Prosecution Insights
Last updated: July 17, 2026
Application No. 18/734,354

ASSIGNING OBSTACLES TO LANES USING NEURAL NETWORKS FOR AUTONOMOUS MACHINE APPLICATIONS

Non-Final OA §101
Filed
Jun 05, 2024
Priority
Sep 29, 2021 — continuation of 12/026,955
Examiner
SAINI, AMANDEEP SINGH
Art Unit
2600
Tech Center
2600 — Communications
Assignee
NVIDIA Corporation
OA Round
1 (Non-Final)
90%
Grant Probability
Favorable
1-2
OA Rounds
0m
Est. Remaining
98%
With Interview

Examiner Intelligence

Grants 90% — above average
90%
Career Allowance Rate
541 granted / 603 resolved
+27.7% vs TC avg
Moderate +8% lift
Without
With
+8.4%
Interview Lift
resolved cases with interview
Fast prosecutor
2y 1m
Avg Prosecution
10 currently pending
Career history
614
Total Applications
across all art units

Statute-Specific Performance

§101
5.6%
-34.4% vs TC avg
§103
79.0%
+39.0% vs TC avg
§102
4.7%
-35.3% vs TC avg
§112
6.8%
-33.2% vs TC avg
Black line = Tech Center average estimate • Based on career data from 603 resolved cases

Office Action

§101
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 . Claim Rejections - 35 USC § 101 35 U.S.C. 101 reads as follows: Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title. Claims 1, 16 and 21 are rejected under 35 U.S.C. 101 because the claimed invention is directed to non-statutory subject matter because the claim(s) as a whole, considering all claim elements both individually and in combination, do not amount to significantly more than an abstract idea. Dependent claim(s) 2-9, 17-20, and 22-26 when analyzed as a whole are held to be patent ineligible under 35 U.S.C. 101 because the additional recited limitation(s) fail(s) to establish that the claim(s) is/are not directed to an abstract idea. The claims are directed to a statutory category (process, machine, manufacture, or composition of matter). The claims employ abstract idea of including mathematical/algorithmic processing and mental-process-type evaluation/decision steps. The limitations “based at least on sensor data obtained using one or more sensors” and “performing one or more operations for a machine” appear to be field-of-use and result-oriented post-solution activity, rather than a recitation of how the claimed technique improves sensor technology, perception accuracy, computer operation, or machine control. The claims lack an inventive concept sufficient to transform the abstract idea into a patent-eligible invention. The claim does not include additional step(s)/element(s) that are sufficient to amount to significantly more than the judicial exception because the recited step(s)/element(s), when considered both individually and as an ordered combination, do not amount to more than the above-identified abstract idea. The additional elements or combination of elements “processor” in the claim taken individually or in combination is not sufficient to amount to significantly more than the judicial exception (abstract idea) itself because the “processor” is recited at a high level of generality as performing generic computer functions routinely used in computer applications. The use of generic computer components does not impose any meaningful limits on the computer implementation of the abstract idea. A claim without significantly additional limitations is not patent eligible. Using the 101 subject matter eligibility test, the claims pass Step 1 since they are directed to a statutory category (process, machine, manufacture, or composition of matter). Analyzing under Step 2A, i.e., part 1- Mayo Test, the claims are directed to abstract idea and therefore must be analyzed at Step 2B. Using Step 2B, viewed as a whole, these additional claim element(s) do not provide meaningful limitation(s) to transform the abstract idea into a patent eligible application of the abstract idea such that the claim(s) amounts to significantly more than the abstract idea itself. Therefore, the claim(s) are rejected under 35 U.S.C. 101 as being directed to non-statutory subject matter. Dependent claim(s) 1-9 and 16-26 when analyzed as a whole are held to be patent ineligible under 35 U.S.C. 101 because the additional recited limitation(s) fail(s) to establish that the claim(s) is/are not directed to an abstract idea. < Remainder of Page Left Intentionally Blank > Allowable Subject Matter Claims 1 – 11 and 21-29 would be allowed upon overcoming the above noted rejection. Examiner recommends including the detail about the machine based operations being performed in order to implement the abstract idea into a real world application. The following is a statement of reasons for the indication of allowable subject matter: Xu et al. (US 2019/0266418) discloses the concept of determining confidences corresponding to each area of interest, however, does not teach comparing one or more first predictions of the predictions corresponding to one or more first regions of a bounding shape associated with the object to one or more second predictions of the predictions corresponding to one or more second regions of the bounding shape and finally based at least on the comparing to execute an assigning and performing step. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to Amandeep Saini whose telephone number is (571)272-3382. The examiner can normally be reached M-F (8AM-4PM). 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. 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. /AMANDEEP SAINI/Supervisory Patent Examiner, Art Unit 2662
Read full office action

Prosecution Timeline

Jun 05, 2024
Application Filed
Jun 10, 2026
Non-Final Rejection mailed — §101 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12670723
APPARATUS AND METHOD FOR RECOGNIZING AN OBJECT
3y 2m to grant Granted Jun 30, 2026
Patent 12573055
IMAGE PROCESSING APPARATUS
2y 10m to grant Granted Mar 10, 2026
Patent 12499595
METHOD AND SYSTEM OF FLUORESCENCE MOLECULAR TOMOGRAPHY BASED ON WAVELET AND SCHUR DECOMPOSITION
2y 7m to grant Granted Dec 16, 2025
Patent 12462522
IMAGE ANALYSIS MODEL ADJUSTMENT METHOD AND IMAGE ANALYSIS APPARATUS
2y 0m to grant Granted Nov 04, 2025
Patent 12444038
Industrial Defect Recognition Method and System, Computing Device, and Storage Medium
2y 5m to grant Granted Oct 14, 2025
Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.
Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

1-2
Expected OA Rounds
90%
Grant Probability
98%
With Interview (+8.4%)
2y 1m (~0m remaining)
Median Time to Grant
Low
PTA Risk
Based on 603 resolved cases by this examiner. Grant probability derived from career allowance rate.

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month