SRI InternationalDownload PDFPatent Trials and Appeals BoardApr 1, 20212019006267 (P.T.A.B. Apr. 1, 2021) 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. 14/332,071 07/15/2014 Hui Cheng SRI7093-2 5832 14824 7590 04/01/2021 Moser Taboada/ SRI International 1030 Broad Street Suite 203 Shrewsbury, NJ 07702 EXAMINER SHELEHEDA, JAMES R ART UNIT PAPER NUMBER 2424 NOTIFICATION DATE DELIVERY MODE 04/01/2021 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): docketing@mtiplaw.com llinardakis@mtiplaw.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ____________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ____________ Ex parte HUI CHENG, HARPREET SINGH SAWHNEY, JINGEN LIU, ISHANI CHAKRABORTY, OMAR JAVED, and STEVEN S. WEINER ___________ Appeal 2019-006267 Application 14/332,071 Technology Center 2400 ____________ Before JAMES B. ARPIN, IRVIN E. BRANCH, and PHILLIP A. BENNETT, Administrative Patent Judges. ARPIN, Administrative Patent Judge. DECISION ON APPEAL Appellant1 appeals under 35 U.S.C. § 134(a) from the Examiner’s decision rejecting claims 1–27, all of the pending claims. Appeal Br. 1.2 We have jurisdiction under 35 U.S.C. § 6(b). We affirm. 1 “Appellant” refers to “applicant” as defined in 37 C.F.R. § 1.42. Appellant identifies the real party-in-interest as SRI International. Appeal Br. 3. 2 In this Decision, we refer to Appellant’s Appeal Brief (“Appeal Br.,” filed April 8, 2019) and Reply Brief (“Reply Br.,” filed August 26, 2019); the Final Office Action (“Final Act.,” mailed October 2, 2018), Advisory Action (“Adv. Act.,” mailed December 12, 2018), and the Examiner’s Answer (“Ans.,” mailed June 25, 2019); and the Specification (“Spec.,” filed July 15, 2014). Rather than repeat the Examiner’s findings and Appellant’s contentions in their entirety, we refer to these documents. Appeal 2019-006267 Application 14/332,071 2 STATEMENT OF THE CASE The claimed systems and machine accessible storage media relate to “identifying, describing, and sharing salient events depicted in images and videos [and for] execut[ing] feature detection algorithms on multimedia input (e.g., video and/or images).” Spec., Abstract. Appellant’s Figure 5 depicts limitations of the claimed systems and media with respect to a birthday event, and Figure 5 is reproduced below. The Specification discloses: Referring now to FIG. 5, an example 500 of salient event segment identification as disclosed herein is shown. Video 510 is an input to the system 100. The system 100 analyzes the video using feature detection algorithms and semantic reasoning as described above. Time dependent output of the system 100’s semantic analysis of the detected features is shown by the Appeal 2019-006267 Application 14/332,071 3 graphics 512, 514, 516, 518. In the graphic 512, the portion 520 represents a salient event segment 112 of the video 510. The system 100 has determined, using the techniques described above, that the salient event segment 520 depicts the salient activity of blowing out candles. Similarly, the system 100 has identified, using the techniques described above, salient event segments 522, 524, each of which depicts a person singing, and a salient event segment 526, which depicts a person opening a box. The system 100 did not detect any segments depicting the activity of cutting a cake, in the video 510. The system 100 can extract the segments 520, 522, 524, 526 from the video 510 and incorporate the segments 520, 522 524, 526 into a video clip that includes only the most interesting or salient portions of the video 510. Spec. ¶ 59. As noted above, claims 1–27 are pending. Claims 1, 10, and 20 are independent. Appeal Br. 17 (claim 1), 19–20 (claim 10), 22–23 (claim 20) (Claims App.). Claims 2–9 depend directly or indirectly from claim 1, claims 11–19 depend directly or indirectly from claim 10, and claims 21–27 depend directly or indirectly from claim 20. Id. at 17–25. Claim 1, reproduced below with disputed limitations emphasized, is representative. 1. A non-transitory machine accessible storage medium comprising instructions executable by one or more processors to cause the computing system to: detect a plurality of different features in a plurality of different segments of a video by executing a plurality of different static and dynamic feature detection algorithms on the video including but not limited to at least one of a Scale-Invariant Feature Transform, a Spatio-Temporal Interest Point, a Dense Trajectory based Histograms of Oriented Gradients, or a Dense- Trajectory based Motion Boundary Histogram, each of the video segments comprising one or more frames of the video; Appeal 2019-006267 Application 14/332,071 4 automatically determine an event evidenced by the detected features using semantic reasoning techniques; determine a plurality of salient activities having been known to occur as part of the event by comparing the automatically determined event to a knowledge base associating events with respective salient activities known to occur as part of the event; and select, based on the determined plurality of salient activities, at least one feature detection algorithm to identify a plurality of different salient event segments of the video depicting at least one of the determined plurality of salient activities. Id. at 17 (emphases added). REFERENCES AND REJECTIONS The Examiner relies upon the following references: Name3 Reference Published Filed Ghanem Context-Aware Learning for Automatic Sports Highlight Recognition, 21st International Conference on Pattern Recognition (ICPR) Pages: 1977–804 Nov. 11–15, 2012 NA Curcio US 2014/0161354 A1 June 12, 2014 Dec. 6, 2012 Boiman US 2015/0302894 A1 Oct. 22, 2015 June 28, 2015 Mate US 2016/0012293 A1 Jan. 14, 2016 July 8, 2014 3 All reference citations are to the first named author or inventor only. 4 See Final Act. 13 (providing Ghanem citation). Appeal 2019-006267 Application 14/332,071 5 The Examiner rejects: 1. claims 1–7, 10–16, and 18–25 under 35 U.S.C. § 103 as obvious over the combined teachings of Curcio and Mate (Final Act. 3–13); 2. claims 8 and 17 under 35 U.S.C. § 103 as obvious over the combined teachings of Curcio, Mate, and Ghanem (id. at 13–15); and 3. claims 9, 26, and 27 under 35 U.S.C. § 103 as obvious over the combined teachings of Curcio, Mate, and Boiman (id. at 15–17). We review the appealed rejections for error based upon the issues identified by Appellant, and in light of the contentions and evidence produced thereon. Ex parte Frye, 94 USPQ2d 1072, 1075 (BPAI 2010) (precedential). The Examiner and Appellant focus their findings and contentions on claim 1; so do we. See Appeal Br. 12; Ans. 6; Reply Br. 12. Arguments not made are forfeited.5 Unless otherwise indicated, we adopt the Examiner’s findings in the Final Office Action and the Answer as our own and add any additional findings of fact for emphasis. We address the rejections below. ANALYSIS A. Obviousness over Curcio and Mate As noted above, the Examiner rejects claims 1–7, 10–16, and 18–25 as obvious over the combined teachings of Curcio and Mate. Final Act. 3– 5 See In re Google Tech. Holdings LLC, 980 F.3d 858, 862 (Fed. Cir. 2020) (“We interpret the Patent Office to be arguing that Google’s failure to raise its lexicography arguments, inadvertent or not, compels a finding of forfeiture.”); 37 C.F.R. § 41.37(c)(1)(iv) (“Except as provided for in §§ 41.41, 41.47 and 41.52, any arguments or authorities not included in the appeal brief will be refused consideration by the Board for purposes of the present appeal.”). Appeal 2019-006267 Application 14/332,071 6 13. Appellant contests only the rejection of claim 1 separately. Appeal Br. 7–12; Reply Br. 6–12. For the reasons given below, we are not persuaded the Examiner errs, and we sustain this rejection. With respect to claim 1, the Examiner finds that Curcio teaches or suggests the majority of the recited limitations. Final Act. 3–4. However, as noted above, claim 1 recites, “select[ing], based on the determined plurality of salient activities, at least one feature detection algorithm to identify a plurality of different salient event segments of the video depicting at least one of the determined plurality of salient activities.” Appeal Br. 17 (Claims App.). The Examiner finds the combined teachings of Curcio and Mate teach or suggest this limitation, but Appellant disagrees. Although the Examiner finds Curcio teaches or suggests, identifying a plurality of different salient event segments of the video depicting at least one of the determined plurality of salient activities (identifying salient events segments indicated within the particular event template; paragraph 81-83, 119-124), [Curcio] fails to specifically disclose selecting at least one feature detection algorithm based on the determined plurality of salient activities. Final Act. 4 (emphasis added); see Ans. 4. Thus, the Examiner finds Curcio teaches or suggests the second portion of this disputed limitation, but not the first portion. Nevertheless, “Mate was then relied upon for selecting a particular feature detection algorithm based on the determined plurality of salient activities (utilizing the particular detection algorithm for the desired salient object associated with the salient activity: paragraph[s] 35-36, 49-51).” Id. Specifically, Mate discloses, “[a] salient object is an object that is associated with a salient event that is to be identified.” Mate ¶ 35. Mate explains: Appeal 2019-006267 Application 14/332,071 7 In the context of a sporting event having goals positioned at opposite ends of the field or court and in which the salient event is the scoring of a goal by either of the teams, the goals may be the salient objects as any scoring will be accomplished in conjunction with the goals. Id. ¶ 36; see Curcio ¶ 121 (“For example, if ‘soccer’ sport type is detected, only those salient events related to soccer are considered in successive analysis steps, such as the ‘soccer-goal scoring’ event, the ‘corner kick’ event, ‘penalty kick’ event, ‘free kick’ event, etc., whereas events related to other sport[s] (such as the ‘start’ event in swimming competitions) are not considered.”). Thus, referring to Appellant’s claim 1, Mate’s and Curcio’s “salient events” correspond to the recited “activities” associated with a recited “event.” Mate further discloses: For example, in an instance in which the salient object is a basketball goal, the apparatus 10, such as the processor, the memory 14 or the like, may include a predefined definition of the basketball hoop that is utilized by the detection algorithm during image recognition in order to identify the image(s) of the salient video segment that includes the salient object. Mate ¶ 49 (emphasis added). The detection algorithm may be selected from a library of algorithms. Id. Appellant contends the Examiner errs in rejecting claim 1 for three reasons.6 Appeal Br. 7–12; Reply Br. 6–12. After considering Appellant’s contentions, we are not persuaded the Examiner errs. 6 In its Reply Brief, Appellant also contends that “Mate is not prior art and specifically is not a proper 35 U.S.C. §103 reference and cannot be cited as prior art against the Appellants’ present application.” Reply Br. 2–6; but see Adv. Act. 2 (rejecting Appellant’s priority claim). Nevertheless, Appellant did not present this contention in the Appeal Brief, and the Examiner did not Appeal 2019-006267 Application 14/332,071 8 First, Appellant contends that, unlike claim 1, Mate discloses use of a “salient object,” e.g., a basketball hoop (see Mate, Fig. 3), in conjunction with a detection algorithm to identify video segments associated with “salient events,” i.e., event activities. Appeal Br. 9–10; Reply Br. 7–9. Specifically, Appellant contends, Mate teaches that an apparatus, such as a processor, a memory or the like, may include a predefined definition of the salient object that is utilized by a detection algorithm during image recognition in order to identify the image(s) of the salient video segment that includes the salient object to define regions of interest and that, after a salient object has been identified, that a salient event is identified by analyzing only the images of the spatio-temporal regions of interest using program code instructions such that other images captured by the image capturing device need not be analyzed in order to identify the salient events. Appeal B. 10 (emphases added). Thus, Appellant contends that Mate may use more information, e.g., salient objects, when utilizing a detection algorithm to identify salient video segments. The Examiner acknowledges that Mate discloses wherein the determination of the salient object and salient event is based upon the determined subject and type of the video, as a sporting event will have a salient events regarding a team scoring and a concert will have salient events regarding a particular performer (paragraph 35-36). Thus, within raise this issue in the Answer. Appellant may not properly present this contention for the first time in the Reply Brief, because the Examiner has not been given an opportunity to respond. Nor has Appellant identified good cause for having not presented the issue in its Appeal Brief. Therefore, we do not consider it here. 37 C.F.R. § 41.41(b)(2) (“Any argument raised in the reply brief which was not raised in the appeal brief, or is not responsive to an argument raised in the examiner’s answer . . . , will not be considered by the Board for purposes of the present appeal, unless good cause is shown.”); see supra note 4. Appeal 2019-006267 Application 14/332,071 9 Mate, the selection of the feature detection algorithm to locate a salient event and salient object is based upon the subject of the video (paragraph 35-36). Ans. 5 (emphasis added). Appellant does not persuade us that claim 1 forecloses consideration of salient objects when using a detection algorithm “to select, based on the determined plurality of salient activities, at least one feature detection algorithm.” See Appeal Br. 17 (Claims App.) (claim 1 recites “comprising instructions executable to”). Thus, we are not persuaded Mate’s teachings regarding the consideration of “salient objects” prevents its combination with Curcio’s teachings to achieve the disputed limitation. Ans. 5; see also Adv. Act. 2 (citing Curcio ¶ 63 (“The detection module 450 may be configured to detect a presence of specific objects (e.g., objects of interest) in a recorded scene.”)). Therefore, we do not find this reason persuasive of Examiner error. Second, Appellant contends: Even if Mate teaches that detection algorithms are selected based on identified salient objects (which the Appellant does not concede), in Mate the selected detection algorithms are not implemented to identify a plurality of different salient event segments of the video depicting at least one of the determined plurality of salient activities as claimed by at least the Appellant’s independent claim 1. Appeal Br. 10 (emphasis added); see Reply Br. 10–11. Thus, Appellant contends Mate alone fails to teach or suggest the disputed limitation. As noted above, however, the Examiner’s findings regarding the disputed limitation of claim 1 are based on the combined teachings of Curcio and Mate. Final Act. 4; Ans. 4–5. Appellant cannot show error by attacking references individually when the rejection is based on a combination of the Appeal 2019-006267 Application 14/332,071 10 references’ teachings. Ans. 3 (citing In re Merck & Co., Inc., 800 F.2d 1091, 1097 (Fed. Cir. 1986); In re Keller, 642 F.2d 413, 426 (CCPA 1981)); see Adv. Act. 2 (also citing Merck and Keller). Thus, we do not find this reason persuasive of Examiner error. Third, Appellant contends, in contrast to the Appellant’s claims, any allowable combination of Curcio and Mate only teaches a method and apparatus for semantic extraction and identifying salient events in which detected salient events can be used for automatically generating a video summary of the recorded event and that this can be done by identifying the video segments containing the salient events and then stitching such segments one after the other (for example by preserving the original temporal order) wherein once the final sport-genre label is obtained, a template is used to identify the sub-set of salient events which are the most likely to occur in the videos (as taught in Curcio) in which a predefined definition of the salient object is utilized by a detection algorithm during image recognition in order to identify the image(s) of the salient video segment that includes the salient object to define regions of interest and a salient event is identified by analyzing only the images of the defined regions of interest using program code instructions such that other images captured by the image capturing device need not be analyzed in order to identify the salient events (as taught in Mate). Appeal Br. 11; Reply Br. 11. Nevertheless, Appellant improperly focuses on the incorporation of Mate’s systems into Curcio’s systems, instead of the combination of their teachings. See Ans. 5–6; see also Packers Plus Energy Serv’s Inc. v. Baker Hughes Oilfield Operations, LLC, 773 F. Appx. 1083, 1089 (Fed. Cir. 2019) (“Moreover, obviousness does not require the bodily incorporation of the teachings of one reference to another reference—an ordinary artisan has the capacity for ordinary creativity when combining references.”). As discussed above, we are persuaded the Examiner’s Appeal 2019-006267 Application 14/332,071 11 combination of the teachings of Curcio and Mate achieves the disputed limitation of claim 1. Final Act. 3–4; see Adv. Act. 2; Ans. 3–5. Thus, we do not find this reason persuasive of Examiner error. On this record, we are not persuaded the Examiner errs in rejecting claim 1 as obvious over the combined teachings of Curcio and Mate, and we sustain that rejection. Further, Appellant does not challenge the obviousness rejection of independent claims 10 and 20, separately from its challenge to independent claim 1 or of dependent claims 2–7, 11–16, 18, 19, and 21–25, separately from its challenge to their base claims, independent claims 1, 10, and 20. Appeal Br. 12; Reply Br. 12; see Ans. 6. Therefore, we also sustain the rejection of those claims. B. Obviousness Over Curcio and Mate in Combination with Ghanem or Boiman As noted above, the Examiner rejects claims 8, 9, 17, 26, and 27 as obvious over the combined teachings of Curcio and Mate in combination with those of Ghanem or Boiman. Final Act. 13–17. Appellant does not challenge the obviousness rejections of these dependent claims, separately from the challenge to their base claims, independent claims 1, 10, and 20; and, therefore, for the reasons given above, we sustain the rejections of claims 8, 9, 17, 26, and 27. Appeal Br. 12; Reply Br.12; see Ans. 6. DECISION 1. The Examiner does not err in rejecting: a. claims 1–7, 10–16, and 18–25 as obvious over the combined teachings of Curcio and Mate; b. claims 8 and 17 as obvious over the combined teachings of Curcio, Mate, and Ghanem; and Appeal 2019-006267 Application 14/332,071 12 c. claims 9, 26, and 27 as obvious over the combined teachings of Curcio, Mate, and Boiman. 2. Thus, on this record, claims 1–27 are not patentable. CONCLUSION We affirm the Examiner’s rejections of claims 1–27. In summary: Claims Rejected 35 U.S.C. § Reference(s)/Basis Affirmed Reversed 1–7, 10–16, 18–25 103 Curcio, Mate 1–7, 10–16, 18–25 8, 17 103 Curcio, Mate, Ghanem 8, 17 9, 26, 27 103 Curcio, Mate, Boiman 9, 26, 27 Overall Outcome 1–27 No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a). See 37 C.F.R. § 1.136(a)(1)(iv). AFFIRMED Copy with citationCopy as parenthetical citation