Prosecution Insights
Last updated: July 17, 2026
Application No. 18/267,004

SYSTEMS AND METHODS FOR CLASSIFYING FOOD PRODUCTS

Non-Final OA §112
Filed
Jun 13, 2023
Priority
Dec 14, 2020 — UN 63125283 +3 more
Examiner
HERNANDEZ, ALEJANDRO
Art Unit
2661
Tech Center
2600 — Communications
Assignee
MARS Incorporated
OA Round
3 (Non-Final)
77%
Grant Probability
Favorable
3-4
OA Rounds
0m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 77% — above average
77%
Career Allowance Rate
34 granted / 44 resolved
+15.3% vs TC avg
Strong +22% interview lift
Without
With
+21.5%
Interview Lift
resolved cases with interview
Typical timeline
2y 10m
Avg Prosecution
12 currently pending
Career history
57
Total Applications
across all art units

Statute-Specific Performance

§101
1.1%
-38.9% vs TC avg
§103
82.1%
+42.1% vs TC avg
§102
5.3%
-34.7% vs TC avg
§112
11.6%
-28.4% vs TC avg
Black line = Tech Center average estimate • Based on career data from 44 resolved cases

Office Action

§112
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 . Continued Examination Under 37 CFR 1.114 A request for continued examination under 37 CFR 1.114, including the fee set forth in 37 CFR 1.17(e), was filed in this application after final rejection. Since this application is eligible for continued examination under 37 CFR 1.114, and the fee set forth in 37 CFR 1.17(e) has been timely paid, the finality of the previous Office action has been withdrawn pursuant to 37 CFR 1.114. Applicant's submission filed on 03/17/2026 has been entered. Priority Acknowledgment is made of applicant’s claim for foreign priority under 35 U.S.C. 119 (a)-(d). However, this claim for foreign priority is improper as the foreign priority cannot be claimed to a US application; a foreign priority claim is for a prior application filed in a foreign country, please see MPEP sections 213 and 1893.03(c) for further guidance. Furthermore see MPEP section 211.02(a) for the correction of a benefit claim after filing. Response to Amendments The amendments to the claims filed 03/17/2026 have been acknowledged accepted and entered. Previously claims 1 – 11 and 13 – 20 were pending; claims 1, 2, 13, 16, and 17 have been amended, and now claims 1 – 11 and 13 – 20 are still currently pending. Response to Arguments Applicant’s arguments, see Remarks, filed on 03/17/2026, with respect to independent claim 1 and 16 have been fully considered and are persuasive. The 103 claim rejections of independent claims 1 and 16 and their respective dependent claims have herein been withdrawn. Claim Rejections - 35 USC § 112 The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph: The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention. Claims 1 – 11 and 13 – 20 are rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being indefinite for failing to particularly point out and distinctly claim the subject matter which the inventor or a joint inventor (or for applications subject to pre-AIA 35 U.S.C. 112, the applicant), regards as the invention. Regarding independent claims 1 and 16, the claims state “wherein each isolated image comprises substantially only a set of pixels representing the indicated product;” in their respective claims. The word “substantially” is an approximation word that does not provide a clear definition as to what is considered substantial, furthermore the use of the word “substantially” next to the word “only” makes it more unclear as to whether the isolated image must comprise “substantially” a set of pixels representing the indicated product, or “only” a set of pixels representing the indicated product. Therefore, the claims are rejected for using approximation words and for failing to clearly point out and distinctly claim the subject matter of the claimed invention. Claims 2 – 11, 13 – 15, and 17 – 20 are rejected based on their dependency to claims 1 and 16 respectively. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. See attached PTO-892. Any inquiry concerning this communication or earlier communications from the examiner should be directed to ALEJANDRO HERNANDEZ whose telephone number is (703)756-1876. The examiner can normally be reached M-F 8 am - 5 pm ET. 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, John M Villecco can be reached at (571) 272-7319. 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. /ALEJANDRO HERNANDEZ/Examiner, Art Unit 2661 /JOHN VILLECCO/Supervisory Patent Examiner, Art Unit 2661
Read full office action

Prosecution Timeline

Show 2 earlier events
Oct 29, 2025
Applicant Interview (Telephonic)
Oct 30, 2025
Examiner Interview Summary
Dec 02, 2025
Response Filed
Jan 27, 2026
Final Rejection mailed — §112
Mar 17, 2026
Response after Non-Final Action
Apr 27, 2026
Request for Continued Examination
May 04, 2026
Response after Non-Final Action
May 29, 2026
Non-Final Rejection mailed — §112 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12682500
HIGH-FIDELITY NEURAL RENDERING OF IMAGES
2y 4m to grant Granted Jul 14, 2026
Patent 12675876
THREE-DIMENSIONAL MEDICAL IMAGE RECOGNITION METHOD AND APPARATUS, DEVICE, STORAGE MEDIUM, AND PRODUCT
2y 9m to grant Granted Jul 07, 2026
Patent 12670548
METHOD AND APPARATUS FOR SUPER RESOLUTION
3y 4m to grant Granted Jun 30, 2026
Patent 12664623
Measurement Techniques for Correcting Images with Extended Depth of Field
2y 11m to grant Granted Jun 23, 2026
Patent 12657646
IMAGE PROCESSING APPARATUS AND IMAGE PROCESSING METHOD
3y 8m to grant Granted Jun 16, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

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Prosecution Projections

3-4
Expected OA Rounds
77%
Grant Probability
99%
With Interview (+21.5%)
2y 10m (~0m remaining)
Median Time to Grant
High
PTA Risk
Based on 44 resolved cases by this examiner. Grant probability derived from career allowance rate.

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