Ex Parte Shi et alDownload PDFPatent Trial and Appeal BoardJul 31, 201814791946 (P.T.A.B. Jul. 31, 2018) Copy Citation UNITED STA TES p A TENT AND TRADEMARK OFFICE APPLICATION NO. FILING DATE FIRST NAMED INVENTOR 14/791,946 07/06/2015 153508 7590 08/02/2018 Honigman Miller Schwartz and Cohn LLP/Magna 650 Trade Centre Way Suite 200 KALAMAZOO, MI 49002-0402 UNITED ST A TES OF AMERICA Bin Shi UNITED STATES DEPARTMENT OF COMMERCE United States Patent and Trademark Office Address: COMMISSIONER FOR PATENTS P.O. Box 1450 Alexandria, Virginia 22313-1450 www .uspto.gov ATTORNEY DOCKET NO. CONFIRMATION NO. MAG04-P2597-423858 7284 EXAMINER GREENE, JOSEPH L ART UNIT PAPER NUMBER 2452 NOTIFICATION DATE DELIVERY MODE 08/02/2018 ELECTRONIC Please find below and/or attached an Office communication concerning this application or proceeding. The time period for reply, if any, is set in the attached communication. Notice of the Office communication was sent electronically on above-indicated "Notification Date" to the following e-mail address(es): patent@honigman.com tflory@honigman.com asytsma@honigman.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte BIN SHI, GHANSHY AM RA THI, SHARON ZIBMAN, TOM PEROVIC, NIKHIL GUPTA, HILDA F ARAJI, and YONG ZHOU1 Appeal2018-001313 Application 14/791,946 Technology Center 2400 Before CARLA M. KRIVAK, HUNG H. BUI, and JON J. JURGOVAN, Administrative Patent Judges. KRIVAK, Administrative Patent Judge. DECISION ON APPEAL Appellants appeal under 35 U.S.C. § 134(a) from a final rejection of claims 2-21. We have jurisdiction under 35 U.S.C. § 6(b). We affirm. 1 Appellants identify the real party in interest as Magna Electronics Inc., Auburn Hills, Michigan. Appeal2018-001313 Application 14/791,946 STATEMENT OF THE CASE Appellants' invention is directed to "a system and method for determining a classification relating to the interior of the vehicle" (Spec. iT 2). Independent claim 2, reproduced below, is exemplary of the subject matter on appeal. 2. A method for calibrating a vehicular vision system, said method comprising: providing a camera at a vehicle, said camera having a field of view; capturing images with said camera; acquiring a set of resultant images; extracting information related to image features in the set of resultant images; acquiring a plurality of classifications; determining a subset of coefficients; for each classification, storing a classification vector of at least one appropriate weight that corresponds to the determined subset of coefficients; wherein the determined subset of coefficients is determined by processing sets of coefficients produced from a selection of calibration images and determining a subset of coefficients which acceptably discriminate between defined classifications; and wherein acquiring a set of resultant images comprises limiting the dynamic range of acquired images to obtain resultant images that comprise at least one region of interest, which encompasses a region of the field of view that is less than the field of view of said camera. 2 Appeal2018-001313 Application 14/791,946 REJECTI0NS 2 and REFERENCES The Examiner rejected claims 2-8, 11, 12, 18, 19, and 21 under 35 U.S.C. § I02(e) based upon the teachings of Sun (US 7,505,841 B2; Mar. 17, 2009). The Examiner rejected claims 9, 10, and 14--16 under 35 U.S.C. § I03(a) based upon the teachings of Sun and Quaid (US 2006/0142657 Al; June 29, 2006). The Examiner rejected claims 13 and 20 under 35 U.S.C. § I03(a) based upon the teachings of Sun and Breed (US 2007 /00896624 Al; Apr. 19, 2007). The Examiner rejected claim 17 under 35 U.S.C. § I03(a) based upon the teachings of Sun, Quaid, and Breed. ANALYSIS Rejection under 35 U.S.C. § 102 Claims 2-8, 11, 12, 18, 19, and 21 Appellants contend the Examiner erred in finding Sun discloses all the claim limitations found in independent claims 2 and 18 and claims 3-8, 11, 12, 19, and 21 dependent therefrom (App. Br. 12-13). Particularly, Appellants contend Sun does not disclose coefficients "produced from a selection of calibration images," "determining the subset of coefficients by processing sets of coefficients produced from a selection of calibration 2 Claims 2-21 were rejected under non-statutory obviousness-type double patenting as being unpatentable over claims 1-20 of US 9,077,962. Final Act. 3--4. However, the Examiner withdrew this rejection as Appellants filed a terminal disclaimer (Ans. 13). As such, this rejection is no longer pending on appeal. 3 Appeal2018-001313 Application 14/791,946 images and determining a subset of coefficients which acceptably discriminate between defined classifications" (App. Br. 16), or "storing a classification vector of at least one appropriate weight that corresponds to the determined subset of coefficients" (App. Br. 17). We do not agree. We agree with and adopt the Examiner's findings as our own (Final Act. 5-10; Ans.14--16). Specifically, we note that cited references need not recite the claim language ipsissimis verbis (see In re Bond, 910 F.2d 831, 832 (Fed. Cir. 1990) ("These elements must be arranged as in the claim under review, but this is not an 'ipsissimis verbis' test.") (citations omitted); Kennametal, Inc. v. Ingersoll Cutting Tool Co., 780 F.3d 1376, 1381 (Fed. Cir. 2015) ("a reference can anticipate a claim even if it 'd[oes] not expressly spell out' all the limitations arranged or combined as in the claim, if a person of skill in the art, reading the reference, would 'at once envisage' the claimed arrangement or combination.") (quoting In re Petering, 301 F.2d 676, 681 (CCPA 1962)). The Examiner's findings persuade us that Sun discloses the contested claim limitations. That is, the broad language of the claims allows a reading of Appellants' claims on Sun. For example, Appellants' sub coefficients are commensurate with the vertical and horizontal wavelet coefficients of Sun as Sun's coefficients are part of a wavelet region of interest of a segmented area that is divided into a set of wavelet areas (Final Act. 5---6; Ans. 14; see Sun col. 6, 11. 50---67; col. 7, 11. 7- 19; col. 8, 11. 41--49). Appellants' paragraph 11 recites similar limitations ("Preferably, step (ii) comprises processing the resultant image with a two dimensional complex discrete wavelet transform to produce a selected set of coefficients related to features in the acquired resultant image and, in step (iii), the previously determined set of image feature values comprises a set of 4 Appeal2018-001313 Application 14/791,946 weights for each defined classification, the weights being multiplied with the set of coefficients to produce a score for each defined classification, the defined classification with the highest produced score being the classification output in step (iv)"). We also agree with the Examiner that Sun's column 8, line 62 through column 9, line 5, discloses classifications, each "storing a classification vector of at least one appropriate weight that corresponds to the determined subset of coefficients" as claimed ( Ans. 15 "the system classifies by weighting values (coefficients) on the feature data that's associated with the calibrations (the vectors) to produce classifications. Accordingly the wavelets are a subset of the feature data"). Sun's column 9, lines 1-29, also states using the "associated classifications to determine the network's weighting values," choosing calibrations "so that the neural network generates the expected classifications [ defined classifications] for the feature data," and the classification system including "these calibrations in its memory for use during normal operation of image classification" (Sun col. 9, 11. 25-31 ). As we agree Sun discloses all the limitations of claim 2, we sustain the Examiner's rejection of independent claim 2, independent claim 18 argued for the same reasons as claim 2 (App. Br. 20-21 ), and dependent claims 3-8, 11, 12, 19, and 21 argued for substantially the same reasons as the claim they depend from (App. Br. 19-20, 21-22). 5 Appeal2018-001313 Application 14/791,946 Rejection under 35 U.S.C. § 103 Claims 9, 10, and 14-16 Independent claim 14 recites, inter alia: "providing occlusion detection to detect an unacceptable occlusion at least partially occluding the field of view of said camera." Claim 9 depends from claim 2 and recites a similar limitation. Appellants contend claims 9, 10, and 14--16 are not obvious over the combination of Sun and Quaid (App. Br. 21-26). Particularly, Appellants contend Quaid does not teach or suggest "providing occlusion detection to detect an unacceptable occlusion at least partially occluding the field of view of said camera" as recited in claims 9 and 14. (App. Br. 22-25). Appellants dispute the Examiner's findings that "both the systems of Sun and Quaid are directed towards interpreting an environment based on cameras and that it would be obvious to modify the teachings of Sun to utilize occlusion detection as taught by Quaid for the surgical device" (App. Br. 24). Rather, Appellants contend, Sun is directed to a vision-based occupant classification system for controlling an airbag deployment system during a crash, whereas Quaid is directed to a surgical apparatus providing haptic guidance to a user to limit user manipulation of a surgical device by using a camera that optically detects an array of markers positioned on the skin of a patient (id.). Therefore, Quaid detects the location of position markers during a surgical procedure and not an environment of a vehicle, as claimed (id.). Thus, Appellants assert, the Examiner is using impermissible hindsight for the combination (App. Br. 24--25). Further, the modification to Sun would leave Sun's system "incapable of detecting an occlusion at least 6 Appeal2018-001313 Application 14/791,946 partially occluding the field of view of said camera" as Quaid teaches detecting occlusions caused by dust, blood, tissue, bone debris, etc., at markers during a surgical procedure, while Sun detects "occlusions of substantial portions of a field of view of a camera ( e.g., when cargo/luggage or an occupant's hand, arm, or other body portion" occludes the field of view of the camera (App. Br. 25). Paragraph 132 of Quaid states "the surgical system 10 is preferably configured to alert a user if the detection device 41 is unable to detect the tracker during the procedure (e.g., when the line of sight between the detection device 41 . ... when reflectivity of the markers is occluded)" ( emphases added). Thus, as the Examiner finds, Quaid detects occlusions within a field of view and provides an alert in response to the occlusion(s), as claimed (Ans. 16-17). Appellants' claim language merely requires detecting an occlusion ( claims 14, 9) and issuing an alert when an occlusion is detected ( claim 14). Given this broad claim language, Appellants' arguments are not commensurate with the scope of the claim language. We agree with the Examiner Quaid discloses these limitations, and therefore sustain the Examiner's rejection of independent claim 14 and dependent claims 9, 10, 15, and 16. Claims 13, 17, and 20 Appellants separately argue dependent claims 13 and 20 asserting the combination of Sun and Breed does not teach "wherein images of the set of resultant images are acquired by obtaining a first image illuminated by ambient light and a second image illuminated by ambient light and a second frequency range of light and subtracting the first image from the second image to obtain the resultant images" as claimed (App. Br. 28). Appellants 7 Appeal2018-001313 Application 14/791,946 contend obtaining images illuminated by ambient light and one of the images having a second frequency range is not taught or suggested by Breed, which teaches "obtaining an image illuminated with an artificial means" (App. Br. 29). The Examiner finds Breed's paragraph 404 teaches this limitation: "The same technique of subtracting an illuminated line of pixels from an unilluminated line or pixels or vice versa can be applied to other cameras wherein the entire image is either illuminated (by artificial means) or unilluminated (with only natural light) and subtracted from the opposite type of image" ( emphasis added) (Final Act. 13-14 ). As the Examiner finds (Ans. 17) "[am]bient light means the light that is already present in a scene, before any additional lighting is added. It usually refers to natural light, either outdoors or coming through windows etc. It can also mean artificial lights such as normal room lights" (https://www.mediacollege.com/lighting/ambient/, last visited July 25, 2018). Appellants are reading too much into the claim language. Appellants' Specification does not provide a definition of the term "ambient light." Appellants' paragraph 32 states "the region of interest of the vehicle interior illuminated with the ambient light in the vehicle" and paragraph 33 states the "image capture subsystem 28 activates auxiliary light source 32 to illuminate the occupant seating portion of the vehicle seat with NIR [ near infrared light such as LEDs] light, in addition to the ambient light." Thus, Breed's "unilluminated light" is light that is ambient and the "illuminated light" is the ambient light plus the NIR light as claimed. 8 Appeal2018-001313 Application 14/791,946 Therefore, we sustain the Examiner's rejection of claims 13 and 20, and dependent claim 17, for which Appellants rely on the same arguments (App. Br. 29-30). DECISION The Examiner's decision rejecting claims 2-8, 11, 12, 18, 19, and 21 under 35 U.S.C. § 102 is affirmed. The Examiner's decision rejecting claims 9, 10, 13-17, and 20 under 35 U.S.C. § 103 is affirmed. No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a)(l )(iv). AFFIRMED 9 Copy with citationCopy as parenthetical citation