Prosecution Insights
Last updated: October 02, 2026
Application No. 19/050,784

COMPUTER-READABLE RECORDING MEDIUM STORING MACHINE LEARNING PROGRAM, MACHINE LEARNING METHOD, AND INFORMATION PROCESSING APPARATUS

Non-Final OA §102
Filed
Feb 11, 2025
Priority
Aug 29, 2022 — continuation of PCTJP2022032460
Examiner
CZEKAJ, DAVID J
Art Unit
Tech Center
Assignee
Fujitsu Limited
OA Round
1 (Non-Final)
50%
Grant Probability
Moderate
1-2
OA Rounds
3y 3m
Est. Remaining
42%
With Interview

Examiner Intelligence

Grants 50% of resolved cases
50%
Career Allowance Rate
120 granted / 241 resolved
-10.2% vs TC avg
Minimal -8% lift
Without
With
+-7.5%
Interview Lift
resolved cases with interview
Typical timeline
4y 11m
Avg Prosecution
23 currently pending
Career history
265
Total Applications
across all art units

Statute-Specific Performance

§101
11.3%
-28.7% vs TC avg
§103
67.8%
+27.8% vs TC avg
§102
11.1%
-28.9% vs TC avg
§112
4.9%
-35.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 241 resolved cases

Office Action

§102
Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Claim Rejections - 35 USC § 102 The following is a quotation of the appropriate paragraphs of 35 U.S.C. 102 that form the basis for the rejections under this section made in this Office action: A person shall be entitled to a patent unless – (a)(2) the claimed invention was described in a patent issued under section 151, or in an application for patent published or deemed published under section 122(b), in which the patent or application, as the case may be, names another inventor and was effectively filed before the effective filing date of the claimed invention. Claim(s) 1 and 9 are rejected under 35 U.S.C. 102(a)(2) as being anticipated by Lim et al. (2008/0144937), (hereinafter referred to as “Lim”). Regarding claim 1, Lim discloses obtaining video in which work of a person is captured (Lim: figure 1A), receive a label that indicates a work element of the person for each time-series section of the obtained video (Lim: figures 1B, 2, 3B; paragraph 0052), executing training processing that trains a transition probability of a feature per unit time included in the work element based on the received label (Lim: paragraph 0052, 0054), wherein the training processing changes, when the label of a specific type is assigned to the entire or a part of the work element, the transition probability of the feature in the section that corresponds to the label based on the type of the assigned label (Lim: figures 6-7; paragraphs 0052-0055). Regarding claim 9, note the examiners rejection for claim 1. Allowable Subject Matter Claims 2-8 and 10-12 are objected to as being dependent upon a rejected base claim, but would be allowable if rewritten in independent form including all of the limitations of the base claim and any intervening claims. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure: US20200387715 12/2020 Hasegawa US20200344083 10/2020 Shibahara US20200337648 10/2020 Saripalli US9928448 03/2018 Merler Any inquiry concerning this communication or earlier communications from the examiner should be directed to DAVE CZEKAJ whose telephone number is (571)272-7327. The examiner can normally be reached 8-6:00 Monday-Thursday and every other Friday. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful please contact Jamie Atala at 571-272-7384. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /Dave Czekaj/Supervisory Patent Examiner, Art Unit 2487
Read full office action

Prosecution Timeline

Feb 11, 2025
Application Filed
Sep 04, 2026
Non-Final Rejection mailed — §102 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12749331
METHOD, DEVICE AND STORAGE MEDIUM FOR RECOGNIZING CHART
2y 10m to grant Granted Sep 29, 2026
Patent 12739317
ADU ASSOCIATION METHOD AND COMPUTER DEVICE
2y 5m to grant Granted Sep 15, 2026
Patent 12651328
FULL-SPACE INTELLIGENT DETECTION METHOD AND SYSTEM FOR UNDERGROUND DRAINAGE NETWORKS, AS WELL AS STORAGE MEDIA
2y 0m to grant Granted Jun 09, 2026
Patent 12639952
Egress Obstruction Detection via Computer Vision
2y 0m to grant Granted May 26, 2026
Patent 12634493
METHOD FOR IMAGE COMPRESSION AND APPARATUS FOR IMPLEMENTING THE SAME
3y 3m to grant Granted May 19, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
50%
Grant Probability
42%
With Interview (-7.5%)
4y 11m (~3y 3m remaining)
Median Time to Grant
Low
PTA Risk
Based on 241 resolved cases by this examiner. Grant probability derived from career allowance rate.

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