaics characterised by the spectral characteristics of the filter elements
    • H04N25/134Arrangement of colour filter arrays [CFA]; Filter mosaics characterised by the spectral characteristics of the filter elements based on three different wavelength filter elements

Definitions

  • the present invention relates to a system and method for creating an image having blurred and non blurred areas using an image capturing device. Moreover, the invention relates to an apparatus for creating an image with a low depth of field appearance, to an apparatus for creating an image with highlighted areas of interest and to an apparatus for creating an image with highlighted differences in an image sequence.
  • WO 2006/039486 relates to a method for digitally imaging a scene, the method comprising: using a photo sensor array to simultaneously detect light from the scene that is passed to different locations on a focal plane; determining the angle of incidence of the light detected at the different locations on the focal plane; and using the determined angle of incidence and the determined depth of field to compute an output image in which at least a portion of the image is refocused.
  • This International application discloses a system as well, comprising: a main lens; a photo sensor array for capturing a set of light rays; a microlens array between the main lens and the photo sensor array; a data processor to compute a synthesized refocused image via a virtual redirection of the set of light rays captured by the photo sensor array.
  • U.S. Pat. No. 7,224,384 relates to an optical imaging system comprising: a taking lens that collects light from a scene being imaged with the optical imaging system; a 3D camera comprising at least one photo surface that receives light from the taking lens simultaneously from all points in the scene and provides data for generating a depth map of the scene responsive to the light; and an imaging camera comprising at least one photo surface that receives light from the taking lens and provides a picture of the scene responsive to the light; and a light control system that controls an amount of light from the taking lens that reaches at least one of the 3D camera and the imaging camera without affecting an amount of light that reaches the other of the 3D camera and the imaging camera.
  • WO 2008/087652 relates to a method for mapping an object, comprising: illuminating the object with at least two beams of radiation having different beam characteristics; capturing at least one image of the object under illumination with each of the at least two beams; processing the at least one image to detect local differences in an intensity of the illumination cast on the object by the at least two beams; and analyzing the local differences in order to generate a three-dimensional (3D) map of the object.
  • An object of the present invention is to use information captured by the camera to blur only selected pixels in the image.
  • Another object of the present invention is to use depth information captured by the camera and a distance of interest set by an algorithm or by a user to blur only selected pixels.
  • Another object of the present invention is to use chromatic information captured by the camera and a spectrum of interest set by an algorithm or by a user to blur only selected pixels.
  • Another object of the present invention is to use difference information between two or more sequential frames to blur only selected pixels.
  • multi aperture digital camera as referred to means a camera that consists of more than one imaging lenses each having its aperture and lens elements.
  • imaging channel refers to a lens and sensor area of one aperture in a multi aperture digital camera.
  • Using a multi lens camera allows us to extract distance information of certain objects in a scene.
  • the distance between the lenses of the different imaging channels creates a parallax effect causing object that are not at infinity to appear at different position on the images of the different imaging channels.
  • Calculating these position shifts using an algorithm such as auto-correlation allows us to determine the distance of each object in the scene.
  • Using a time-of-flight systems allows us to calculate depth information of objects in a scene by means of emitting light toward the scene and measuring the time it takes the light to be return to the sensor. The farther an object is the longer time it will take.
  • a structured light system to allow us the calculate depth information of objects in a scene is based on a light emitting system in which light is emitted in a structured manner such as a grid of dots.
  • An imaging camera is used to image these dots and an algorithm measures to position of these dots on the its image.
  • the light emitting system and the imaging camera are separated laterally and therefore a parallax effect is present and by calculating the position of the dots or any other pattern the system can determine the distance of the object in which the dot was reflected from.
  • the present inventors found that it possible to blur selected part of an image in order to create a low depth of field appearance and to highlight certain areas or objects in an image or image sequence. Human, when looking at an image tend to focus the attention to areas that are the sharpest in their surroundings therefore blurring areas which are of lower interest has a clear advantage.
  • the present invention relates to a system and method which may be applied to a variety of imaging systems.
  • This system and method provide high quality imaging while considerably reducing the length of the camera as compared to other systems and methods.
  • the object of the present invention is to provide a system and a method to improve image capturing devices while. This may be accomplished by using a 2 or more apertures each using a lens. Each lens forms a small image of the scene. Each lens transfers light emitted or reflected from objects in the scenery onto a proportional area in the detector. The optical track of each lens is proportional to the segment of the detector which the emitted or reflected light is projected on. Therefore, when using smaller lenses the area of the detector which the emitted or reflected light is projected on, referred hereinafter as the active area of the detector, is smaller. When the detector is active for each lens separately, each initial image formed is significantly smaller as compare to using one lens which forms an entire image. One lens camera transfers emitter or reflected light onto the entire detector area.
  • the step of selecting can be done automatically by an algorithm that recognizes area of interest such as faces in conventional photography.
  • Blurring can be achieved by means of convolution of an area of the image with a blur filter such as a Gaussian.
  • an object of interest can be chosen as the person standing at 1 meter.
  • first we will calculate the distance of the object of interest and than calculate the distance of all other objects and compare them. According to this comparison we decide on the type or size of blur to apple to each object. In this case a small blur will be applied to the person standing at 2 meters and a larger blur will be applied to the person standing at 3 meters.
  • the object of interest which is the person standing at one meter will not be blurred at all.
  • the advantage of the embodiment is that a low depth of field appearance is achieved.
  • Another advantage is that the selection of object of interest can be applied automatically or by a user using a touch screen or an input device and a display, in one frame that can be part of a preview mode frame sequence after which a full resolution image may be captured and processed to keep the object of interest in focus while blurring other object respectively with their distance from the object of interest. This eliminates the need to apply the blur only after the image is captured.
  • Blurring can be achieved by means of convolution of an area of the image with a blur filter such as a Gaussian.
  • the advantage of this embodiment is that the selection of the object of interest is done after the capturing and depth calculating. This allows the user to choose different objects of interest or correct his selection while keeping the non blurred information and depth map.
  • Another advantage is that the selection of objects of interest, comparing with distances of the other objects and blurring accordingly can be done at a different time with respect to the time of the image capturing allowing us the operate these operations on a device different than the one used for image capturing.
  • the image capturing device could be a multi aperture camera integrated in to a mobile phone or tablet computer and the selection of object of interest and blurring can be done on a tablet or laptop computer at a different time.
  • Another advantage is that by saving the image and the depth information it is possible to apply select object of interest and blur multiple time while saving the resulting image as a computer file. Each time the selection of object of interest may be different.
  • the present invention relates to a method for creating an image having blurred and non blurred areas using an image capturing device, in which the method comprises the following steps:
  • Blurring can be achieved by means of convolution of an area of the image with a blur filter such as a Gaussian.
  • the advantage of this embodiment is that we can highlight object with certain chromatic nature such as tissue suspected as harmful in an image captured by for example an endoscopic camera.
  • the present invention relates to a method for creating an image having blurred and non blurred areas using an image sequence capturing device, in which the method comprises the following steps:
  • Blurring can be achieved by means of convolution of an area of the image with a blur filter such as a Gaussian.
  • the advantage of this embodiment is that objects that are moving or changing will be highlighted by the effect of the blurring of all other areas of the image or image sequence.
  • An example of the embodiment is a surveillance camera coupled with a display that is observed by a human.
  • the scene may contain many details and objects which make it more difficult for the human to detect moving objects. By blurring an object that is not moving we attract the attention of the observing human to the moving or changing objects.
  • the present invention could be integrated in many devices such as a digital camera, digital video camera, mobile phone, a personal computer, tablet, PDA, notebooks, gaming consoles, televisions, monitors, displays, automotive cameras, glasses, helmet, projector, microscopes, imaging endoscopes, imaging medical probe, surveillance systems, inspection systems, speed detection systems, traffic management systems, area access systems, satellite imaging, machine vision and augmented reality systems.
  • devices such as a digital camera, digital video camera, mobile phone, a personal computer, tablet, PDA, notebooks, gaming consoles, televisions, monitors, displays, automotive cameras, glasses, helmet, projector, microscopes, imaging endoscopes, imaging medical probe, surveillance systems, inspection systems, speed detection systems, traffic management systems, area access systems, satellite imaging, machine vision and augmented reality systems.
  • FIG. 1 illustrates a side view of a single lens camera.
  • FIG. 2 illustrates a sensor array ( 201 ) having multiple pixels.
  • FIG. 3 illustrates a side view of a three lens camera having one sensor and three lenses.
  • FIG. 4 illustrates an example of a scene as projected on to the sensor.
  • FIG. 5 illustrates a front view of a three lens camera using one rectangular sensor divided in to three regions.
  • FIG. 6 illustrates a front view of a three lens camera having one sensor, one large lens and two smaller lenses.
  • FIG. 7 illustrates a front view of a four lens camera having a one sensor ( 700 ) and four lenses.
  • FIG. 8 illustrates a 16 lens camera having four regions, each containing four lenses as illustrated in FIG. 7 .
  • FIG. 1 illustrates a side view of a single lens camera having a single lens ( 102 ) that can comprise one or more elements and a single sensor ( 101 ).
  • FIG. 2 illustrates a sensor array ( 201 ) having multiple pixels where the position of the green filter, red filter and blue filter are marked by ( 202 ), ( 203 ) and ( 204 ) respectively.
  • the image that will be taken using this configuration needs to be processed in order to separate the green, red and blue images.
  • FIG. 3 illustrates a side view of a three lens camera having one sensor ( 310 ) and three lenses ( 301 ), ( 302 ) and ( 303 ). Each one of the said lens will project the image of the same scene on to segments of the sensor marked by ( 311 ), ( 312 ) and ( 313 ) respectively. Each one of the three lenses will have different color filters integrated within the lens, in front of it or between the lens and sensor ( 310 ). Using the described configuration the image acquired by the sensor will be composed of two or more smaller images, each imaging information from the scene at different spectrums.
  • FIG. 4 illustrates an example of a scene as projected on to the sensor ( 401 ), in each region of the sensor ( 402 ), ( 403 ) and ( 404 ) the same scene is projected but each region will contain information for light at different wavelengths representing different colors according to the filters integrated within the lens that forms the image on each region.
  • the described configuration does not require the use of a color mask and therefore the maximal spatial frequency that can be resolved by the sensor is higher, on the other hand using smaller lens and smaller active area per channel necessarily means that the focal length of the lens is smaller and therefore the spatial resolution in objects space is decreased. Overall the maximal resolvable resolution for each color remains same.
  • the image acquired by the sensor is composed of two or smaller images, each containing information of the same scene but in different colors.
  • the complete image is then processed and separated in to 3 or more smaller images and combined together to one large color image.
  • Using a fourth lens in addition to the three used for each color red, green and blue (or other colors) with a broad spectral transmission can allow extension of the sensor's dynamic range and improve the signal-to-noise performance of the camera in low light conditions.
  • Another configuration that is proposed is using two or more lenses with one sensor having a color mask integrated or on top of the sensor such as a Bayer mask.
  • no color filter will be integrated in to each lens channel and all lenses will create a color image on the sensor region corresponding to the specific lens.
  • the resulting image will be processed to form one large image combining the two or more color images that are projected on to the sensor.
  • Dividing the sensor's active area in to 3 areas, one for each color Red, Green and Blue (or other colors) can be achieved by placing 3 lens one beside the other as described in the drawing below:
  • the resulting image will consist of 3 small images were each contains information of the same scene in different color.
  • Such a configuration will comprise of 3 lenses where the focal length of each lens is 4/9 of an equivalent single lens camera that uses a color filter array, these values assume a 4:3 aspect ratio sensor.
  • FIG. 5 illustrates a front view of a three lens camera using one rectangular sensor ( 500 ) divided in to three regions ( 501 ), ( 502 ) and ( 503 ).
  • the three lenses ( 511 ), ( 512 ) and ( 513 ) each having different color filters integrated within the lens, in front of the lens or between the lens and the sensor are used to form an image of the same scene but in different colors.
  • each region of the sensor ( 501 ), ( 502 ) and ( 503 ) are rectangular having the longer dimension of the rectangle perpendicular to the long dimension of the complete sensor.
  • FIG. 6 illustrates a front view of a three lens camera having one sensor ( 600 ), one large lens ( 613 ) and two smaller lenses ( 611 ) and ( 612 ).
  • the large lens ( 613 ) is used to form an image on the sensor segment marked ( 603 ) while the two smaller lenses form an image on the sensor's segments marked with ( 601 ) and ( 602 ) respectively.
  • the larger lens ( 613 ) can use a green color filter while the two smaller lenses ( 611 ) and ( 612 ) can use a blue and red filter respectively. Other color filters could be used for each lens.
  • FIG. 7 illustrates a front view of a four lens camera having a one sensor ( 700 ) and four lenses ( 711 ), ( 712 ), ( 713 ) and ( 714 ). Each lens forms an image on the corresponding sensor region marked with ( 701 ), ( 702 ), ( 703 ) and ( 704 ) respectively.
  • Each one of the lenses will be integrated with a color filter in side the lens, in front of the lens or between the lens and the sensor. All four lenses could be integrated with different color filter or alternatively two of the four lenses could have the same color filter integrated in side the lens, in front of the lens or between the lens and the sensor. For example using two green filters one blue filter and one red filter will allow more light collection in the green spectrum.
  • M and/or N larger than 2 allows higher shortening factor and higher increase in depth of focus.
  • FIG. 8 illustrates a 16 lens camera having 4 regions ( 801 ), ( 802 ), ( 803 ) and ( 804 ) each containing four lenses as illustrated in FIG. 7 .

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  • Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Signal Processing (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computing Systems (AREA)
  • Theoretical Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Studio Devices (AREA)
  • Color Television Image Signal Generators (AREA)
  • Cameras In General (AREA)
  • Transforming Light Signals Into Electric Signals (AREA)
  • Blocking Light For Cameras (AREA)
US13/881,039 2010-10-24 2011-04-24 System and Method for Imaging and Image Processing Abandoned US20140192238A1 (en)

Priority Applications (1)

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US13/881,039 US20140192238A1 (en) 2010-10-24 2011-04-24 System and Method for Imaging and Image Processing

Applications Claiming Priority (3)

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US40614810P 2010-10-24 2010-10-24
US13/881,039 US20140192238A1 (en) 2010-10-24 2011-04-24 System and Method for Imaging and Image Processing
PCT/NL2011/050726 WO2012057623A1 (en) 2010-10-24 2011-10-24 System and method for imaging and image processing

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US13/881,039 Abandoned US20140192238A1 (en) 2010-10-24 2011-04-24 System and Method for Imaging and Image Processing
US13/881,123 Active 2032-03-09 US9681057B2 (en) 2010-10-24 2011-10-24 Exposure timing manipulation in a multi-lens camera
US13/881,124 Active 2032-03-06 US9413984B2 (en) 2010-10-24 2011-10-24 Luminance source selection in a multi-lens camera
US13/881,115 Active US9654696B2 (en) 2010-10-24 2011-10-24 Spatially differentiated luminance in a multi-lens camera
US13/881,118 Active 2032-05-01 US9025077B2 (en) 2010-10-24 2011-10-24 Geometrically distorted luminance in a multi-lens camera
US14/703,715 Active US9578257B2 (en) 2010-10-24 2015-05-04 Geometrically distorted luminance in a multi-lens camera
US15/231,634 Active US9615030B2 (en) 2010-10-24 2016-08-08 Luminance source selection in a multi-lens camera

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US13/881,123 Active 2032-03-09 US9681057B2 (en) 2010-10-24 2011-10-24 Exposure timing manipulation in a multi-lens camera
US13/881,124 Active 2032-03-06 US9413984B2 (en) 2010-10-24 2011-10-24 Luminance source selection in a multi-lens camera
US13/881,115 Active US9654696B2 (en) 2010-10-24 2011-10-24 Spatially differentiated luminance in a multi-lens camera
US13/881,118 Active 2032-05-01 US9025077B2 (en) 2010-10-24 2011-10-24 Geometrically distorted luminance in a multi-lens camera
US14/703,715 Active US9578257B2 (en) 2010-10-24 2015-05-04 Geometrically distorted luminance in a multi-lens camera
US15/231,634 Active US9615030B2 (en) 2010-10-24 2016-08-08 Luminance source selection in a multi-lens camera

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EP (5) EP2630788A1 (ja)
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US20150070387A1 (en) * 2013-09-11 2015-03-12 Qualcomm Incorporated Structural modeling using depth sensors
CN104717482A (zh) * 2015-03-12 2015-06-17 天津大学 多光谱多景深阵列拍摄方法与拍摄相机
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US9497367B1 (en) * 2015-07-22 2016-11-15 Ic Real Tech, Inc Maximizing effective surface area of a rectangular image sensor concurrently capturing image data from two lenses
WO2017034046A1 (ko) * 2015-08-24 2017-03-02 재단법인 다차원 스마트 아이티 융합시스템 연구단 멀티 애퍼처 카메라에서의 깊이 추출 방법 및 장치
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US9025077B2 (en) 2015-05-05
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