WO2004090814A1 - 画像処理方法、画像処理装置、撮影装置、画像出力装置および虹彩認証装置 - Google Patents
画像処理方法、画像処理装置、撮影装置、画像出力装置および虹彩認証装置 Download PDFInfo
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- WO2004090814A1 WO2004090814A1 PCT/JP2004/004804 JP2004004804W WO2004090814A1 WO 2004090814 A1 WO2004090814 A1 WO 2004090814A1 JP 2004004804 W JP2004004804 W JP 2004004804W WO 2004090814 A1 WO2004090814 A1 WO 2004090814A1
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- image
- iris
- conversion
- authentication
- image processing
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- 238000003672 processing method Methods 0.000 title claims description 22
- 238000006243 chemical reaction Methods 0.000 claims abstract description 78
- 238000001514 detection method Methods 0.000 claims description 21
- 208000016339 iris pattern Diseases 0.000 claims description 18
- 238000003384 imaging method Methods 0.000 claims description 7
- 238000000926 separation method Methods 0.000 claims description 3
- 238000000354 decomposition reaction Methods 0.000 claims description 2
- 210000000554 iris Anatomy 0.000 description 173
- 238000000034 method Methods 0.000 description 47
- 238000010586 diagram Methods 0.000 description 17
- 230000008569 process Effects 0.000 description 9
- 239000003086 colorant Substances 0.000 description 6
- 210000001747 pupil Anatomy 0.000 description 5
- 238000005516 engineering process Methods 0.000 description 3
- 210000000744 eyelid Anatomy 0.000 description 3
- 230000008707 rearrangement Effects 0.000 description 3
- 230000009467 reduction Effects 0.000 description 3
- 210000003128 head Anatomy 0.000 description 2
- 238000003786 synthesis reaction Methods 0.000 description 2
- 230000008901 benefit Effects 0.000 description 1
- 230000008859 change Effects 0.000 description 1
- 239000002131 composite material Substances 0.000 description 1
- 238000007796 conventional method Methods 0.000 description 1
- 238000000605 extraction Methods 0.000 description 1
- 238000011049 filling Methods 0.000 description 1
- 238000005429 filling process Methods 0.000 description 1
- 238000001914 filtration Methods 0.000 description 1
- 239000000203 mixture Substances 0.000 description 1
- 230000008520 organization Effects 0.000 description 1
- 210000003786 sclera Anatomy 0.000 description 1
- 238000010561 standard procedure Methods 0.000 description 1
Classifications
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- G06T5/77—
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/11—Region-based segmentation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/18—Eye characteristics, e.g. of the iris
- G06V40/19—Sensors therefor
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30196—Human being; Person
- G06T2207/30201—Face
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30216—Redeye defect
Definitions
- the present invention relates to a technique for protecting personal information relating to an iris image.
- Patent Document 1 In recent years, personal authentication technology using iris images has begun to be used for entry / exit control to important facilities, ATM (Automated Teller Machine) for banks and PC login applications. In particular, the method described in Patent Document 1 has already been commercialized in various countries around the world, and is becoming a de facto global standard method.
- an iris region is cut out from an image obtained by photographing an iris, the iris region is expressed by polar coordinates, and 2D Gab or Wavelet filtering is performed to generate an iris code.
- personal authentication is performed by comparing the iris code registered in advance with the iris code generated from the image captured at the time of authentication.
- Patent Document 1 Patent No. 3 0 7 9 3 6
- Patent Literature 2 Japanese Patent Application Laid-Open No. 2000-261978
- Patent Literature 3 Japanese Patent Application Laid-Open No. 2000-2007-584
- Patent Literature 4 Japanese Patent Application Laid-Open No. 200-1808607
- the iris image can be converted to the resolution required for iris authentication (for example, approximately
- the iris image which is personal data, can be easily obtained by another person, and may be illegally used for spoofing authentication to another person.
- Patent Documents 2 to 4 from the viewpoint of privacy protection, an image taken by a surveillance camera or the like is used so that the person cannot be identified, that is, the body or face cannot be identified. A technique for performing a mosaic process and a filling process is shown in FIG. However, as for the image processing for protecting the personal data relating to the iris as described above, there is no document disclosed or suggested as far as the present inventors have investigated.
- the present invention detects an iris region of an eye from an original image, and performs image conversion on the detected iris region so that characteristic data unique to the person cannot be extracted.
- characteristic data unique to the person cannot be extracted from the image of the iris area, and even if a malicious person acquires the iris image from the original image, the iris image cannot be used for authentication. It is possible to prevent impersonation authentication of others by unauthorized use of iris images.
- the image conversion here is preferably one that does not give unnaturalness to the original image.
- the present invention provides, as an image processing method, a first step of detecting an iris region of a human eye from an original image, and an iris region detected in the first step, wherein A second step of performing image conversion so that feature data cannot be extracted.
- the iris region is divided into a plurality of regions, and the images of the divided regions are rearranged in a predetermined order or randomly.
- the second step in the image processing method according to the present invention includes the steps of: decomposing an image of an iris region in accordance with a spatial frequency; performing a predetermined conversion on an image in a predetermined band after the decomposition; Is preferably recombined.
- an electronic watermark is embedded in an image of an iris region.
- the second step in the image processing method according to the present invention when the iris region detected is smaller predetermined size Yori, preferably c also is not performed the image conversion, image according to the present invention
- the second step in the processing method is to separate the reflection components from the detected iris region and obtain a diffuse reflection image and a specular reflection image.
- the method further comprises the steps of: performing the image conversion on the diffuse reflection image; and adding the specular reflection image to the image after the image conversion.
- the present invention also provides an image processing apparatus, comprising: an iris detection unit that detects an iris region of a human eye from an original image; and the iris region detected by the iris detection unit, wherein the characteristic data unique to the person is provided. An image conversion unit for performing image conversion so as not to be extracted.
- the present invention includes, as a photographing device, a photographing unit, and the image processing device for inputting an image photographed by the photographing unit as the original image. Further, the present invention includes, as an image output device, the image processing device, and an output unit that visualizes and outputs the converted image output from the image processing device.
- the present invention provides, as an iris authentication device, an iris detection unit that detects an iris region of a human eye from an original image, and an authentication unit that performs authentication using an image of the iris region detected by the iris detection unit.
- a digital watermark detection unit for detecting the presence or absence of a predetermined digital watermark in the iris area detected by the iris detection unit; and the authentication in accordance with the presence or absence of the digital watermark detected by the digital watermark detection unit.
- a control unit that controls the execution stop of the authentication operation of the unit.
- the image conversion makes it impossible to extract characteristic data unique to the person from the image of the iris area, it is possible to prevent impersonation of another person due to unauthorized use of the iris image.
- the image conversion here can be used for appreciation contents such as movies by making the original image unnatural.
- FIG. 1 is a flowchart of the image processing method according to the first embodiment of the present invention.
- FIG. 2 is a conceptual diagram showing an iris region.
- FIG. 3 is a diagram showing an example of dividing an iris region.
- FIG. 4 is a diagram illustrating an example of rearrangement as image conversion.
- FIG. 5 is a conceptual diagram of a process of decomposing an iris image according to a spatial frequency and performing image conversion on a predetermined frequency component.
- FIG. 6 is a diagram showing replacement as image conversion.
- FIG. 7 is a diagram showing superimposition as image conversion.
- FIG. 8 is a block diagram of the image processing apparatus according to the present invention.
- FIG. 9 is a block diagram of the photographing apparatus according to the present invention.
- FIG. 10 is a block diagram of the image output device according to the present invention.
- FIG. 11 is a flowchart of the image processing method according to the second embodiment of the present invention.
- C FIG. 12 is a diagram conceptually showing the processing of the second embodiment of the present invention.
- FIG. 13 is a flowchart of the image processing method according to the third embodiment of the present invention.
- C FIG. 14 is a diagram conceptually showing the processing of the third embodiment of the present invention.
- FIG. 15 is a block diagram of the iris authentication device according to the fourth embodiment of the present invention.
- FIG. 1 is a flowchart of the image processing method according to the first embodiment of the present invention.
- the image processing method according to the present embodiment will be described in accordance with the flow of FIG. 1c.
- step S1 the iris region of the eye of the person is extracted from the original image including the face of the person. To detect.
- the iris region is
- the iris region may be a region surrounded by only the outer edge of the iris.
- the portion excluding the region where the eyelid is over may be set as the iris region.
- the method of detecting the iris region from the original image does not need to be a specific method.
- a technique for detecting a person area from an original image, a technique for detecting a person's head from a person area, and a technique for detecting an iris area from a person's head may be used in combination.
- step S2 image conversion is performed on the iris area detected in the first step S1.
- the image conversion may be any method as long as the characteristic data unique to the person cannot be extracted from the image of the iris region.
- image conversion is performed by the following method. Of course, these methods may be used in combination.
- the iris region is divided in the circumferential direction using a plurality of line segments passing through the center of the pupil (or the center of the iris). Then, the divided iris regions are rearranged in a predetermined order or randomly.
- Figure 4 shows an example of sorting. As shown in FIG. 4 (a), numbers from “1” to “16” are assigned to each of the divided iris regions, and these are rearranged in a predetermined order as shown in FIG. 4 (b). When rearranging in a predetermined order, this order must be kept secret.
- the divided iris regions may be rearranged between the eyes. If the original image contains a plurality of irises, the divided iris regions may be sorted among the persons. If the size of the iris area is different between the eyes or between the persons, enlargement / reduction processing is performed, the size is made uniform, and then rearranged. If the colors of the irises are different between the people, color conversion is performed, the colors are aligned, and then rearranged. If the face of the person in the image is photographed obliquely, then the following conversion is performed, the shape should be aligned, and then rearranged.
- the division of the iris region does not necessarily need to be performed in the circumferential direction, and any other division method may be used as long as it does not look unnatural.
- the joint between the areas may be conspicuous.
- LPF Low Pass Filter
- BPF Band Pass Filter
- HPF High Pass Filter
- the seams between the regions become less noticeable.
- the image conversion is performed only for the high-frequency components, the low-frequency components, which are relatively easy for the human eye to recognize, remain the iris pattern of the subject, so that the converted image looks more natural. There is an advantage.
- the high-frequency component since the high-frequency component has been converted, the feature data of the original iris image cannot be extracted, and cannot be used for unauthorized authentication.
- the frequency range for performing image conversion is not limited to the high-frequency portion, 8
- the image conversion may be performed not on a predetermined frequency component but on a frequency component selected at random. This makes it more difficult for third parties to recover.
- the frequency band is decomposed into three frequency bands, but the number of bands to be decomposed may be another number. Further, the number of bands for performing image conversion is not limited to one, but may be plural.
- the spatial frequency may be a frequency in a rectangular coordinate system or a frequency in a polar coordinate system having the origin at the pupil center or the iris center.
- the technique of rearranging the divided iris regions in a predetermined order described above can also be used for transmitting and receiving iris images.
- the iris image can be encrypted and transmitted and received safely.
- the image of the iris area in the original image is replaced with a predetermined iris pattern image prepared in advance.
- the predetermined iris pattern image for example, an average image of iris patterns of a plurality of persons, an average image of iris patterns of both eyes of a certain person, or the like may be used. If the size of the predetermined iris pattern image is different from that of the iris area, the image may be replaced after performing enlargement / reduction processing to make the sizes uniform. If the colors are different, color conversion is performed, the colors are aligned, and then replaced. Further, when the face of a person in the original image is photographed obliquely, it is only necessary to perform a primary conversion, adjust the shape, and then replace the image. Alternatively, a pseudo iris image created artificially may be used as a predetermined iris pattern image.
- the iris image is decomposed into a plurality of pieces according to the spatial frequency, and a replacement such as this method is performed on a predetermined frequency component or on a randomly selected frequency component. You may. After that, the images are recombined by adding the images of all bands. As a special example, the image of the high-frequency component may be replaced with an image in which the luminance values of all pixels are 0. This method is equivalent to applying LPF to the iris image and removing the high-frequency components required for authentication.
- a predetermined iris pattern image prepared in advance is superimposed on the image of the iris area in the original image.
- the superposition of the image is performed by introducing a blend ratio ⁇ (0 ⁇ ⁇ 1),
- ⁇ 3 ⁇ ⁇ ⁇ 1 + (1 ⁇ )-I 2
- I1 is the luminance value of the original image
- I2 is the luminance value of the superimposed image
- I3 is the luminance value of the superimposed image.
- the predetermined iris pattern image may be, for example, an image simulating the reflection of ambient light on the iris region, or an iris pattern image of a specific person. If the size of the predetermined iris pattern image is different from that of the iris area, enlargement / reduction processing is performed, the size is made uniform, and then superimposed. If the colors are different, color conversion is performed, the colors are aligned, and then superimposed. Further, when the face of a person in the original image is photographed obliquely, a primary conversion is performed, the shapes are aligned, and then superimposed. In addition, a pseudo iris image created artificially may be used as a predetermined iris pattern image.
- a composite iris image is created by superimposing a reflection image that actually occurs in the real world or by superimposing an actual iris image of a person or an artificially created iris image. Since it is created, there is no unnaturalness in the converted image, and therefore, it can be applied to contents for appreciation use such as movies.
- the iris image is decomposed into a plurality of parts according to the spatial frequency, and is superimposed on a predetermined frequency component or on a frequency component selected at random, as in the present method. Is also good.
- a digital watermark is embedded in the iris area in the original image.
- Digital watermarking does not need to be a specific technology; any technology can be used.
- a digital watermark compatible iris authentication device as described later, unauthorized use can be prevented. That is, by embedding a digital watermark in the iris area and using a corresponding authentication device, even if an iris image is obtained from a video, it cannot be used for unauthorized authentication.
- image conversion such as mosaicing
- the appearance of the image does not have any unnaturalness, and therefore, it can be applied to contents for appreciation use such as a movie.
- 1 is a block diagram illustrating a configuration of an image processing apparatus according to the first embodiment.
- the image processing apparatus 1 in FIG. 8 is configured to be able to execute the above-described image processing method, and includes an iris detection unit 11 and an image conversion unit 12.
- the original image is input to the iris detection unit 11.
- the iris detector 11 performs the same processing as in step S1, and detects the iris region of the human eye from the input original image. Then, the detected position information of the iris region and the original image are supplied to the image conversion unit 12.
- the image conversion unit 12 performs the same processing as in the second step S2, and performs image conversion on the iris region so that characteristic data unique to the person cannot be extracted.
- FIG. 9 is a block diagram showing the configuration of the photographing apparatus according to the present embodiment.
- the imaging device in FIG. 9 includes the image processing device 1 in FIG. 8 and an imaging unit 10.
- the imaging device according to the present invention includes general devices for capturing an image, such as a video camera and a digital still camera.
- the photographing unit 10 includes a lens and an image pickup device (not shown), and photographs a still image or a moving image.
- the image photographed by the photographing unit 10 is input to the image processing device 1 as an original image, and the above-described image processing is performed thereafter.
- the image processing device 1 For videos, 04804
- the image processing is performed on each field image or each frame image, and a moving image generated using the processed field images or each frame image is finally output from the image processing apparatus 1.
- the photographing unit 10 and the image processing apparatus 1 may be integrally configured. This makes it extremely difficult to retrieve the original image before image processing, which increases the security level. That is, it is preferable that the imaging unit 10 and the image processing apparatus 1 be configured as a single LSI.
- FIG. 10 is a block diagram showing the configuration of the image output device according to the present embodiment.
- the image output device in FIG. 10 includes the image processing device 1 in FIG. 8 and an output unit 20.
- the image output device according to the present invention includes general devices for visualizing and outputting image data, such as a monitor, a TV, and a printer.
- the original image is image-processed by the image processing apparatus 1 as described above.
- image processing is performed on each field image or each frame image, and a moving image generated using each processed field image or each frame image is output from the image processing device 1.
- the output unit 20 visualizes and outputs the converted image output from the image conversion unit 1 by displaying it on a monitor or printing it on paper or the like.
- the iris area is subjected to image conversion so that characteristic data unique to the individual cannot be extracted, so that impersonation of another person due to unauthorized use of the iris image can be prevented. it can.
- the image conversion method according to the present invention is not limited to the method described here, but may be any method that prevents the extraction of characteristic data unique to the person from the iris region. Although it is preferable not to give unnaturalness to the original image, a method of giving some unnaturalness may be used.
- FIG. 11 is a flowchart of the image processing method according to the second embodiment of the present invention.
- steps S I and S 2 the same processing as in the first embodiment is performed.
- step S3 it is determined whether or not the iris area detected in step S1 is equal to or larger than a predetermined size, and if smaller than the predetermined size, the image conversion in step S2 is not performed.
- the process ends. Specifically, for example, when the diameter of the iris region is smaller than a predetermined threshold value TH (pixel), the process ends without performing image conversion.
- Steps S 2 and S 3 correspond to a second step of the present invention.
- the rejection rate In the iris authentication system currently commercialized, photography is performed at a relatively high resolution such that the diameter of the iris image is about 200 to 300 pixels. If a low-resolution iris image is used for authentication, the amount of information required for authentication is insufficient, so the rejection rate
- the processing ends for all iris areas without performing image conversion.
- the diameters of the iris regions of both eyes are both equal to or larger than the threshold value TH in the original image captured with the human face closed as shown in FIG. 12 (b). In this case, image conversion is performed for each of the two iris regions.
- the former iris region Is subjected to image conversion, and the latter is not subjected to image conversion.
- the threshold TH here can be automatically determined using, for example, a large-scale iris image database. In other words, by changing the size (diameter) of the iris image to be authenticated and examining the change in the rejection rate with respect to the iris diameter, the value of the iris diameter at which the rejection rate becomes sufficiently large is set as the threshold value TH. Good. Of course, other A setting method may be used.
- image conversion is not performed on a low-resolution iris image that is unsuitable for authentication use, so that the processing amount can be reduced.
- the size of the iris region is specified by the diameter, but other indices such as the area of the iris region (the number of pixels) may be used.
- steps S2 and S3 may be executed by the image conversion unit 12.
- FIG. 13 is a flowchart of the image processing method according to the third embodiment of the present invention.
- step S1 the same processing as in the first embodiment is performed.
- step S4 for the iris area detected in step S1, reflection component separation into a diffuse reflection image and a specular reflection image is performed.
- step S2 the same image conversion as in the first embodiment is performed on the diffuse reflection image obtained in step S4.
- step S5 the image is recombined by adding the specular reflection image obtained in step S4 to the image after the image conversion in step S2.
- Steps S 4, S 2 and S 5 constitute the second step of the present invention.
- an object in front of the iris is reflected on the corneal surface, so that reflection (specular reflection component) is often superimposed. If image conversion is performed on the iris region including the reflection, the processed image may become unnatural. In the present embodiment, in order to deal with such a problem, processing is performed by performing image conversion only on the diffuse reflection component after separating the reflection component, and then performing re-synthesis with the separated specular reflection component. This is to reduce the unnaturalness of the subsequent image.
- FIG. 14 is a diagram conceptually illustrating an example of image processing according to the present embodiment.
- the diffuse reflection image shown in FIG. 14 (b) and the specular reflection image shown in FIG. 14 (c) are obtained.
- image conversion for example, replacement in this case
- the image of FIG. 14 (d) is obtained.
- the image after the image conversion shown in FIG. 14 (d) and the specular reflection image shown in FIG. 14 (c) are added to obtain an image as shown in FIG. 14 (e).
- An arbitrary method can be used for the reflection component separation in step S4. For example, if the angle of incidence of the light source that causes specular reflection (reflection) is equal to the Pre-Uster angle, the diffuse reflection component and the specular reflection component can be completely separated using a polarizing filter. Of course, other methods may be used as long as the method can separate the diffuse reflection component and the specular reflection component.
- the image conversion in step S2 is not limited to the replacement, but may be the method described in the first embodiment or another method.
- the reflection (specular reflection) depending on the light source (iris foreground) at the time of photographing is separated, image conversion is performed only on the diffuse reflection image, and thereafter, the specular reflection image is converted. Since the image is recombined with the image, more natural image conversion can be performed.
- the fourth embodiment of the present invention relates to an iris authentication device corresponding to the case where embedding of a digital watermark is used for image conversion according to the first embodiment.
- FIG. 15 is a block diagram illustrating the configuration of the iris authentication device according to the present embodiment.
- the iris detection unit 30 detects an iris region of a human eye from an original image, and the rainbow detected by the iris detection unit 30.
- a control unit 33 is provided for controlling the execution / stop of the authentication operation of the authentication unit 31 according to the presence or absence of a digital watermark.
- the iris authentication device of FIG. 15 performs a predetermined operation, for example, stops the authentication operation, when an electronic watermark is embedded in the iris area image.
- a predetermined operation for example, stops the authentication operation, when an electronic watermark is embedded in the iris area image.
- image conversion 04804 embedded by image conversion 04804
- the iris detecting unit 30 detects the position of the iris area by performing the same processing as in step S1 in the first embodiment.
- the detected position of the iris region and the original image are sent to the authentication unit 31 and the electronic watermark detection unit 32.
- the authentication unit 31 performs iris authentication using the image of the iris area of the original image.
- a method of iris authentication for example, the method of Patent Document 1 can be used. Of course, other iris authentication methods may be used.
- the digital watermark detection unit 32 detects whether a predetermined digital watermark is embedded in the iris area of the original image. Information on the presence or absence of the obtained digital watermark is sent to the control unit 40. When the digital watermark is embedded, the control unit 40 determines that the iris image has been illegally acquired, and transmits a command to suspend the authentication to the authentication unit 31. As a result, the authentication operation in the authentication unit 31 is stopped.
- the predetermined processing when the digital watermark is embedded in the iris area is not only to stop the authentication operation but also to detect that there is a possibility of unauthorized authentication, for example, in a security room, security company, police, etc. It is possible to notify the organization at a predetermined place.
- a predetermined operation such as a stop of the authentication operation is performed, so that impersonation authentication to another person can be prevented.
- the digital watermark when the digital watermark is embedded in the iris image, it is determined that the digital watermark has been obtained improperly. Conversely, the digital watermark is determined by the photographing means of the iris authentication device. If an electronic watermark is not embedded in the iris image, the iris image is obtained illegally by sending an image signal to the iris detection unit without passing through the imaging means. You may decide to. In this case, the control unit 40 stops the authentication operation of the authentication unit 31 when the digital watermark is not embedded. Industrial applicability
- the present invention makes it impossible to extract characteristic data unique to the person from the iris image. For example, in personal authentication using the iris image, impersonation authentication to another person can be prevented.
Abstract
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Priority Applications (5)
Application Number | Priority Date | Filing Date | Title |
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JP2004553533A JP3768225B2 (ja) | 2003-04-02 | 2004-04-01 | 画像処理方法、画像処理装置、撮影装置および画像出力装置 |
US10/509,462 US7519199B2 (en) | 2003-04-02 | 2004-04-01 | Image processing method, image processor, photographic apparatus, image output unit and iris verify unit |
EP04725200.2A EP1615171B1 (en) | 2003-04-02 | 2004-04-01 | Image processing method, image processor, photographing apparatus, image output unit and iris verify unit |
US12/358,939 US7734069B2 (en) | 2003-04-02 | 2009-01-23 | Image processing method, image processor, photographic apparatus, image output unit and iris verify unit |
US12/366,221 US7664295B2 (en) | 2003-04-02 | 2009-02-05 | Image processing method, image processor, photographic apparatus, image output unit and iris verify unit |
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JP2003098812 | 2003-04-02 | ||
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US10/509,462 A-371-Of-International US7519199B2 (en) | 2003-04-02 | 2004-04-01 | Image processing method, image processor, photographic apparatus, image output unit and iris verify unit |
US12/358,939 Division US7734069B2 (en) | 2003-04-02 | 2009-01-23 | Image processing method, image processor, photographic apparatus, image output unit and iris verify unit |
US12/366,221 Division US7664295B2 (en) | 2003-04-02 | 2009-02-05 | Image processing method, image processor, photographic apparatus, image output unit and iris verify unit |
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Cited By (12)
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JP2008123207A (ja) * | 2006-11-10 | 2008-05-29 | Sony Corp | 登録装置、照合装置、登録方法、照合方法及びプログラム |
JP2008123206A (ja) * | 2006-11-10 | 2008-05-29 | Sony Corp | 登録装置、照合装置、登録方法、照合方法及びプログラム |
WO2008111340A1 (ja) * | 2007-03-12 | 2008-09-18 | Oki Electric Industry Co., Ltd. | 生体認証装置、生体認証方法およびプログラム |
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Also Published As
Publication number | Publication date |
---|---|
EP1615171A4 (en) | 2011-06-15 |
US20090161965A1 (en) | 2009-06-25 |
US7519199B2 (en) | 2009-04-14 |
JPWO2004090814A1 (ja) | 2006-07-06 |
EP1615171B1 (en) | 2016-06-01 |
US7664295B2 (en) | 2010-02-16 |
EP1615171A1 (en) | 2006-01-11 |
US7734069B2 (en) | 2010-06-08 |
US20090141946A1 (en) | 2009-06-04 |
JP3768225B2 (ja) | 2006-04-19 |
US20050226470A1 (en) | 2005-10-13 |
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