Prosecution Insights
Last updated: April 19, 2026
Application No. 18/612,941

Foveated Anti-Aliasing

Non-Final OA §102§103
Filed
Mar 21, 2024
Examiner
HOANG, PHI
Art Unit
2619
Tech Center
2600 — Communications
Assignee
Apple Inc.
OA Round
1 (Non-Final)
82%
Grant Probability
Favorable
1-2
OA Rounds
2y 8m
To Grant
98%
With Interview

Examiner Intelligence

Grants 82% — above average
82%
Career Allow Rate
756 granted / 928 resolved
+19.5% vs TC avg
Strong +17% interview lift
Without
With
+17.0%
Interview Lift
resolved cases with interview
Typical timeline
2y 8m
Avg Prosecution
25 currently pending
Career history
953
Total Applications
across all art units

Statute-Specific Performance

§101
10.5%
-29.5% vs TC avg
§103
53.0%
+13.0% vs TC avg
§102
11.9%
-28.1% vs TC avg
§112
13.4%
-26.6% vs TC avg
Black line = Tech Center average estimate • Based on career data from 928 resolved cases

Office Action

§102 §103
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 § 102 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis (i.e., changing from AIA to pre-AIA ) for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. 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, 3, 4, 7-9, 11-14, and 16-20 is/are rejected under 35 U.S.C. 102(a)(2) as being anticipated by Liu et al. (US 2022/0114702 A1). Regarding claim 1, Liu discloses a method comprising: at a device having a display (Paragraph 0049, display), one or more processors, and non-transitory memory; (Paragraph 0062, processor and memory) obtaining a currently rendered image; (Paragraph 0046 and figure 1, element 110, upscaled image of a low resolution image) obtaining an accumulation image based on previously rendered images; (Paragraph 0049 and figure 1, prior high resolution images that can be obtained from a history buffer that stores prior high resolution output images created from a blending of other prior images) generating an output image based on the currently rendered image and the accumulation image, wherein the output image includes a first output pixel at a first output pixel location having a first output pixel value based on a first weighting of the currently rendered image and the accumulation image and the output image includes a second output pixel at a second output pixel location having a second output pixel value based on a second weighting of the currently rendered image and the accumulation image, wherein the second weighting is different than the first weighting; (Paragraphs 0049 and 0055, blending the upscaled image with a prior high resolution image to produce a high resolution output image using different blending weights for different pixel locations) and displaying, on the display, the output image (Paragraph 0049, presentation of the high resolution output image on the display). Regarding claim 3, Liu discloses wherein the second weighting includes weighting the currently rendered image to one and weighting the accumulation image to zero (Paragraph 0054, the blending weight can be set to a value between 0 and 1). Regarding claim 4, Liu discloses wherein the first weighting is based on a first scaling factor of the first output pixel location and the second weighting is based on a second scaling factor of the second output pixel location (Paragraph 0055, different blending weights at different pixel locations for blending the upscaled image and prior high resolution image which have their own scaling). Regarding claim 7, Liu discloses wherein the first output pixel value is a weighted sum of a currently rendered image pixel value of a currently rendered image pixel at the first output pixel location of the currently rendered image and a function of an accumulation image pixel value of an accumulation image pixel at a corresponding pixel location corresponding to the first output pixel location of the accumulation image (Paragraphs 0049 and 0055, blending of the upscaled image and prior high resolution image using blending weights at sampled locations). Regarding claim 8, Liu discloses wherein a weight of the weighted sum is based on a first scaling factor of the first output pixel location (Paragraph 0055, different blending weights at different pixel locations for blending the upscaled image having its own scaling). Regarding claim 9, Liu discloses wherein the corresponding pixel location is determined based on the first output pixel location and a reprojection function (Paragraph 0055, samples from the upscaled image and prior image are blended together to produce output pixels at the sampled locations). Regarding claim 11, Liu discloses wherein the function of the accumulation image is a filtering function or anti-ghosting function (Paragraph 0055, accumulation with prevention of artifacts including ghosting). Regarding claim 12, Liu discloses storing the output image as an updated accumulation image (Figure 1, elements 116 and 118, storing the high resolution output image in the history buffer). Regarding claim 13, Liu discloses generating a second output image based on a second currently rendered image and the updated accumulation image (Figure 1, the stored high resolution output image in the history buffer can be used as another prior image for a subsequent upscaled image to be blended with to produce another high resolution output image). Regarding claims 14 and 20, similar reasoning as discussed in claim 1 is applied. Regarding claim 16, similar reasoning as discussed in claim 3 is applied. Regarding claim 17, similar reasoning as discussed in claim 4 is applied. Regarding claim 18, similar reasoning as discussed in claim 7 is applied. Regarding claim 19, similar reasoning as discussed in claim 9 is applied. Claim Rejections - 35 USC § 103 The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. Claim(s) 2 and 15 is/are rejected under 35 U.S.C. 103 as being unpatentable over Liu et al. (US 2022/0114702 A1) in view of Greenberg (US 2020/0236331 A1). Regarding claim 2, Liu discloses all limitations as discussed in claim 1. Liu does not clearly disclose wherein the first output pixel location is in a periphery and the second output pixel location is in a fovea. Greenberg discloses images can have regions for display to an eye’s periphery and fovea at different resolutions (Paragraph 0012). Greenberg’s display of images with regions for an eye’s periphery and fovea would have been recognized by one of ordinary skill in the art to be applicable to the blending of different pixel locations for producing an image with different resolution of Liu and the results would have been predictable in blending different pixel locations to produce an image with different resolutions for display to an eye’s periphery and fovea. Therefore, the claimed subject matter would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention. Regarding claim 15, similar reasoning as discussed in claim 2 is applied. Allowable Subject Matter Claims 5, 6, and 10 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. Regarding claim 5, the prior art does not clearly disclose the method of claim 4, wherein the first scaling factor includes a horizontal scaling factor and a vertical scaling factor and the first weighting is based on an inverse of the horizontal scaling factor multiplied by an inverse of the vertical scaling factor. Regarding claim 6, the prior art does not clearly disclose the method of claim 4, wherein the first scaling factor includes a horizontal scaling factor and a vertical scaling factor and the first weighting is based on the lesser of an inverse of the horizontal scaling factor and an inverse of the vertical scaling factor. Regarding claim 10, the prior art does not clearly disclose the method of claim 9, wherein the reprojection function is based on a scaling factor map including the first scaling factor of the first output pixel location. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Avila et al. (US 2022/0374490 A1) discloses reprojection during temporal anti-aliasing where new samples are added to old samples to form new image. Any inquiry concerning this communication or earlier communications from the examiner should be directed to PHI HOANG whose telephone number is (571)270-3417. 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, JASON CHAN can be reached at (571)272-3022. 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. /PHI HOANG/Primary Examiner, Art Unit 2619
Read full office action

Prosecution Timeline

Mar 21, 2024
Application Filed
Jan 24, 2026
Non-Final Rejection — §102, §103 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12602889
METHOD AND SYSTEM OF RENDERING A 3D IMAGE FOR AUTOMATED FACIAL MORPHING
2y 5m to grant Granted Apr 14, 2026
Patent 12592010
NEURAL NETWORK-BASED IMAGE LIGHTING
2y 5m to grant Granted Mar 31, 2026
Patent 12579624
DISPLAY DEVICE AND OPERATING DRIVING THEREOF
2y 5m to grant Granted Mar 17, 2026
Patent 12561885
METHOD, SYSTEM, AND MEDIUM FOR ARTIFICIAL INTELLIGENCE-BASED COMPLETION OF A 3D IMAGE DURING ELECTRONIC COMMUNICATION
2y 5m to grant Granted Feb 24, 2026
Patent 12561866
CONTENT-SPECIFIC-PRESET EDITS FOR DIGITAL IMAGES
2y 5m to grant Granted Feb 24, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

AI Strategy Recommendation

Get an AI-powered prosecution strategy using examiner precedents, rejection analysis, and claim mapping.
Powered by AI — typically takes 5-10 seconds

Prosecution Projections

1-2
Expected OA Rounds
82%
Grant Probability
98%
With Interview (+17.0%)
2y 8m
Median Time to Grant
Low
PTA Risk
Based on 928 resolved cases by this examiner. Grant probability derived from career allow 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