Prosecution Insights
Last updated: October 25, 2026
Application No. 19/019,081

SYSTEMS AND METHODS FOR AUTOMATING BENCHMARK GENERATION USING NEURAL NETWORKS FOR IMAGE OR VIDEO SELECTION

Non-Final OA §DOUBLEPATENT
Filed
Jan 13, 2025
Priority
Jul 26, 2017 — provisional 62/537,428 +7 more
Examiner
BAKER, CHARLOTTE M
Art Unit
Tech Center
Assignee
Vizit Labs Inc.
OA Round
1 (Non-Final)
93%
Grant Probability
Favorable
1-2
OA Rounds
2m
Est. Remaining
93%
With Interview

Examiner Intelligence

Grants 93% — above average
93%
Career Allowance Rate
1019 granted / 1099 resolved
+32.7% vs TC avg
Minimal +0% lift
Without
With
+0.3%
Interview Lift
resolved cases with interview
Fast prosecutor
2y 0m
Avg Prosecution
20 currently pending
Career history
1117
Total Applications
across all art units

Statute-Specific Performance

§101
22.2%
-17.8% vs TC avg
§103
26.7%
-13.3% vs TC avg
§102
29.4%
-10.6% vs TC avg
§112
3.7%
-36.3% vs TC avg
Black line = Tech Center average estimate • Based on career data from 1099 resolved cases

Office Action

§DOUBLEPATENT
DETAILED ACTION 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 . Double Patenting The nonstatutory double patenting rejection is based on a judicially created doctrine grounded in public policy (a policy reflected in the statute) so as to prevent the unjustified or improper timewise extension of the “right to exclude” granted by a patent and to prevent possible harassment by multiple assignees. A nonstatutory double patenting rejection is appropriate where the conflicting claims are not identical, but at least one examined application claim is not patentably distinct from the reference claim(s) because the examined application claim is either anticipated by, or would have been obvious over, the reference claim(s). See, e.g., In re Berg, 140 F.3d 1428, 46 USPQ2d 1226 (Fed. Cir. 1998); In re Goodman, 11 F.3d 1046, 29 USPQ2d 2010 (Fed. Cir. 1993); In re Longi, 759 F.2d 887, 225 USPQ 645 (Fed. Cir. 1985); In re Van Ornum, 686 F.2d 937, 214 USPQ 761 (CCPA 1982); In re Vogel, 422 F.2d 438, 164 USPQ 619 (CCPA 1970); In re Thorington, 418 F.2d 528, 163 USPQ 644 (CCPA 1969). A timely filed terminal disclaimer in compliance with 37 CFR 1.321(c) or 1.321(d) may be used to overcome an actual or provisional rejection based on nonstatutory double patenting provided the reference application or patent either is shown to be commonly owned with the examined application, or claims an invention made as a result of activities undertaken within the scope of a joint research agreement. See MPEP § 717.02 for applications subject to examination under the first inventor to file provisions of the AIA as explained in MPEP § 2159. See MPEP § 2146 et seq. for applications not subject to examination under the first inventor to file provisions of the AIA . A terminal disclaimer must be signed in compliance with 37 CFR 1.321(b). The filing of a terminal disclaimer by itself is not a complete reply to a nonstatutory double patenting (NSDP) rejection. A complete reply requires that the terminal disclaimer be accompanied by a reply requesting reconsideration of the prior Office action. Even where the NSDP rejection is provisional the reply must be complete. See MPEP § 804, subsection I.B.1. For a reply to a non-final Office action, see 37 CFR 1.111(a). For a reply to final Office action, see 37 CFR 1.113(c). A request for reconsideration while not provided for in 37 CFR 1.113(c) may be filed after final for consideration. See MPEP §§ 706.07(e) and 714.13. The USPTO Internet website contains terminal disclaimer forms which may be used. Please visit www.uspto.gov/patent/patents-forms. The actual filing date of the application in which the form is filed determines what form (e.g., PTO/SB/25, PTO/SB/26, PTO/AIA /25, or PTO/AIA /26) should be used. A web-based eTerminal Disclaimer may be filled out completely online using web-screens. An eTerminal Disclaimer that meets all requirements is auto-processed and approved immediately upon submission. For more information about eTerminal Disclaimers, refer to www.uspto.gov/patents/apply/applying-online/eterminal-disclaimer. Claims 1-21 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1-11, 15-20 and 23-26 of U.S. Patent No. 12,198,403 (hereinafter ‘403). Although the claims at issue are not identical, they are not patentably distinct from each other because: Current Application ‘403 Claim 1: extract one or more features from an image or video; select a set of rules from a plurality of sets of rules based on a source of the image or video, the set of rules indicating a set of expected features; compare the one or more extracted features to the set of rules to generate a performance score for the image or video based on a difference between the one or more features and the set of expected features; and store an association between the performance score and the image or video. Claim 1: executing, by one or more processors, a neural network to extract one or more features from an image or video; selecting, by the one or more processors, a benchmark from a plurality of benchmarks based on a source of the image or video, the benchmark indicating a set of expected features; comparing, by the one or more processors, the one or more extracted features to the benchmark to generate a performance score for the image or video based on a difference between the one or more features and the set of expected features; and generating, by the one or more processors, a record identifying the performance score for the image or video. Current Application ‘403 Claim 10: extract one or more features from an image or video; select a set of rules from a plurality of sets of rules based on a category corresponding to the set of rules, the set of rules generated based on a plurality of images or videos each corresponding to the category; compare the one or more extracted features to the set of rules to generate a performance score for the image or video based on a difference between the one or more features and the set of rules; and store an association between the performance score and the image or video. Claim 10: executing, by one or more processors, a neural network to generate a performance score for a video or image based on one or more features of the image or video; generating, by the one or more processors, a benchmark from one or more images or videos selected based on a similarity between the one or more features of the image or video and features of the one or more images or videos; comparing, by the one or more processors, the performance score to the benchmark to generate a benchmark score for the image or video; and generating, by the one or more processors, a record indicating the benchmark score for the image or video. Current Application ‘403 Claim 16: extract one or more features from an image or video; generate a set of rules from one or more images or videos selected based on a similarity between the one or more features of the image or video and features of the one or more images or videos; compare the one or more extracted features to the set of rules to generate a performance score for the image or video based on a difference between the one or more features and the set of rules; and store an association between the performance score and the image or video. Claim 15: executing, by one or more processors, a neural network to extract one or more features from an image or video; selecting, by the one or more processors, a benchmark from a plurality of benchmarks based on a category corresponding to the benchmark, the benchmark generated based on a plurality of images or videos each corresponding to the category; comparing, by the one or more processors, the one or more extracted features to the benchmark to generate a performance score for the image or video based on a difference between the one or more features and the benchmark; and generating, by the one or more processors, a record identifying the performance score for the image or video. Claim 2 of the current application corresponds to claim 2 of ‘403. Claim 3 of the current application corresponds to claim 3 of ‘403. Claim 4 of the current application corresponds to claim 4 of ‘403. Claim 5 of the current application corresponds to claim 5 of ‘403. Claim 6 of the current application corresponds to claim 6 of ‘403. Claim 7 of the current application corresponds to claim 7 of ‘403. Claim 8 of the current application corresponds to claim 8 of ‘403. Claim 9 of the current application corresponds to claim 9 of ‘403. Claim 11 of the current application corresponds to claim 16 of ‘403. Claim 12 of the current application corresponds to claim 11 of ‘403. Claim 13 of the current application corresponds to claim 18 of ‘403. Claim 15 of the current application corresponds to claim 20 of ‘403. Claim 17 of the current application corresponds to claim 17 of ‘403. Claim 18 of the current application corresponds to claim 23 of ‘403. Claim 19 of the current application corresponds to claim 24 of ‘403. Claim 20 of the current application corresponds to claim 25 of ‘403. Claim 21 of the current application corresponds to claim 26 of ‘403. Allowable Subject Matter Claims 1-20 would be allowed provided that the Double Patenting Rejection is overcome. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to CHARLOTTE M BAKER whose telephone number is (571)272-7459. The examiner can normally be reached Mon - Fri 8:00-5:00. 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, the examiner’s supervisor, JENNIFER MEHMOOD can be reached at (571)272-2976. 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. /CHARLOTTE M BAKER/Primary Examiner, Art Unit 2664 01 October 2026
Read full office action

Prosecution Timeline

Jan 13, 2025
Application Filed
Oct 05, 2026
Non-Final Rejection mailed — §DOUBLEPATENT (current)

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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
93%
Grant Probability
93%
With Interview (+0.3%)
2y 0m (~2m remaining)
Median Time to Grant
Low
PTA Risk
Based on 1099 resolved cases by this examiner. Grant probability derived from career allowance rate.

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