Ex Parte QIDownload PDFPatent Trial and Appeal BoardMar 30, 201612915652 (P.T.A.B. Mar. 30, 2016) Copy Citation UNITED STA TES p A TENT AND TRADEMARK OFFICE APPLICATION NO. FILING DATE 12/915,652 10/29/2010 23696 7590 04/01/2016 QUALCOMM INCORPORATED 5775 MOREHOUSE DR. SAN DIEGO, CA 92121 FIRST NAMED INVENTOR YINGYONGQI 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. 102300 8040 EXAMINER CHOI, TIMOTHY WING HO ART UNIT PAPER NUMBER 2665 NOTIFICATION DATE DELIVERY MODE 04/01/2016 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-docketing@qualcomm.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte YINGYONG QI Appeal2014-006398 Application 12/915,652 Technology Center 2600 Before ALLEN R. MacDONALD, JON M. JURGOV AN, and AARON W. MOORE, Administrative Patent Judges. MOORE, Administrative Patent Judge. DECISION ON APPEAL Appeal2014-006398 Application 12/915,652 STATEMENT OF THE CASE Appellant1 appeals under 35 U.S.C. § 134(a) from a Final Rejection of claims 1--40. We have jurisdiction under 35 U.S.C. § 6(b). We affirm. THE INVENTION The application is directed to "systems, apparatus, and methods to improve feature generation for object recognition." (Abstract.) Claim 1, reproduced below, is illustrative: 1. A method for generating features, performed on at least one processor, compnsmg: associating a dispersion value with at least a portion of an image; and excluding at least a part of the at least a portion of the image from at least a portion of a feature generation process if the dispersion value indicates that dispersion in the at least a portion of the image exceeds a threshold. REFERENCES The prior art relied upon by the Examiner in rejecting the claims on appeal is: Gokturk et al. US 2009/0196510 Al Aug. 6, 2009 Brian Ayers & Matthew Boutell, Home Interior Classification Using SIFT Keypoint Histograms, IEEE International Workshop on Semantic Leaming Applications in Multimedia (June 2007) ("Ayers") 1 Appellant identifies QUALCOMM Incorporated as the real party in interest. (See App. Br. 2.) 2 Appeal2014-006398 Application 12/915,652 Paul J. Gemperline & Laurie D. Webber, Raw Materials Testing Using Soft Independent Modeling of Class Analogy Analysis of Near- Infrared Reflectance Spectra, ANALYTICAL CHEMISTRY, 61: 13 8--44 (1989) ("Gemperline") THE REJECTIONS Claims 1--40 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Ayers, Gemperline, and Gokturk. (Final Act. 7-18.) APPELLANT'S CONTENTIONS Appellant argues that the rejections were improper for the following reasons: 1. "Gemperline does not qualify as prior art to the present invention under 35 U.S.C. § 103 because its disclosure is not analogous to the invention of Applicant's claims nor the subject matter disclosed by the cited Ayers and Gokturk references." (App. Br. 8.) 2. "[E]ach of Ayers and Gemperline ... fail to provide any teaching, suggestion, or other motivation to apply their respective teachings to the technical area of the other reference, and ... the alleged 'motivation' provided by the Examiner in the Final Office Action ... is nowhere to be found in either Ayers or Gemperline." (App. Br. 10.) ANALYSIS Analogous Art While Appellant characterizes Gemperline as disclosing "a method for testing raw materials" (App. Br. 9), a review of the reference shows that it actually concerns the use of pattern recognition in the analysis of near- 3 Appeal2014-006398 Application 12/915,652 infrared reflectance ("NIR") spectroscopy. (See Gemperline 138-39 (e.g., "This paper reports the application of pattern recognition analysis ofNIR spectra to test pharmaceutical raw materials.").) Ayers is also directed to pattern recognition. (See Ayers, Abstract ("Semantic scene classification, the process of categorizing photographs into a discrete set of classes using pattern recognition techniques, is a useful ability for image annotation, organization and retrieval.").) Because Appellant identified "machine vision" as the technical field of the invention, and because the Specification acknowledges that pattern or object recognition is a machine vision technique,2 we find that both Ayers and Gemperline are within the scope of Appellant's "field of endeavor." See Apple Inc. v. Samsung Elecs. Co., No. 2015-1171, 2016 WL 761884, at *9 (Fed. Cir. Feb. 26, 2016) (relying on, among other things, the patent's identification of the relevant technical field to determine the field of endeavor); Wyers v. Master Lock Co., 616 F .3d 1231, 1237-38 (Fed. Cir. 2010) (explaining that "[t]he Supreme Court's decision in [KSR Int'! Co. v. Teleflex, Inc., 550 U.S. 398 (2007)], directs us to construe the scope of analogous art broadly"). Moreover, even if Gemperline' s title was somehow controlling with regard to the field of endeavor, its disclosures regarding particular statistical techniques to improve pattern recognition would still be analogous as "reasonably pertinent to" the pattern recognition problems confronting the 2 See Spec. i-f 1 ("The present embodiments relate to machine vision, and in particular, to methods, apparatus and systems for improved feature generation.") & i-f 2 (explaining that machine vision techniques include object recognition). The claims are directed to "feature generation," where the features that are identified are compared to features from a training image (i.e., a pattern) in an effort to recognize objects. See Spec i-f 3. 4 Appeal2014-006398 Application 12/915,652 Appellant. See, e.g., Wyers, 616 F.3d at 1238. We note that Appellant does not argue that Ayers is non-analogous, meaning that the issue boils down to whether one of skill in the art considering Ayers would look to Gemperline. Because Ayers uses Linear Discriminant Analysis ("LDA") to reduce the size of the dataset, and Gemperline explains that LDA is unable to recognize outliers and also suggests the "F test" as a way to overcome that same problem in Soft Independent Modeling of Class Analogy ("SIM CA"), we find Gemperline to be directly pertinent. (See Ans. 3.) For these reasons, we agree with and adopt the Examiner's findings and the conclusion that Gemperline is analogous art. Motivation to Combine Appellant argues that "the disclosures of Ayers (which, like the present invention, pertain to image processing) do not even begin to contemplate the use of techniques applicable to the non-analogous art area of Gemperline (i.e., testing raw materials using SIM CA analysis of near- infrared reflectance spectra), nor vice versa." (App. Br. 10.) We do not agree. As explained above, Ayers uses LDA and Gemperline teaches that LDA has a shortcoming in that it does not recognize outliers and suggests the "F test" as a way to address the outlier problem. Thus, a person of skill in the art would have been motivated by Gemperline to use the F test to improve Ayers' LDA. The Examiner did not employ improper hindsight because the combination is supported by an articulated reasoning with a rational underpinning. See In re Kahn, 441 F.3d 977, 988 (Fed. Cir. 2006). Nor do we agree that the age of Gemperline is material, as there is no evidence that anyone tried and failed to solve the problem addressed in the claims, and the presumption of knowledge is not itself sufficient to make the 5 Appeal2014-006398 Application 12/915,652 required showing. See Nike, Inc. v. Adidas AG, 812 F.3d 1326, 1338 (Fed. Cir. 2016) ("The mere age of the references is not persuasive of the unobviousness of the combination of their teachings, absent evidence that, notwithstanding knowledge of the references, the art tried and failed to solve the problem." (quoting In re Wright, 569 F.2d 1124, 1127 (CCPA 1977).) Because we find Gemperline analogous and that the Examiner did articulate a proper motivation, we sustain the rejections of claims 1--40 under 35 U.S.C. § 103(a). DECISION The rejections of claims 1--40 are 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 6 Copy with citationCopy as parenthetical citation