Ex Parte Prokofieva et alDownload PDFPatent Trial and Appeal BoardOct 30, 201814496538 (P.T.A.B. Oct. 30, 2018) Copy Citation UNITED STA TES p A TENT AND TRADEMARK OFFICE APPLICATION NO. FILING DATE 14/496,538 09/25/2014 144365 7590 11/01/2018 Schwegman Lundberg & Woessner, P.A. P.O. Box 2938 Minneapolis, MN 55402 UNITED ST A TES OF AMERICA FIRST NAMED INVENTOR Anna Prokofieva 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. 355819-US-NP (1777.238US 1 CONFIRMATION NO. 4478 EXAMINER CHOWDHURY, AFROZA Y ART UNIT PAPER NUMBER 2628 NOTIFICATION DATE DELIVERY MODE 11/01/2018 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): uspto@slwip.com SLW@blackhillsip.com usdocket@microsoft.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte ANNA PROKOFIEV A, FETHIYE ASLI CELIKYILMAZ, DILEK Z. HAKKANI-TUR, LARRY HECK, and MALCOLM SLANEY Appeal2018-002964 Application 14/496,538 Technology Center 2600 Before MAHSHID D. SAADAT, JAMES W. DEJMEK, and JASON M. REPKO, Administrative Patent Judges. SAADAT, Administrative Patent Judge. DECISION ON APPEAL Appellants 1 appeal under 35 U.S.C. § 134(a) from the Examiner's Final Rejection of claims 1-9 and 11-21, which constitute all the claims pending in this application. We have jurisdiction under 35 U.S.C. § 6(b). We affirm. 1 According to Appellants, the real party in interest is Microsoft Technology Licensing, LLC. App. Br. 2. Appeal2018-002964 Application 14/496,538 STATEMENT OF THE CASE Introduction Appellants' disclosure describes a method, a device, and a system for "detecting gaze, recognizing speech, and interpreting a user's intent with respect to visual elements in a visual context based at least in part on eye gaze features and lexical features extracted from user input ( e.g., gaze, speech, etc.)." Spec. ,r 2. Exemplary claim 1 under appeal reads as follows: 1. A computer-implemented method comprising: identifying a plurality of visual elements available for user interaction in a visual context; receiving speech input including one or more words spoken by a user; extracting lexical features from the speech input; computing a lexical similarity between the lexical features and a particular visual element of the plurality of visual elements; receiving, from a tracking component, a gaze input; determining, from the gaze input, a heat map based at least in part upon a probabilistic model; determining, based at least in part upon the heat map, that the gaze input is also associated with the particular visual element and that the gaze input is received during the receiving of the speech input; determining, by one or more processors, that the speech input comprises a command directed to the particular visual element based at least in part on the determining that the gaze input is also associated with the particular visual element and that the gaze input is received during the receiving of the speech input; and causing an action associated with the particular visual element to be performed. App. Br. 24 (Claims Appendix). 2 Appeal2018-002964 Application 14/496,538 Examiner's Rejection Claims 1-9 and 11-21 stand rejected under 35 U.S.C. § 103 as being unpatentable over Stekkelpak (US 2013/0346085 Al, published Dec. 26, 2013), Teller (US 2013/0304479 Al; published Nov. 14, 2013), Hennessey (US 2014/0184550 Al; published July 3, 2014), and Victor (US 2010/0033333 Al, published Feb. 11, 2010). See Final Act. 3-36. ANALYSIS We have reviewed the Examiner's rejection in light of Appellants' arguments in Appellants' Appeal Brief and Reply Brief that the Examiner has erred. We are unpersuaded by Appellants' contentions and concur with the findings and conclusions reached by the Examiner as explained below. Regarding independent claim 1, Appellants contend Victor was improperly relied on to disclose a "heat map," which was determined to be missing in Stekkelpak. App. Br. 12. Appellants argue: Thus, since Stekkelpak as allegedly modified by Teller does not teach use of a heat map in determining that the gaze input is received during the receiving of the speech input, the combination of Hennessey with Stekkelpak as allegedly modified by Teller does not disclose "determining, based at least in part upon the heat map, that the gaze input is also associated with the particular visual element and that the gaze input is received during the receiving of the speech input," as recited in claim 1. App. Br. 12. Additionally, Appellants argue "[t]he combination of Stekkelpak, Teller, and Hennessey does not correlate a heat map with the gaze input being received during the receiving of the speech input, since none of these references disclose use of heat map in this manner." App. Br. 12-13. Appellants assert that Victor, which was relied on by the Examiner 3 Appeal2018-002964 Application 14/496,538 as disclosing the missing limitation (see Final Act. 9 ( citing Victor ,r 21) ), "does not teach determining a heat map and using the heat map, as recited in claim 1." App. Br. 13. Further referring to paragraph 21 of Victor, Appellants assert: Victor appears to recite a listing of measurements similarly recited in the Abstract and claim 2 of WO 2003070093 Al. In an electronic scan of Victor, no further discussion of measuring or using a driver's facial temperature image was found. In addition, Victor does not disclose a driver's facial temperature image determined using gaze input. Victor appears void of any discussion regarding details of measuring a driver's facial temperature image. App. Br. 14. Additionally, Appellants refer to Figure 30 and paragraph 238 of Victor and argue: Figure 30 of Victor shows a density surface, where the time the driver looks in a certain direction is described by the gaze density in terms of gaze yaw and gaze pitch in this area. Cited paragraph [0013] relates to noting that there is significant work in eye tracking related research and that this technology is expanding though some methods in one approach do not work well in other systems. Paragraphs [0278]-[0288] of Victor cited in the Final Office Action mention probabilistic approaches to identifying fixation and eye movements with respect to eye tracking, but not to a heat map. From an electronic review of Victor, Victor did not appear to provide any correlation of a probabilistic analysis in the determination of a most likely identification of eye fixation and movement to a driver' [ s] facial temperature image. Therefore, the combination of Figure 30 and paragraphs [0013] and [0278]- [0288] also does not teach determining, from a gaze input, a heat map, and the combination also does not teach determining a heat map based on upon a probabilistic model. Further, the combination of Figure 30 and paragraphs [0013] and [0278]- [0288] does not disclose determining, based at least in part upon a heat map, that a gaze input is also associated with a 4 Appeal2018-002964 Application 14/496,538 particular visual element and that the gaze input is received during the receiving of a speech input. App. Br. 15. We are not persuaded by Appellants' contentions. First, one cannot show non-obviousness by attacking references individually when the rejection is based on a combination of references. See In re Merck & Co., 800 F.2d 1091, 1097 (Fed. Cir. 1986); see also In re Keller, 642 F.2d 413, 425 (CCP A 1981 ). Appellants' argument that the combination of Stekkelpak, Teller, and Hennessey fails to teach "determining, based ... upon the heat map, that the gaze input is also associated with the particular visual element" fails to address the Examiner's specific finding that Victor discloses determining a heat map using the gaze input. See Final Act. 9, Ans. 4 (citing Victor,r,r 13, 21,267, 278-288). As Appellant's arguments do not specifically address the Examiner's findings supporting the rejection, they are not persuasive. Second, as explained by the Examiner, the rejection is based on combining Victor with the teachings of Stekkelpak, Teller, and Hennessey. Victor discloses the recited "determining, from the gaze input, a heat map based at least in part upon a probabilistic model" as the measurement of the driver's eye-gaze direction and using an algorithm for determining the probability of an eye tracker. See Final Act. 9, Ans. 2-5. Contrary to Appellants' discussion of Victor (see Reply Br. 2-3), we observe that Victor is directed to "analyzing data based on the physiological orientation of a driver ... [the data being] descriptive of a driver's gaze-direction" wherein the data is processed to determine a "location of driver interest." See Victor Abstract. More specifically, Victor discloses eye-tracking methods and data 5 Appeal2018-002964 Application 14/496,538 analysis based on the driver's eye-gaze direction, head position/orientation, and facial movements. See Victor ,r,r 13, 21-27. As correctly found by the Examiner (Ans. 4), Victor determines the location and position of facial features using "a template-matching algorithm" that is further used in an eye-gaze direction algorithm. See Victor ,r,r 267-268. Lastly, we are unpersuaded by Appellants' assertion that the Examiner has altered the basis of the rejection as Victor's paragraphs 13 and 278-288 to identify a probabilistic approach to eye tracking. See Reply Br. 4. We agree with the Examiner's finding (Ans. 4) that Victor's disclosure of using an algorithm for probabilistic analysis, which identifies the areas of most likely positions of the eye tracker for maximizing the probabilities of the areas where the eye-gaze is directed, meets the recited "determining, from the gaze input, a heat map." See Victor ,r,r 267, 238, Fig. 30. This finding is consistent with Appellants' description of "heat map" as "a probabilistic model of what a user 102 may be looking at in a visual context" which is calculated from "gaze input 112 ( e.g., eye gaze, head pose, etc.)." Spec. ,r 51. Accordingly, we sustain the Examiner's 35 U.S.C. § 103 rejection of claim 1 and independent claims 9 and 15, and their dependent claims, which Appellants argue are patentable for similar reasons. See App. Br. 16-22; 37 C.F.R. § 4I.37(c)(l)(iv) (2017). DECISION We affirm the Examiner's rejection of claims 1-9 and 11-21. 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). 6 Appeal2018-002964 Application 14/496,538 AFFIRMED 7 Copy with citationCopy as parenthetical citation