This application is a 371 National Phase application from international application PCT/IB2017/055380 filed Sep. 6, 2017.
Embodiments disclosed herein relate in general to digital cameras and in particular to dual-aperture digital cameras.
Digital camera modules are currently being incorporated into a variety of host devices. Such host devices include cellular telephones (e.g. smartphones), personal data assistants (PDAs), computers, and so forth. Some of these host devices include two or more digital camera modules (also referred to as optical imaging sub-systems or “sub-cameras”). When two such modules are used for example as “back” cameras in a smartphone, the back cameras provide a dual-aperture imaging system, also referred to a “dual-aperture camera”. A number of smartphone manufacturers already include dual-aperture cameras in their products.
Dual-aperture cameras disclosed by at least some of the present inventors may be found for example in U.S. Pat. Nos. 9,185,291, 9,392,188 and 9,413,972. In a dual-aperture digital camera, each sub-camera includes one or more lenses and/or other optical elements which define an aperture such that received electro-magnetic radiation is imaged by the optical sub-system and a resulting image is directed towards a two-dimensional (2D) pixelated image sensor region. The image sensor (or simply “sensor”) region is configured to receive the image and to generate a set of image data based on the image. The digital camera may be aligned to receive electromagnetic radiation associated with scenery having a given set of one or more objects. The set of image data may be represented as digital image data, as well known in the art. Hereinafter in this description, “image” “image data” and “digital image data” may be used interchangeably. Also, “object” and “scene” may be used interchangeably. As used herein, the term “object” is an entity in the real world imaged to a point or pixel in the image.
A sensor and its associated lens form a lens/sensor combination. The two lenses of a dual-aperture camera have different focal lengths. Thus, even though each lens/sensor combination is aligned to look in the same direction, each captures an image of the same subject but with two different fields of view (FOVs). In such cases, one camera and its lens and sensor are commonly called “Wide” and the other camera and its sensor and lens are commonly called “Tele”. Each sensor provides a separate image, referred to respectively as “Wide” (or “W”) and “Tele” (or “T”) images. A Wide image reflects a wider FOV (marked FOVW) than a Tele image (where the FOV is marked FOVT). The Wide image also has lower resolution than the Tele image.
Depth maps and associated methods to obtain such maps using multi-cameras (and in particular dual-aperture cameras) are known. A depth map is a rendition of depth values for all the pixels in an image. If one can calculate the depth value of each pixel, then in essence one gets a depth map. The depth map can be extracted or calculated from a disparity map (a rendition of disparity for each pixel) plus from additional information discussed below.
A depth map obtained with a dual-aperture camera is referred to as “stereoscopic” depth map. In some dual-aperture cameras, one (“reference”) camera is equipped with a Wide lens and with a Phase-Detection (PD) sensor. The second camera is equipped with a Tele lens, so that the overlapping field of view of the two cameras is partial relative to the FOV reference camera. The region of the Tele FOV that overlaps the Wide FOV is referred to as “overlap region”. All regions in the Wide FOV that are not overlapped by the Tele FOV are referred to as “non-overlap regions”. Alternatively, in some embodiments both cameras may be equipped with a 2PD sensor, i.e. a sensor in which each sensor pixel is divided into 2 sub-pixels and supports depth estimation via calculation of disparity between the image produced by all the right sub-pixels and that produced by all left sub-pixels. PD sensors take advantage of multiple micro-lenses (or partially covered micro-lenses) to detect pixels in and out of focus. Micro-lenses are calibrated so that objects in focus are projected onto the sensor plane at the same location relative to the lens, see
All known methods to obtain depth maps using dual or multi-aperture cameras suffer from the problem that while the depth map is accurate in an overlap region, it is inaccurate in the non-overlap region. For camera arrays where the FOV of the modules is different (e.g. dual- or multi-aperture cameras with Wide and Tele lenses), a fine and absolute depth map can be extracted only for the overlap region using mainly the stereoscopic information. No absolute depth map can be obtained for the non-overlap regions. There is therefore a need for and it would be advantageous to have systems and methods to extend the absolute depth information to the non-overlap regions as well. Further, it would be advantageous to enhance the accuracy of the depth map in the overlap region, by relying on additional information from 2PD sensor(s).
In an exemplary embodiment there is provided a method comprising providing an imaging system having a first camera with a first FOV and a second camera with a second FOV smaller than the first FOV, wherein the first FOV and the second FOV overlap over an overlap region, calculating a stereoscopic depth map in the overlap region using respective image information provided by the first and second cameras, obtaining a first camera 2 sub-pixel phase detection (2PD) disparity map in the entire first FOV, and improving the stereoscopic depth map or the 2PD depth map in at least the overlap region using the stereoscopic depth map in the overlap region and/or the first camera 2PD disparity map in the entire first FOV.
In an exemplary embodiment, the improving the stereoscopic depth map or the 2PD depth map in at least the overlap region includes using the stereoscopic depth map in the overlap region and/or the first camera 2PD disparity map in the entire first FOV to provide a calibrated 2PD depth map in the entire first FOV.
In an exemplary embodiment, the calculating a stereoscopic depth map in the overlap region includes calculating an absolute stereoscopic depth map in the overlap region.
In an exemplary embodiment, the calculating an absolute stereoscopic depth map in the overlap region includes cropping the image information provided by the first camera to match the second FOV so that disparity at infinity is zero.
In an exemplary embodiment, the using the stereoscopic depth map in the overlap region and the first camera 2PD disparity map in the entire first FOV to provide a calibrated PD depth map in the entire first FOV includes converting disparities in the first camera 2PD disparity map in the entire first FOV from pixel units into calibrated physical units based on the calibrated result of a stereo disparity.
In an exemplary embodiment, the improving the stereoscopic depth map or the 2PD depth map in at least the overlap region includes using the 2PD depth map to improve the stereoscopic depth map in the overlap region.
In an exemplary embodiment, the obtaining a 2PD depth map in the entire first FOV includes obtaining the 2PD depth map using a first camera image sensor.
In an exemplary embodiment, the obtaining a 2PD depth map in the entire first FOV includes obtaining the 2PD depth map using a first camera image sensor and a second camera image sensor.
Non-limiting examples of embodiments disclosed herein are described below with reference to figures attached hereto that are listed following this paragraph. The drawings and descriptions are meant to illuminate and clarify embodiments disclosed herein, and should not be considered limiting in any way. Like elements in different drawings may be indicated by like numerals. Elements in the drawings are not necessarily drawn to scale.
An exemplary embodiment of a method to extend the absolute depth information obtained by stereoscopic vision in the overlap region to the non-overlap region as well is described next, with reference to
In a step 602, provide Wide and Tele images having respective Wide and Tele field of view (FOVs)
In a step 604, crop the Wide image so that disparity at infinity is zero to provide a cropped Wide image. This prepares the Wide camera image for depth calculation.
In a step 606, calculate stereoscopic disparity (in absolute physical units) in the overlap region using the cropped Wide image and the Tele image to output a disparity map in absolute physical units in the overlap region. Such a disparity map has zero-disparity at infinity and in general follows equation 1:
where Z is the reference (in this case Wide) camera-to-object distance in physical units (e.g. in mm), Fwide the focal length of the Wide camera, d1 the distance between the centers of the main lenses (baseline) and D1 is the disparity in pixels (see
where Z is the camera-to-object distance in physical units (e.g. mm), Fwide the focal length of the Wide camera, d2 is approximately equal to 0.5×m where m is the diameter of the wide camera lens aperture and, Dinfinity is the disparity of objects at infinity and D2 the disparity in pixels, dependent on focal position (see
Using Dinfinity, the disparities in the non-overlap region can now be converted into calibrated physical units, by applying equation 2.
Alternatively or in addition to the extension of the absolute depth information obtained by stereoscopic vision in the overlap region to the non-overlap region, one may use the 2PD disparity map from step 608 above to enhance the result of stereoscopic disparity, step 612. The 2PD disparities may be obtained from the Wide camera alone, of from both the Wide and Tele cameras. The 2PD disparity map can be used to define a local search range for the stereoscopic algorithm. 2PD disparity can be calculated along a vertical (e.g. Y) axis, while stereoscopic disparity can be calculated along a horizontal (e.g. X) axis, or vice-versa (depending on hardware assembly). Objects lying along a single axis will be better detected by one calculation than by the other (i.e. by 2PD disparity vs. stereoscopic disparity or vice versa). Such objects are detected and greater reliability is assigned to the appropriate choice.
The level of disagreement between the depth calculated by the 2PD disparity and the depth calculated by stereoscopic disparity algorithms can be used as a reliability measure per pixel. For example, after the calibration of the 2PD disparity map (using steps 600-610 above for the overlap region only), one may compare the depth calculated by both methods. In case of significant disagreement (for example, if the stereoscopic disparity method can reach an accuracy of ±1 pixel, “significant disagreement” may be defined as more than 2 pixels), this depth value can be considered unreliable and marked as an outlier.
In conclusion, using either steps 600-610 or steps 600-608 plus the enhancement of stereoscopic disparity described above, the entire FOV of the Wide camera will have absolute disparity values (i.e. true physical distance to an object), with the overlap region obtaining these absolute values from the stereoscopic+2PD values and the non-overlap region obtaining these absolute values based on Equation 3.
While this disclosure has been described in terms of certain embodiments and generally associated methods, alterations and permutations of the embodiments and methods will be apparent to those skilled in the art. For example, while the usage of 2 cameras for depth calculation is described in some detail, depth information may be extracted from multiple (>2) cameras as well. The disclosure is to be understood as not limited by the specific embodiments described herein.
All references mentioned in this application are hereby incorporated by reference in their entirety for all purposes set forth herein. It is emphasized that citation or identification of any reference in this application shall not be construed as an admission that such a reference is available or admitted as prior art.
| Filing Document | Filing Date | Country | Kind |
|---|---|---|---|
| PCT/IB2017/055380 | 9/6/2017 | WO | 00 |
| Publishing Document | Publishing Date | Country | Kind |
|---|---|---|---|
| WO2019/048904 | 3/14/2019 | WO | A |
| Number | Name | Date | Kind |
|---|---|---|---|
| 4199785 | McCullough et al. | Apr 1980 | A |
| 5005083 | Grage et al. | Apr 1991 | A |
| 5032917 | Aschwanden | Jul 1991 | A |
| 5041852 | Misawa et al. | Aug 1991 | A |
| 5051830 | von Hoessle | Sep 1991 | A |
| 5099263 | Matsumoto et al. | Mar 1992 | A |
| 5248971 | Mandl | Sep 1993 | A |
| 5287093 | Amano et al. | Feb 1994 | A |
| 5436660 | Sakamoto | Jul 1995 | A |
| 5444478 | Lelong et al. | Aug 1995 | A |
| 5459520 | Sasaki | Oct 1995 | A |
| 5657402 | Bender et al. | Aug 1997 | A |
| 5682198 | Katayama et al. | Oct 1997 | A |
| 5768443 | Michael et al. | Jun 1998 | A |
| 5926190 | Turkowski et al. | Jul 1999 | A |
| 5940641 | McIntyre et al. | Aug 1999 | A |
| 5982951 | Katayama et al. | Nov 1999 | A |
| 6101334 | Fantone | Aug 2000 | A |
| 6128416 | Oura | Oct 2000 | A |
| 6148120 | Sussman | Nov 2000 | A |
| 6208765 | Bergen | Mar 2001 | B1 |
| 6268611 | Pettersson et al. | Jul 2001 | B1 |
| 6549215 | Jouppi | Apr 2003 | B2 |
| 6611289 | Yu et al. | Aug 2003 | B1 |
| 6643416 | Daniels et al. | Nov 2003 | B1 |
| 6650368 | Doron | Nov 2003 | B1 |
| 6680748 | Monti | Jan 2004 | B1 |
| 6714665 | Hanna et al. | Mar 2004 | B1 |
| 6724421 | Glatt | Apr 2004 | B1 |
| 6738073 | Park et al. | May 2004 | B2 |
| 6741250 | Furlan et al. | May 2004 | B1 |
| 6750903 | Miyatake et al. | Jun 2004 | B1 |
| 6778207 | Lee et al. | Aug 2004 | B1 |
| 7002583 | Rabb, III | Feb 2006 | B2 |
| 7015954 | Foote et al. | Mar 2006 | B1 |
| 7038716 | Klein et al. | May 2006 | B2 |
| 7199348 | Olsen et al. | Apr 2007 | B2 |
| 7206136 | Labaziewicz et al. | Apr 2007 | B2 |
| 7248294 | Slatter | Jul 2007 | B2 |
| 7256944 | Labaziewicz et al. | Aug 2007 | B2 |
| 7305180 | Labaziewicz et al. | Dec 2007 | B2 |
| 7339621 | Fortier | Mar 2008 | B2 |
| 7346217 | Gold, Jr. | Mar 2008 | B1 |
| 7365793 | Cheatle et al. | Apr 2008 | B2 |
| 7411610 | Doyle | Aug 2008 | B2 |
| 7424218 | Baudisch et al. | Sep 2008 | B2 |
| 7509041 | Hosono | Mar 2009 | B2 |
| 7533819 | Barkan et al. | May 2009 | B2 |
| 7619683 | Davis | Nov 2009 | B2 |
| 7738016 | Toyofuku | Jun 2010 | B2 |
| 7773121 | Huntsberger et al. | Aug 2010 | B1 |
| 7809256 | Kuroda et al. | Oct 2010 | B2 |
| 7880776 | LeGall et al. | Feb 2011 | B2 |
| 7918398 | Li et al. | Apr 2011 | B2 |
| 7964835 | Olsen et al. | Jun 2011 | B2 |
| 7978239 | Deever et al. | Jul 2011 | B2 |
| 8115825 | Culbert et al. | Feb 2012 | B2 |
| 8149327 | Lin et al. | Apr 2012 | B2 |
| 8154610 | Jo et al. | Apr 2012 | B2 |
| 8238695 | Davey et al. | Aug 2012 | B1 |
| 3274552 | Dahi et al. | Sep 2012 | A1 |
| 8390729 | Long et al. | Mar 2013 | B2 |
| 8391697 | Cho et al. | Mar 2013 | B2 |
| 8400555 | Georgiev et al. | Mar 2013 | B1 |
| 8439265 | Ferren et al. | May 2013 | B2 |
| 8446484 | Muukki et al. | May 2013 | B2 |
| 8483452 | Ueda et al. | Jul 2013 | B2 |
| 8514491 | Duparre | Aug 2013 | B2 |
| 8547389 | Hoppe et al. | Oct 2013 | B2 |
| 8553106 | Scarff | Oct 2013 | B2 |
| 8587691 | Takane | Nov 2013 | B2 |
| 8619148 | Watts et al. | Dec 2013 | B1 |
| 8803990 | Smith | Aug 2014 | B2 |
| 8976255 | Matsuoto et al. | Mar 2015 | B2 |
| 9019387 | Nakano | Apr 2015 | B2 |
| 9025073 | Attar et al. | May 2015 | B2 |
| 9025077 | Attar et al. | May 2015 | B2 |
| 9041835 | Honda | May 2015 | B2 |
| 9137447 | Shibuno | Sep 2015 | B2 |
| 9185291 | Shabtay et al. | Nov 2015 | B1 |
| 9215377 | Sokeila et al. | Dec 2015 | B2 |
| 9215385 | Luo | Dec 2015 | B2 |
| 9270875 | Brisedoux et al. | Feb 2016 | B2 |
| 9286680 | Jiang et al. | Mar 2016 | B1 |
| 9344626 | Silverstein et al. | May 2016 | B2 |
| 9360671 | Zhou | Jun 2016 | B1 |
| 9369621 | Malone et al. | Jun 2016 | B2 |
| 9392188 | Shabtay et al. | Jul 2016 | B2 |
| 9413930 | Geerds | Aug 2016 | B2 |
| 9413972 | Shabtay et al. | Aug 2016 | B2 |
| 9413984 | Attar et al. | Aug 2016 | B2 |
| 9420180 | Jin | Aug 2016 | B2 |
| 9438792 | Nakada et al. | Sep 2016 | B2 |
| 9485432 | Medasani et al. | Nov 2016 | B1 |
| 9578257 | Attar et al. | Feb 2017 | B2 |
| 9618748 | Munger et al. | Apr 2017 | B2 |
| 9681057 | Attar et al. | Jun 2017 | B2 |
| 9723220 | Sugie | Aug 2017 | B2 |
| 9736365 | Laroia | Aug 2017 | B2 |
| 9736391 | Du et al. | Aug 2017 | B2 |
| 9768310 | Ahn et al. | Sep 2017 | B2 |
| 9800798 | Ravirala et al. | Oct 2017 | B2 |
| 9851803 | Fisher et al. | Dec 2017 | B2 |
| 9894287 | Qian et al. | Feb 2018 | B2 |
| 9900522 | Lu | Feb 2018 | B2 |
| 9927600 | Goldenberg et al. | Mar 2018 | B2 |
| 20020005902 | Yuen | Jan 2002 | A1 |
| 20020030163 | Zhang | Mar 2002 | A1 |
| 20020063711 | Park et al. | May 2002 | A1 |
| 20020075258 | Park et al. | Jun 2002 | A1 |
| 20020122113 | Foote | Sep 2002 | A1 |
| 20020167741 | Koiwai et al. | Nov 2002 | A1 |
| 20030030729 | Prentice et al. | Feb 2003 | A1 |
| 20030093805 | Gin | May 2003 | A1 |
| 20030160886 | Misawa et al. | Aug 2003 | A1 |
| 20030202113 | Yoshikawa | Oct 2003 | A1 |
| 20040008773 | Itokawa | Jan 2004 | A1 |
| 20040012683 | Yamasaki et al. | Jan 2004 | A1 |
| 20040017386 | Liu et al. | Jan 2004 | A1 |
| 20040027367 | Pilu | Feb 2004 | A1 |
| 20040061788 | Bateman | Apr 2004 | A1 |
| 20040141065 | Hara et al. | Jul 2004 | A1 |
| 20040141086 | Mihara | Jul 2004 | A1 |
| 20040240052 | Minefuji et al. | Dec 2004 | A1 |
| 20050013509 | Samadani | Jan 2005 | A1 |
| 20050046740 | Davis | Mar 2005 | A1 |
| 20050157184 | Nakanishi et al. | Jul 2005 | A1 |
| 20050168834 | Matsumoto et al. | Aug 2005 | A1 |
| 20050185049 | Iwai et al. | Aug 2005 | A1 |
| 20050200718 | Lee | Sep 2005 | A1 |
| 20060054782 | Olsen et al. | Mar 2006 | A1 |
| 20060056056 | Ahiska et al. | Mar 2006 | A1 |
| 20060067672 | Washisu et al. | Mar 2006 | A1 |
| 20060102907 | Lee et al. | May 2006 | A1 |
| 20060125937 | LeGall et al. | Jun 2006 | A1 |
| 20060170793 | Pasquarette et al. | Aug 2006 | A1 |
| 20060175549 | Miller et al. | Aug 2006 | A1 |
| 20060187310 | Janson et al. | Aug 2006 | A1 |
| 20060187322 | Janson et al. | Aug 2006 | A1 |
| 20060187338 | May et al. | Aug 2006 | A1 |
| 20060227236 | Pak | Oct 2006 | A1 |
| 20070024737 | Nakamura et al. | Feb 2007 | A1 |
| 20070126911 | Nanjo | Jun 2007 | A1 |
| 20070177025 | Kopet et al. | Aug 2007 | A1 |
| 20070188653 | Pollock et al. | Aug 2007 | A1 |
| 20070189386 | Imagawa et al. | Aug 2007 | A1 |
| 20070247522 | Holliman | Oct 2007 | A1 |
| 20070257184 | Olsen et al. | Nov 2007 | A1 |
| 20070285550 | Son | Dec 2007 | A1 |
| 20080017557 | Witdouck | Jan 2008 | A1 |
| 20080024614 | Li et al. | Jan 2008 | A1 |
| 20080025634 | Border et al. | Jan 2008 | A1 |
| 20080030592 | Border et al. | Feb 2008 | A1 |
| 20080030611 | Jenkins | Feb 2008 | A1 |
| 20080084484 | Ochi et al. | Apr 2008 | A1 |
| 20080106629 | Kurtz et al. | May 2008 | A1 |
| 20080117316 | Orimoto | May 2008 | A1 |
| 20080129831 | Cho et al. | Jun 2008 | A1 |
| 20080218611 | Parulski et al. | Sep 2008 | A1 |
| 20080218612 | Border et al. | Sep 2008 | A1 |
| 20080218613 | Janson et al. | Sep 2008 | A1 |
| 20080219654 | Border et al. | Sep 2008 | A1 |
| 20090086074 | Li et al. | Apr 2009 | A1 |
| 20090109556 | Shimizu et al. | Apr 2009 | A1 |
| 20090122195 | Van Baar et al. | May 2009 | A1 |
| 20090122406 | Rouvinen et al. | May 2009 | A1 |
| 20090128644 | Camp et al. | May 2009 | A1 |
| 20090219547 | Kauhanen et al. | Sep 2009 | A1 |
| 20090252484 | Hasuda et al. | Oct 2009 | A1 |
| 20090295949 | Ojala | Dec 2009 | A1 |
| 20090324135 | Kondo et al. | Dec 2009 | A1 |
| 20100013906 | Border et al. | Jan 2010 | A1 |
| 20100020221 | Tupman et al. | Jan 2010 | A1 |
| 20100060746 | Olsen et al. | Mar 2010 | A9 |
| 20100097444 | Lablans | Apr 2010 | A1 |
| 20100103194 | Chen et al. | Apr 2010 | A1 |
| 20100165131 | Makimoto et al. | Jul 2010 | A1 |
| 20100196001 | Ryynänen et al. | Aug 2010 | A1 |
| 20100238327 | Griffith et al. | Sep 2010 | A1 |
| 20100259836 | Kang et al. | Oct 2010 | A1 |
| 20100283842 | Guissin et al. | Nov 2010 | A1 |
| 20100321494 | Peterson et al. | Dec 2010 | A1 |
| 20110058320 | Kim et al. | Mar 2011 | A1 |
| 20110063417 | Peters et al. | Mar 2011 | A1 |
| 20110063446 | McMordie et al. | Mar 2011 | A1 |
| 20110064327 | Dagher et al. | Mar 2011 | A1 |
| 20110080487 | Venkataraman et al. | Apr 2011 | A1 |
| 20110128288 | Petrou et al. | Jun 2011 | A1 |
| 20110164172 | Shintani et al. | Jul 2011 | A1 |
| 20110188736 | Xu | Aug 2011 | A1 |
| 20110229054 | Weston et al. | Sep 2011 | A1 |
| 20110234798 | Chou | Sep 2011 | A1 |
| 20110234853 | Hayashi et al. | Sep 2011 | A1 |
| 20110234881 | Wakabayashi et al. | Sep 2011 | A1 |
| 20110242286 | Pace et al. | Oct 2011 | A1 |
| 20110242355 | Goma et al. | Oct 2011 | A1 |
| 20110298966 | Kirschstein et al. | Dec 2011 | A1 |
| 20120026366 | Golan et al. | Feb 2012 | A1 |
| 20120044372 | Cote et al. | Feb 2012 | A1 |
| 20120062780 | Morihisa | Mar 2012 | A1 |
| 20120069235 | Imai | Mar 2012 | A1 |
| 20120075489 | Nishihara | Mar 2012 | A1 |
| 20120105579 | Jeon et al. | May 2012 | A1 |
| 20120124525 | Kang | May 2012 | A1 |
| 20120154547 | Aizawa | Jun 2012 | A1 |
| 20120154614 | Moriya et al. | Jun 2012 | A1 |
| 20120196648 | Havens et al. | Aug 2012 | A1 |
| 20120229663 | Nelson et al. | Sep 2012 | A1 |
| 20120249815 | Bohn et al. | Oct 2012 | A1 |
| 20120287315 | Huang et al. | Nov 2012 | A1 |
| 20120320467 | Baik et al. | Dec 2012 | A1 |
| 20130002928 | Imai | Jan 2013 | A1 |
| 20130016427 | Sugawara | Jan 2013 | A1 |
| 20130063629 | Webster et al. | Mar 2013 | A1 |
| 20130076922 | Shihoh et al. | Mar 2013 | A1 |
| 20130093842 | Yahata | Apr 2013 | A1 |
| 20130094126 | Rappoport et al. | Apr 2013 | A1 |
| 20130113894 | Mirlay | May 2013 | A1 |
| 20130135445 | Dahl et al. | May 2013 | A1 |
| 20130155176 | Paripally et al. | Jun 2013 | A1 |
| 20130182150 | Asakura | Jul 2013 | A1 |
| 20130201360 | Song | Aug 2013 | A1 |
| 20130202273 | Ouedraogo et al. | Aug 2013 | A1 |
| 20130235224 | Park et al. | Sep 2013 | A1 |
| 20130250150 | Malone et al. | Sep 2013 | A1 |
| 20130258044 | Betts-LaCroix | Oct 2013 | A1 |
| 20130270419 | Singh et al. | Oct 2013 | A1 |
| 20130278785 | Nomura et al. | Oct 2013 | A1 |
| 20130321668 | Kamath | Dec 2013 | A1 |
| 20140009631 | Topliss | Jan 2014 | A1 |
| 20140049615 | Uwagawa | Feb 2014 | A1 |
| 20140118584 | Lee et al. | May 2014 | A1 |
| 20140192238 | Attar et al. | Jul 2014 | A1 |
| 20140192253 | Laroia | Jul 2014 | A1 |
| 20140218587 | Shah | Aug 2014 | A1 |
| 20140313316 | Olsson et al. | Oct 2014 | A1 |
| 20140362242 | Takizawa | Dec 2014 | A1 |
| 20150002683 | Hu et al. | Jan 2015 | A1 |
| 20150042870 | Chan et al. | Feb 2015 | A1 |
| 20150070781 | Cheng et al. | Mar 2015 | A1 |
| 20150092066 | Geiss et al. | Apr 2015 | A1 |
| 20150103147 | Ho et al. | Apr 2015 | A1 |
| 20150138381 | Ahn | May 2015 | A1 |
| 20150146029 | Venkataraman et al. | May 2015 | A1 |
| 20150154776 | Zhang et al. | Jun 2015 | A1 |
| 20150162048 | Hirata et al. | Jun 2015 | A1 |
| 20150195458 | Nakayama et al. | Jul 2015 | A1 |
| 20150215516 | Dolgin | Jul 2015 | A1 |
| 20150237280 | Choi et al. | Aug 2015 | A1 |
| 20150242994 | Shen | Aug 2015 | A1 |
| 20150244906 | Wu et al. | Aug 2015 | A1 |
| 20150253543 | Mercado | Sep 2015 | A1 |
| 20150253647 | Mercado | Sep 2015 | A1 |
| 20150261299 | Wajs | Sep 2015 | A1 |
| 20150271471 | Hsieh et al. | Sep 2015 | A1 |
| 20150281678 | Park et al. | Oct 2015 | A1 |
| 20150286033 | Osborne | Oct 2015 | A1 |
| 20150316744 | Chen | Nov 2015 | A1 |
| 20150334309 | Peng et al. | Nov 2015 | A1 |
| 20160044250 | Shabtay et al. | Feb 2016 | A1 |
| 20160070088 | Koguchi | Mar 2016 | A1 |
| 20160154202 | Wippermann et al. | Jun 2016 | A1 |
| 20160154204 | Lim et al. | Jun 2016 | A1 |
| 20160212358 | Shikata | Jul 2016 | A1 |
| 20160212418 | Demirdjian et al. | Jul 2016 | A1 |
| 20160241751 | Park | Aug 2016 | A1 |
| 20160291295 | Shabtay et al. | Oct 2016 | A1 |
| 20160295112 | Georgiev et al. | Oct 2016 | A1 |
| 20160301840 | Du et al. | Oct 2016 | A1 |
| 20160353008 | Osborne | Dec 2016 | A1 |
| 20160353012 | Kao et al. | Dec 2016 | A1 |
| 20170019616 | Zhu et al. | Jan 2017 | A1 |
| 20170070731 | Darling et al. | Mar 2017 | A1 |
| 20170118399 | Kim et al. | Apr 2017 | A1 |
| 20170187962 | Lee et al. | Jun 2017 | A1 |
| 20170214846 | Du et al. | Jul 2017 | A1 |
| 20170214866 | Zhu et al. | Jul 2017 | A1 |
| 20170242225 | Fiske | Aug 2017 | A1 |
| 20170289458 | Song et al. | Oct 2017 | A1 |
| 20180013944 | Evans, V et al. | Jan 2018 | A1 |
| 20180017844 | Yu et al. | Jan 2018 | A1 |
| 20180024329 | Goldenberg et al. | Jan 2018 | A1 |
| 20180059379 | Chou | Mar 2018 | A1 |
| 20180120674 | Avivi et al. | May 2018 | A1 |
| 20180150973 | Tang et al. | May 2018 | A1 |
| 20180176426 | Wei et al. | Jun 2018 | A1 |
| 20180198897 | Tang et al. | Jul 2018 | A1 |
| 20180241922 | Baldwin et al. | Aug 2018 | A1 |
| 20180295292 | Lee et al. | Oct 2018 | A1 |
| 20180300901 | Wakai et al. | Oct 2018 | A1 |
| 20190121103 | Bachar et al. | Apr 2019 | A1 |
| Number | Date | Country |
|---|---|---|
| 101276415 | Oct 2008 | CN |
| 201514511 | Jun 2010 | CN |
| 102739949 | Oct 2012 | CN |
| 103024272 | Apr 2013 | CN |
| 103841404 | Jun 2014 | CN |
| 1536633 | Jun 2005 | EP |
| 1780567 | May 2007 | EP |
| 2523450 | Nov 2012 | EP |
| S59191146 | Oct 1984 | JP |
| 04211230 | Aug 1992 | JP |
| H07318864 | Dec 1995 | JP |
| 08271976 | Oct 1996 | JP |
| 2002010276 | Jan 2002 | JP |
| 2003298920 | Oct 2003 | JP |
| 2004133054 | Apr 2004 | JP |
| 2004245982 | Sep 2004 | JP |
| 2005099265 | Apr 2005 | JP |
| 2006238325 | Sep 2006 | JP |
| 2007228006 | Sep 2007 | JP |
| 2007306282 | Nov 2007 | JP |
| 2008076485 | Apr 2008 | JP |
| 2010204341 | Sep 2010 | JP |
| 2011085666 | Apr 2011 | JP |
| 2013106289 | May 2013 | JP |
| 20070005946 | Jan 2007 | KR |
| 20090058229 | Jun 2009 | KR |
| 20100008936 | Jan 2010 | KR |
| 20140014787 | Feb 2014 | KR |
| 101477178 | Dec 2014 | KR |
| 20140144126 | Dec 2014 | KR |
| 20150118012 | Oct 2015 | KR |
| 2000027131 | May 2000 | WO |
| 2004084542 | Sep 2004 | WO |
| 2006008805 | Jan 2006 | WO |
| 2010122841 | Oct 2010 | WO |
| 2014072818 | May 2014 | WO |
| 2017025822 | Feb 2017 | WO |
| 2017037688 | Mar 2017 | WO |
| 2018130898 | Jul 2018 | WO |
| Entry |
|---|
| International Search Report and Written Opinion issued in related PCT patent application PCT/IB2017/055380, dated Jan. 26, 2018. 7 pages. |
| Statistical Modeling and Performance Characterization of a Real-Time Dual Camera Surveillance System, Greienhagen et al., Publisher: IEEE, 2000, 8 pages. |
| A 3MPixel Multi-Aperture Image Sensor with 0.7 μm Pixels in 0.11 μm CMOS, Fife et al., Stanford University, 2008, 3 pages. |
| Dual camera intelligent sensor for high definition 360 degrees surveillance, Scotti et al., Publisher: IET, May 9, 2000, 8 pages. |
| Dual-sensor foveated imaging system, Hua et al., Publisher: Optical Society of America, Jan. 14, 2008, 11 pages. |
| Defocus Video Matting, McGuire et al., Publisher: ACM SIGGRAPH, Jul. 31, 2005, 11 pages. |
| Compact multi-aperture imaging with high angular resolution, Santacana et al., Publisher: Optical Society of America, 2015, 10 pages. |
| Multi-Aperture Photography, Green et al., Publisher: Mitsubishi Electric Research Laboratories, Inc., Jul. 2007, 10 pages. |
| Multispectral Bilateral Video Fusion, Bennett et al., Publisher: IEEE, May 2007, 10 pages. |
| Super-resolution imaging using a camera an-ay, Santacana et al., Publisher: Optical Society of America, 2014, 6 pages. |
| Optical Splitting Trees for High-Precision Monocular Imaging, McGuire et al., Publisher: IEEE, 2007, 11 pages. |
| High Performance Imaging Using Large Camera Arrays, Wilburn et al., Publisher: Association for Computing Machinery, Inc., 2005, 12 pages. |
| Real-time Edge-Aware Image Processing with the Bilateral Grid, Chen et al., Publisher: ACM SIGGRAPH, 9 pages. |
| Superimposed multi-resolution imaging, Caries et al., Publisher: Optical Society of America, 2017, 13 pages. |
| Viewfinder Alignment, Adams et al., Publisher: EUROGRAPHICS, 2008, 10 pages. |
| Dual-Camera System for Multi-Level Activity Recognition, Bodor et al., Publisher: IEEE, Oct. 2014, 6 pages. |
| Engineered to the task: Why camera-phone cameras are different, Giles Humpston, Publisher: Solid State Technology, Jun. 2009, 3 pages. |
| Number | Date | Country | |
|---|---|---|---|
| 20200221064 A1 | Jul 2020 | US |