Ex Parte Essa et alDownload PDFPatent Trial and Appeal BoardAug 23, 201613075947 (P.T.A.B. Aug. 23, 2016) Copy Citation UNITED STA TES p A TENT AND TRADEMARK OFFICE APPLICATION NO. FILING DATE FIRST NAMED INVENTOR 13/075,947 03/30/2011 Irfan Aziz Essa 77755 7590 08/23/2016 DISNEY ENTERPRISES, INC. c/o Ference & Associates LLC 409 Broad Street Pittsburgh, PA 15143 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. 09DIS303MEDIA 820.031 2671 EXAMINER BAILEY, FREDERICK D ART UNIT PAPER NUMBER 2483 MAILDATE DELIVERY MODE 08/23/2016 PAPER 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. PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Exparte IRFAN AZIZ ESSA, MATTHIAS GRUNDMANN, JESSICA KATE HODGINS, KIRWAN KIM, IAIN ALEXANDER MATTHEWS, and ARIEL SHAMIR Appeal2015-004027 Application 13/075,947 Technology Center 2400 Before ERIC B. CHEN, JOHN F. HORVATH, and JOHN R. KENNY, Administrative Patent Judges. CHEN, Administrative Patent Judge. DECISION ON APPEAL This is an appeal under 35 U.S.C. § 134(a) from the final rejection of claims 1-22, 24, and 25. Claim 23 has been cancelled. We have jurisdiction under 35 U.S.C. § 6(b ). We affirm-in-part. Appeal2015-004027 Application 13/075,947 STATEMENT OF THE CASE Appellants' invention relates to utilizing motion fields to predict evolution in dynamic scenes (e.g., team sports (i-f 3)). (Abstract.) Claims 1 and 4 are exemplary, with disputed limitations in italics: 1. A method for predicting evolution of motions of active objects comprising: accessing active object position data stored in a memory device, said active object position data including positioning information of a plurality of individual active objects; and using one or more processors to perform: extracting a plurality of individual active object motions from the active object position data; constructing a global flow field using the plurality of individual active object motions; and using the global flow field to predict one or more points of convergence at one or more spatial locations that active objects are proceeding towards at a future point in time. 4. The method according to claim 3, further comprising using the one or more processors to perform: forming a top down warped image from the plurality of video images; wherein: the top down warped image is formed via warping and aligning the plurality of video images to create the top down warped image; and the top down warped image represents a top down view of a physical location. 2 Appeal2015-004027 Application 13/075,947 REJECTIONS Claims 1-3, 8, 9, 14--16, 19, and 24 stand rejected under 35 U.S.C. § 103(a) as unpatentable over Wagg (US 2009/0059007 Al; publ. Mar. 5, 2009) and Curry (US 2010/0026809 Al; publ. Feb. 4, 2010). Claims 4--7, 17, and 18 stand rejected under 35 U.S.C. § 103(a) as unpatentable over Wagg, Curry, and Pal (US 2007 /0031062 A 1; publ. Feb. 8, 2007). Claims 10 and 20 stand rejected under 35 U.S.C. § 103(a) as unpatentable over Wagg, Curry, Li (US 2005/0117061 Al; publ. June 2, 2005) and Sano (US 2006/0013480 Al; publ. Jan. 19, 2006). Claim 11 stands rejected under 35 U.S.C. § 103(a) as unpatentable over Wagg, Curry, and Ahammad (US 2008/0310734 Al; publ. Dec. 18, 2008). Claims 12 and 21 stand rejected under 35 U.S.C. § 103(a) as unpatentable over Wagg, Curry, Ahammad, Hua (US 2009/0222388 Al; publ. Sept. 3, 2009), and Atkins (US 2003/0026504 Al; publ. Feb. 6, 2003). Claims 13 and 22 stand rejected under 35 U.S.C. § 103(a) as unpatentable over Wagg, Curry, Ahammad, Hua, Atkins, and Tamir (US 2008/0192116 Al; publ. Aug. 14, 2008). 1 Claim 25 stands rejected under 35 U.S.C. § 103(a) as unpatentable over Wagg, Curry, Tamir, and Sigel (US 6,545,705 Bl; iss. Apr. 8, 2003). 1 Appellants do not present any arguments with respect to the rejections of dependent claims 12, 13, 21, and 22 under 35 U.S.C. § 103(a). Thus, any such arguments are deemed to be waived. 3 Appeal2015-004027 Application 13/075,947 ANALYSIS § 103 Rejection-Wagg and Curry First, we are unpersuaded by Appellants' arguments (App. Br. 12-13; see also Reply Br. 16-17) that the combination of Wagg and Curry would not have rendered obvious independent claim 1, which includes the limitation "a global flow field." The Examiner found that tracking the velocity and acceleration for the players of Wagg and the relative motion of such players, as illustrated in Figure 3B of Wagg, collectively correspond to the limitation "constructing a global flow field using the plurality of individual active object motions." (Final Act. 6; see also Ans. 3--4.) We agree with the Examiner. Claims 1 recites "a global flow field." One relevant plain meaning of "global" is "applying to a whole." MERRIMAN-WEBSTER'S COLLEGIATE DICTIONARY 496 (10th ed. 1999). Furthermore, one relevant plain meaning of "flow" is "the direction of movement" (id. at 448), and one relevant plain meaning of "field" is "a space on which something is drawn or projected" (id. at 433). Such definitions are consistent with Appellants' Specification, which provides the following: Some primary characteristics of example embodiments described herein are thus extracting ground-level motion from individual objects' movement, which may be captured from multiple-views; generating a flow field from a sparse set of individual objects' motions (a motion field on the ground); detecting the locations where the motion field converges; and inferring the scene evolution. Various example applications for embodiments are noted throughout, and again the sport of soccer is simply used as a representative context. (i-f 24 (emphasis added).) Accordingly, under the broadest reasonable interpretation consistent with the Specification, we interpret "global flow 4 Appeal2015-004027 Application 13/075,947 field" as a space on which all movement is drawn or projected, and includes for example, the motions of all players in a playing surface. Wagg relates to "tracking objects within video images of the objects captured by a video camera" (i-f 2), for example, tracking players of a sports team (i-f 34). Figure 3B of Wagg, which illustrates a schematic diagram of object tracking (i-f 16), is reproduced below: In reference to Figure 3B, Wagg explains that "the 3D model of the football pitch can be augmented with lines to [2]30.1, to [2]32.1, to [2]34.1, to [2]36.1, to [2]38.1, [to] 240.1 which are positioned relative to the graphic indication of the position of the players to reflect the relative direction of motion of the players." (i-f 50.) Furthermore, Wagg explains that "a motion probability [of players] is based on distance from position predicted by a recursive least-squares estimator using starting position, velocity and acceleration parameters." (i-f 43.) Because Figure 3 of Wagg illustrates lines to indicate relative motion of all players in a playing area (i.e., football 5 Appeal2015-004027 Application 13/075,947 pitch) and player tracking includes player velocity and acceleration, Wagg teaches the limitation "a global flow field." Appellants argue "[a]s may be understood from reference to Applicant's specification, a 'motion field' or as currently claimed a 'global flow field' is 'a dense motion field on the ground-plane' that naturally encompasses more than 'the relative direction of motion of the players on the field."' (App. Br. 12.) However, Appellants' arguments are not commensurate in scope with claim 1, because the claim does not require "a dense motion field on the ground-plane." Appellants further argue that "Wagg is directed to player tracking, rather than 'constructing a global flow field using the plurality of individual object motions"' and "states that ' ... a motion probability is based on distance from position predicted by a[ n] estimator using start position, velocity and acceleration parameters'" and accordingly, "Wagg determines individual player direction/motion, but does not create 'global flow field."' (App. Br. 13 (emphases omitted); see also Reply Br. 16-17.) However, as discussed previously, the broadest reasonable interpretation of "global flow field" encompasses the player tracking of Wagg, which determines player position, velocity, acceleration, and direction along the playing surface. Thus, we agree with the Examiner that the combination of Wagg and Curry would have rendered obvious independent claim 1, which includes the limitation "a global flow field." Second, we are unpersuaded by Appellants' arguments (App. Br. 15; see also Reply Br. 18-19) that the combination of Wagg and Curry would not have rendered obvious independent claim 1, which includes the limitation "using the global flow field to predict one or more points of 6 Appeal2015-004027 Application 13/075,947 convergence at one or more spatial locations that active objects are proceeding towards at a future point in time." Independent claim 1 recites "to predict one or more points of convergence" (emphasis added). One relevant plain meaning of "converge" is "to tend or move toward one point or one another." MERRIMAN- WEBSTER'S COLLEGIATE DICTIONARY 253 (10th ed. 1999). This definition of "converge" is consistent with Appellants' Specification, which provides the following: Using the sport of soccer as a representative example, the motion field is been defined as a global or group tendency reflecting the play (or the strategy or intention of the players). In this context, a point of convergence (POC) is defined as the spatial location that play evolution is proceeding toward in the near future. Embodiments provide for detection of POC(s) of the game by finding locations where the motion field merges. (i-f 50 (emphasis added).) Accordingly, under the broadest reasonable interpretation consistent with the Specification, we interpret "point of convergence" as moving toward one point, and includes for example, multiple soccer players moving towards one point. The Examiner found that the prediction of player collision by the system of Curry corresponds to the limitation "using the global flow field to predict one or more points of convergence at one or more spatial locations that active objects are proceeding towards at a future point in time." (Final Act. 6; see also Ans. 4.) We agree with the Examiner. Curry relates to "determining the position and other related data of ... players in a game of play or sporting event and selecting video and audio data relating to the game or sporting event." (i-f 3.) Curry explains that a position information sensor is attached to a single player to provide "position 7 Appeal2015-004027 Application 13/075,947 information of that player, in the form of data concerning direction of movement, speed of movement, including lateral, rotational, and vertical data." (i-f 63.) Curry further explains that "collisions or 'big hits' in American football can be identified by the system by capturing the velocity of the player that has the ball and the velocity of the nearest defender" and that "[t]his information can then be used to predict when the two fast moving players will collide in the game." (i-f 119.) Because Curry explains that position information sensors are attached to players to determine player information (e.g., position, direction, and speed) and that collisions between players can be predicted, Curry teaches the limitation "using the global flow field to predict one or more points of convergence at one or more spatial locations that active objects are proceeding towards at a future point in time." Appellants argue that "[ w ]hile perhaps similar in other contexts, the term 'collision' as used in Curry and the claimed 'point of convergence' have quite different meanings entirely." (App. Br. 15; see also Reply Br. 18-19.) However, as discussed previously, the broadest reasonable interpretation of "point of convergence" encompasses the system of Curry, which predicts a collision between two players. Thus, we agree with the Examiner that the combination of Wagg and Curry would have rendered obvious independent claim 1, which includes the limitation "using the global flow field to predict one or more points of convergence at one or more spatial locations that active objects are proceeding towards at a future point in time." Accordingly, we sustain the rejection of independent claim 1under35 U.S.C. § 103(a). Claims 2, 3, 8, and 9 depend from claim 1, and Appellants 8 Appeal2015-004027 Application 13/075,947 have not presented any substantive arguments with respect to these claims. Therefore, we sustain the rejection of claims 2, 3, 8, and 9 under 35 U.S.C. § 103(a), for the same reasons discussed with respect to independent claim 1. Independent claims 14 and 24 recite limitations similar to those discussed with respect to independent claim 1, and Appellants have not presented any substantive arguments with respect to these claims. We, therefore, sustain the rejection of claims 14 and 24, as well as dependent claims 15, 16, 19, and 24, which are not separately argued, for the same reasons discussed with respect to claim 1. § 103 Rejection-Wagg, Curry, and Pal We are persuaded by Appellants' arguments (App. Br. 17; see also Reply Br. 20-21) that the combination of Wagg, Curry, and Pal would not have rendered obvious dependent claim 4, which includes the limitation "a top down warped image ... the top down warped image represents a top down view of a physical location." The Examiner found that the Keyframe Stitcher of Pal, for building static mosaic panoramic images by warping video frames and overlaying such frames, corresponds to the limitation "forming a top down warped image." (Final Act. 10-11; see also Ans. 5.) We do not agree. Pal relates to "construction of mosaiced panoramic images." (i-f 2.) Pal explains that a "Keyframe Stitcher ... provides an efficient technique for building static mosaic panoramic images" such that "the Keyframe Stitcher is also capable of outputting intermediate 'warped' video frames which are mapped as 'overlays' to the static panorama" and "capable of 9 Appeal2015-004027 Application 13/075,947 constructing 'animated panoramas' for action sequences occurring within a scene." (i-f 24.) Although the Examiner cited to the Keyframe Stitcher of Pal (Final Act. 10-11; see also Ans. 5), in which "warped" video frames are mapped as "overlays," the Examiner has provided insufficient evidence to support a finding that Pal teaches the limitation "forming a top down warped image," much less "[a] top down warped image [that] represents a top down view of a physical location." Nor has the Examiner found that a person of ordinary skill in the art would have been able to use the stitching and warping techniques of Pal to form such "a top down warped image" from the multiple of images of Wagg. Accordingly, we are persuaded by Appellants' arguments that "Pal is not concerned with forming a top down warped image such that 'the top down warped image represents a top down view of a physical location"' because "Pal is focused on a method of forming 'animated panoramic' images for compression." (App. Br. 17; see also Reply Br. 20-21.) Therefore, on the record before us, we do not agree with the Examiner that the combination of Wagg, Curry, and Pal would have rendered obvious dependent claim 4, which includes the limitation "a top down warped image ... the top down warped image represents a top down view of a physical location." Accordingly, we do not sustain the rejection of dependent claim 4 under 35 U.S.C. § 103(a). Claims 5-7 depend from dependent claim 4. We do not sustain the rejection of claims 5-7 under 35 U.S.C. § 103(a) for the same reasons discussed with respect to dependent claim 4. 10 Appeal2015-004027 Application 13/075,947 Dependent claim 17 recites limitations similar to those discussed with respect to dependent claim 4. We do not sustain the rejection of claim 1 7, as well as dependent claim 18, for the same reasons discussed with respect to claim 4. § 103 Rejection-Wagg, Curry, Tamir, and Sigel We are unpersuaded by Appellants' arguments (App. Br. 19; see also Reply Br. 22-23) that the combination of Wagg, Curry, Tamir, and Sigel would not have rendered obvious dependent claim 25, which includes the limitation "defining a region of interest using the one or more candidate points of convergence." The Examiner further found that the tracking system of Tamir, in which a robotic camera automatically locks on the predicted location of a player, corresponds to the limitation "region of interest using the one or more candidate points of convergence." (Final Act. 19; see also Ans. 6.) The Examiner also found that the camera of Sigel, which forms a time sequence scene for a line of interest (e.g., finish line), corresponds to the limitation "wherein the region of interest does not currently contain any of the plurality of individual active objects." (Final Act. 19; see also Ans. 6- 7.) We agree with the Examiner. Tamir relates to "real-time object tracking and motion capture in sports events." (i-f l .) In one embodiment, Tamir explains that a "robotic camera automatically locks on the predicted location of this player (i.e.[,] the location where the player was supposed to be based on his motion history) and zooms in to provide a high magnification video stream." (i-f 76.) Because the robotic camera of Tamir can lock onto a predicted location 11 Appeal2015-004027 Application 13/075,947 based upon player motion history, Tamir teaches the limitation "defining a region of interest using the one or more candidate points of convergence." Appellants argue that "Sigel teaches a singular focus on the finish line (or intermediate station), not a 'region of interest' where the 'region of interest' is defined 'using the one or more candidate points of convergence."' (App. Br. 19; see also Reply Br. 22-23.) However, the Examiner cited to Tamir, rather than Sigel for teaching the limitation "defining a region of interest using the one or more candidate points of convergence." (Final Act. 19; see also Ans. 6.) Therefore, we agree with the Examiner that the combination of Wagg, Curry, Tamir, and Sigel would have rendered obvious dependent claim 25, which includes the limitation "defining a region of interest using the one or more candidate points of convergence." Accordingly, we sustain the rejection of dependent claim 25 under 35 U.S.C. § 103(a). DECISION The Examiner's decision rejecting claims 1-3, 8-16, 19-22, 24, and 25 is affirmed. The Examiner's decision rejecting claims 4--7, 17, and 18 is reversed. 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-IN-PART 12 Copy with citationCopy as parenthetical citation