Ex Parte PauDownload PDFPatent Trials and Appeals BoardMay 15, 201914052207 - (D) (P.T.A.B. May. 15, 2019) Copy Citation United States Patent and Trademark Office 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 APPLICATION NO. FILING DATE FIRST NAMED INVENTOR ATTORNEY DOCKET NO. CONFIRMATION NO. 14/052,207 10/11/2013 Danilo Pietro Pau 12AG0718US01 6798 810063.406 38106 7590 05/17/2019 Seed IP Law Group LLP/ST (EP ORIGINATING) 701 FIFTH AVENUE, SUITE 5400 SEATTLE, WA 98104-7092 EXAMINER TOWE, JOSEPH DANIE A ART UNIT PAPER NUMBER 2481 NOTIFICATION DATE DELIVERY MODE 05/17/2019 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): US PTOe Action @ S eedIP .com pairlinkdktg @ seedip.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte DANILO PIETRO PAU Appeal 2017-009302 Application 14/052,2071 Technology Center 2400 Before MAHSHID D. SAADAT, THU A. DANG, and STEVEN M. AMUNDSON, Administrative Patent Judges. DANG, Administrative Patent Judge. DECISION ON APPEAL I. STATEMENT OF THE CASE Appellant appeals under 35 U.S.C. § 134(a) from the Examiner’s Final Rejection of claims 1—6 and 11—23 (App. Br. 52—57), which constitute all the claims pending in this application. Claims 7—10 are cancelled. We have jurisdiction under 35 U.S.C. § 6(b). We reverse. A. INVENTION According to Appellant, the invention relates to “encoding/decoding of flows of digital video frames.” Spec. 1. 1 According to Appellant, the real party in interest is STMicroelectronics s.r.l. App. Br. 2. Appeal 2017-009302 Application 14/052,207 B. ILLUSTRATIVE CLAIM Claim 1 is exemplary and is reproduced below: 1. A method of encoding a first and a second video frame in a flow of digital video frames, the method including: extracting for said first and second frame respective sets of points of interest and descriptors wherein each descriptor includes a plurality of orientation histograms relative to a patch of pixels centered on the respective point of interest, identifying a pair of linked descriptors, one for the first frame and the other for the second frame, having a minimum distance out of the distances of any of the descriptors for the first frame and any of the descriptors for the second frame, calculating the differences of the histograms of the descriptors linked in said pair, and encoding the descriptors linked in said pair as a set including one of the descriptors linked in said pair and said histogram differences, wherein said histogram differences are subjected, after thresholding by setting to zero all the differences below a certain threshold, to quantization and to run-length encoding. C. REJECTION Claims 1—6 and 11—23 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Guetz et al. (US 6,091,777; issued July 18, 2000) in view of Baheti et al. (US 2012/0011119 Al; published Jan. 12, 2012) and Ahonen et al. (US 2013/0272583 Al; published Oct. 17, 2013). II. ISSUE The dispositive issue before us is whether the Examiner has erred in finding the combination of Guetz, Baheti, and Ahonen teaches or suggests 2 Appeal 2017-009302 Application 14/052,207 “identifying a pair of linked descriptors, one for the first frame and the other for the second frame, having a minimum distance out of the distances of any of the descriptors for the first frame and any of the descriptors for the second frame.” Claim 1 (emphasis added). III. ANALYSIS Appellant contends that “none of the references discloses ‘identifying a pair of linked descriptors, one for the first frame and the other for the second frame, having a minimum distance out of the distances of any of the descriptors for the first frame and any of the descriptors for the second frame. ’ as generally recited.” App. Br. 42 (quoting claim 1). In particular, Appellant contends, although the Examiner relies on Baheti for teaching and suggesting this contested limitation, “Baheti does not appear to ‘pair frames’ in a sequence of image frames,” but rather appears to “prune the descriptors [in a database] in order to make an object database as small as possible.” App. Br. 43. Appellant argues that Baheti appears to disclose retrieving a query image, extracting keypoints, generating descriptors, determining nearest neighbors, in a local database of kevpoint descriptors (instead of in frames, and without any regard to which frame a descriptor might be associated with or whether there are other descriptors in the respective frames which have a smaller distance), and removing outliers from the database. App. Br. 45. The Examiner finds that: Baheti teaches extracting for said first and second frame respective sets of points of interest and descriptors wherein each descriptor includes a plurality of orientation histograms relative to a patch of pixels centered on the respective point of 3 Appeal 2017-009302 Application 14/052,207 interest, (Baheti Fig. 12A, 128,1 [0063]: FIGS. 12A and 12B are, respectively, a block diagram and corresponding flow chart illustrating the query process with extracted feature matching and confidence level generation (410) and outlier removal (420). The query image is retrieved (406) and keypoints are extracted and descriptors are generated (408) producing a set of query descriptors Q.sub.j (j=l ... K.sub.Q) (408.sub.result). For each query descriptor Q.sub.j, a nearest neighbor search is performed using the local database of keypoint descriptors ( 411)2) identifying a pair of linked descriptors, one for the first frame and the other for the second frame, having a minimum distance out of the distances of any of the descriptors for the first frame and any of the descriptors for the second frame, (Baheti Fig. 6, f [0044]: Matching keypoint descriptors may be identified based on a similarity metric, e.g., such as distance, distance ratio, etc. For example, distance may be used where any two keypoint descriptors f.sub.ij andf.sub.i,m (where I, m=l ... K.sub.l) are determined to be a match if the Euclidean distance between the features is less than a threshold, i.e., .parallel.f.sub.i,j-f.sub.i,m.parallel.. sub.L.sub.2<.tau.. The cardinality of the set of matching keypoint descriptors is L.sub.j.) Final Act. 6. In the Examiner’s Answer, the Examiner acknowledges Appellant’s contention that the claims require that “the pair of descriptors identified must have one from a first frame and one from another having the minimum distances between the descriptors of the two frames.” Ans. 6. However, the Examiner finds that the “descriptors” in Baheti “are extracted” from “frames” in video data. Id. (citing Baheti || 25—26). According to the Examiner, the claims only require a “single pair” of descriptors {id. at 5) wherein Baheti’s “descriptors were initially pulled from frames with the object imaged within it,” i.e., Baheti discloses “a comparison of keypoint 4 Appeal 2017-009302 Application 14/052,207 descriptors from two frames” (id. at 6), and thus, the claims read on using the existing database described in Figs. 12A and 12B of Baheti, “which is pruned to keep this process from being time-consuming, to find descriptor matching using the process described.” Id. We have considered all of Appellant’s arguments and evidence presented. We agree with Appellant that the preponderance of evidence on this record does not support the Examiner’s finding that the claims would have been obvious over Guetz, Baheti, and Ahonen. In particular, we agree with Appellant that the portions of Baheti relied on by the Examiner fail to disclose or suggest identifying linked descriptors, “one for the first frame and the other for the second frame,” the identified descriptors having “a minimum distance out of the distances of any of the descriptors for the first frame and any of the descriptors for the second frame.” See claim 1. Baheti Figure 6, as cited by the Examiner for the “identifying” step (Final Act. 6), discloses intra-object pruning. See Baheti, Fig. 6,144. In particular, intra-object pruning shown in Figure 6 of Baheti uses a single object and “removes descriptor redundancies within the views of the same object.” Id. (emphasis added). We agree with Appellant that, for the inter- object pruning shown in Figs. 12A and 12B, “at the time of the comparison of Baheti, the object images are no longer in image frames (let alone in frames of a flow of digital video frames).” Reply Br. 7. That is, at the time of comparison the object data for the inter-object pruning of Figs. 12A and 12B, the object data are pruned data without the descriptor pairs that were eliminated in the intra-object pruning described in Baheti Fig. 6. Baheti 11 56, 57, 62, and 63. Thus, as shown in these cited sections of Baheti, inter-object pruning is performed not on two frames (i.e., claim l’s “first 5 Appeal 2017-009302 Application 14/052,207 frame” and “second frame”) of a video flow as found by the Examiner, but rather, is performed on a downloaded local database that no longer represents a pair of video frames. Id. Further, in the section referenced by the Examiner for the “descriptor” extracting step (Final Act. 6), Baheti discloses a collection of many descriptors within objects that are paired and reduced to a smaller set of descriptors. Baheti | 63. Here, a query descriptor is compared with a second set of local descriptors by comparing the distance between the query and local descriptors, wherein the comparison determines a pairing of descriptors when the query and local descriptors are less than a given distance threshold apart. Id. Thus, in this section of Baheti relied on by the Examiner, similar descriptors are found based on their proximity to each other {id.), whereas the language of claim 1, for example, requires that a pair of descriptors is determined by a comparison having a minimum distance amongst any possible pairs of descriptors in the first and second frames. See claim 1. That is, the Examiner does not establish where Baheti teaches or suggests the descriptors having a “minimum distance out of the distances of any of the descriptors for the first frame and any of the descriptors for the second frame,” as claimed. Final Act. 6. Further, the Examiner does not point to any teaching or suggestion in Guetz and Ahonen to make up for the shortcomings of Baheti. Because the Examiner has not satisfied the notice requirement to establish aprima facie case under 35 U.S.C. § 132(a), the Examiner has not fully developed the record to establish the unpatentability of claim 1 pursuant to 35 U.S.C. § 103(a). 6 Appeal 2017-009302 Application 14/052,207 Accordingly, we are constrained on this record to reverse the Examiner’s rejection of independent claim 1, independent claims 5, 11, 15, 17, and 21, reciting substantially similar limitations (App. Br. 45 and 49), and claims 2—4, 6, 12—14, 16, 18—20, 22, and 23 depending respectively from claims 1,5, 11, 15, 17, and 21, over Guetz in view of Baheti and Ahonen. IV. CONCLUSION AND DECISION The Examiner’s rejection of claims 1—6 and 11—23 under 35 U.S.C. § 103(a), is reversed. REVERSED 7 Copy with citationCopy as parenthetical citation