USPTO Art Unit 2612 Prosecution Statistics

Art Unit Information

Art Unit: 2612
Group: 2610
Tech Center: 2600
Total Cases: 26,463
Last Active: August 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19313779Systems and Methods for Avatar Animation Based on Biometric DataAugust 2025January 2026Allow510YesNo
19301437SYSTEM FOR COLOR-CODING MEDICAL INSTRUMENTATION AND METHODS OF USEAugust 2025December 2025Allow410YesNo
19294844METHOD AND SYSTEM FOR ASSOCIATING AND AUTHENTICATING AUGMENTED REALITY CONTENT WITH A PHYSICAL OBJECTAugust 2025October 2025Allow200NoNo
19261069SYSTEM AND METHOD FOR GENERATING CUSTOMIZED DESIGN FOR BRAND BASED ON ARTIFICIAL INTELLIGENCEJuly 2025December 2025Allow510NoNo
19218534HAIR STRAIGHTENING BRUSH WITH TFT-LCDMay 2025July 2025Allow200NoNo
19205398VISUAL PROMPTING METHODS FOR GPT-4V BASED ZERO-SHOT GRAPHIC LAYOUT DESIGN GENERATIONMay 2025October 2025Allow510NoNo
19191143DEVICE INCLUDING MOTION GENERATION ARTIFICIAL INTELLIGENCE ALGORITHM BASED ON SPATIOTEMPORAL FEATURE OF MOTION AND OPERATION METHOD THEREOFApril 2025March 2026Allow1100YesNo
19171389DISPLAY DEVICE AND SYSTEM FOR THREE-DIMENSIONAL VIRTUAL MODEL OF LIVING ORGANISM, AND MIXED REALITY DEVICEApril 2025June 2025Allow200NoNo
19169236SYSTEM AND METHOD FOR AUGMENTED REALITY SURGICAL ASSISTANCE WITH INTEGRATED BIOMECHANICAL METRICSApril 2025November 2025Allow810YesNo
19094939SYSTEM AND METHOD TO RENDER TRANSLATED PAIRS HAVING ENHANCED STRUCTURAL COMPREHENSIONMarch 2025August 2025Allow410YesNo
19074452Generating Accessible (Colorblind Safe and WCAG-Compliant) Color Pairings, Palettes, and Design Systems Using Neural Networks, Machine Learning, and AlgorithmsMarch 2025December 2025Abandon1010NoNo
19064387AI-ASSISTED SURGICAL MARKING AND INJECTABLE FILLER SYSTEM FOR FACIAL COSMETIC PROCEDURESFebruary 2025July 2025Allow430NoNo
19058168METHOD FOR GENERATING DEFORMED IMAGES FOR ANOMALY DETECTION AND COMPUTING DEVICE FOR PERFORMING THE SAMEFebruary 2025August 2025Allow610NoNo
18978664DISPLAYING VISUAL ELEMENTS ON A MEDICAL DEVICEDecember 2024June 2025Allow610NoNo
18972604Interactive Graphing User InterfaceDecember 2024June 2025Allow610YesNo
18959226Artificial Intelligence-Based Video Content Creation with Predetermined StylesNovember 2024August 2025Allow910NoNo
18959171Machine Learning Model Training with Parameter Variation in FilmmakingNovember 2024February 2026Allow1520NoNo
18953949APPARATUS AND METHODS FOR VISUALIZATION WITHIN A THREE-DIMENSIONAL MODEL USING NEURAL NETWORKSNovember 2024April 2025Allow510NoNo
18944029AI-DRIVEN SMOOTH VIDEO-TO-VIDEO GENERATIONNovember 2024August 2025Allow910NoNo
18929434METHOD AND DEVICE FOR GENERATING DISPLAY INFORMATION OF ELECTRONIC PRICE TAG AND MEDIUMOctober 2024April 2025Allow510NoNo
18814763SYSTEM AND METHOD FOR DETERMINING FACE EXPRESSIONS TO OPTIMIZE USER EXPERIENCE IN DIGITAL INTERACTIVE PLATFORMSAugust 2024March 2026Allow1800NoNo
18805196DYNAMICALLY ADJUSTING A PERSONAL BOUNDARY OF AN AVATAR IN AN XR ENVIRONMENTAugust 2024April 2025Allow800YesNo
18798862METHOD FOR HEAD IMAGE REGISTRATION AND HEAD MODEL GENERATION AND CORRESPONDING DEVICESAugust 2024December 2024Allow410NoNo
18796304SYSTEM APPARATUS AND METHOD FOR PROVIDING FACIAL EXPRESSION TO AVATARSAugust 2024February 2025Allow620NoNo
18792396METHOD AND APPARATUS OF HAIR PROCESSING FOR VIRTUAL OBJECT, DEVICE, STORAGE MEDIUM, AND PROGRAM PRODUCTAugust 2024March 2026Allow2000YesNo
18783767MATERIAL DISPLAY METHOD AND APPARATUS, ELECTRONIC DEVICE, STORAGE MEDIUM, AND PROGRAM PRODUCTJuly 2024April 2025Allow920NoNo
18777676METHOD FOR GENERATING A DYNAMIC IMAGE BASED ON AUDIO, DEVICE, AND STORAGE MEDIUMJuly 2024January 2025Allow610NoNo
18774561METHOD AND APPARATUS FOR GENERATING VIDEO, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCTJuly 2024May 2025Allow1020NoNo
18772697METHODS AND SYSTEMS FOR GENERATING A THREE-DIMENSIONAL REPRESENTATION OF A SCENEJuly 2024February 2026Allow1900NoNo
18769707PART MACHINING FEATURE RECOGNITION METHOD BASED ON MACHINE VISION LEARNING RECOGNITIONJuly 2024August 2025Allow1300YesNo
18762194HEALTH MANAGEMENT SYSTEM, AND HUMAN BODY INFORMATION DISPLAY METHOD AND HUMAN BODY MODEL GENERATION METHOD APPLIED TO SAMEJuly 2024January 2026Allow1820YesNo
18758690GAZE TIMER BASED AUGMENTATION OF FUNCTIONALITY OF A USER INPUT DEVICEJune 2024May 2025Allow1010YesNo
18758296System and method for presenting assigned content to a user based on user's association with a recognized article and rights to accessJune 2024August 2025Allow1310NoNo
18750127METHOD AND APPARATUS FOR GENERATING LATENT IMAGE, COMPUTER STORAGE MEDIUM, AND ELECTRONIC DEVICEJune 2024January 2026Allow1900NoNo
18746617INTERACTIONS WITH 3D VIRTUAL OBJECTS USING POSES AND MULTIPLE-DOF CONTROLLERSJune 2024April 2025Allow1010NoNo
18743455VIRTUAL CLOTHING CHANGING METHOD, APPARATUS, ELECTRONIC DEVICE AND READABLE MEDIUMJune 2024January 2025Allow710NoNo
18742562SIMULATED CONSISTENCY CHECK FOR POINTS OF INTEREST ON THREE-DIMENSIONAL MAPSJune 2024December 2025Allow1810YesNo
18739719IMAGING DEVICE AND IMAGING METHODJune 2024May 2025Allow1110NoNo
18736806LIVE VENUE PERFORMANCE SENSOR CAPTURE AND VISUALIZATION OVER GAME NETWORKJune 2024April 2025Allow1010NoNo
18733585MONOCULAR VIDEO-BASED THREE-DIMENSIONAL RECONSTRUCTION AND DEPTH PREDICTION METHOD AND SYSTEM FOR PIPELINEJune 2024April 2025Allow1100NoNo
18679748AUGMENTED REALITY CONTROL SURFACEMay 2024February 2026Allow2000NoNo
18680766METHODS, SYSTEMS, AND MEDIA FOR MODIFYING USER INTERFACE COLORS IN CONNECTION WITH THE PRESENTATION OF A VIDEOMay 2024December 2025Abandon1810NoNo
18678908METHODS AND SYSTEMS FOR A COMPLIANCE FRAMEWORK DATABASE SCHEMAMay 2024November 2025Allow1710YesNo
18678556DISPLAYING VISUAL ELEMENTS ON A MEDICAL DEVICEMay 2024November 2024Allow610YesNo
18677585AVATAR CREATION USER INTERFACEMay 2024March 2025Allow910NoNo
18676133PERFORMANT CONFIGURATION USER INTERFACEMay 2024August 2025Allow1420NoNo
18674023EDITABLE SEMANTIC MAP WITH VIRTUAL CAMERA FOR MOBILE ROBOT LEARNINGMay 2024December 2025Allow1900NoNo
18674060SYSTEMS AND METHODS FOR OPTICAL CHARACTER RECOGNITION OF TEXT AND INFORMATION ON A CURVED SURFACEMay 2024July 2025Allow1410YesNo
18672424PHOTOGRAPHING AND PRINTING SYSTEM BASED ON ARMay 2024January 2026Allow2000NoNo
18667579AUGMENTATION OF DIGITAL IMAGES WITH SIMULATED SURFACE COATINGSMay 2024March 2025Allow1010NoNo
18665388INTEGRATING AUGMENTED REALITY EXPERIENCES WITH OTHER COMPONENTSMay 2024April 2025Allow1110NoNo
18661408SYSTEMS AND METHODS FOR GENERATING AND FACILITATING ACCESS TO A PERSONALIZED AUGMENTED RENDERING OF A USERMay 2024May 2025Allow1210NoNo
18659995DISPLAY TERMINAL, DISPLAY CONTROL SYSTEM AND DISPLAY CONTROL METHODMay 2024March 2025Allow1010NoNo
18657711VIRTUAL ANCHORING SYSTEMS AND METHODS FOR EXTENDED REALITYMay 2024May 2025Allow1210NoNo
18653592ARTIFACT PROCESSING IN VIDEO USING TEXTURE INFORMATIONMay 2024January 2026Allow2110NoNo
18651765PRE-PROCESSING SYSTEM AND METHOD THEREOFMay 2024October 2025Allow1800YesNo
18649466GENERATIVE ARTIFICIAL INTELLIGENCE VISUAL EFFECT GENERATORApril 2024October 2025Allow1700NoNo
18648347VIRTUAL AND AUGMENTED REALITY SYSTEMS AND METHODS HAVING UNEQUAL NUMBERS OF COMPONENT COLOR IMAGES DISTRIBUTED ACROSS DEPTH PLANESApril 2024August 2024Allow410NoNo
18648176APPARATUS AND METHODS FOR VISUALIZATION WITHIN A THREE-DIMENSIONAL MODEL USING NEURAL NETWORKSApril 2024July 2024Allow300NoNo
18643369Techniques for Triangle-level Rejection Sampling in Three-dimensional Object MeshesApril 2024October 2025Allow1800NoNo
18639261EFFICIENT DEPTH-BASED VIEWPOINT MATCHING AND HEAD POSE CHANGE COMPENSATION FOR VIDEO SEE-THROUGH (VST) EXTENDED REALITY (XR)April 2024February 2026Allow2210YesNo
18637497INFORMATION PROCESSING SYSTEM, INFORMATION PROCESSING METHOD, AND STORAGE MEDIUMApril 2024February 2025Allow1010NoNo
18702036COMPUTER-IMPLEMENTED METHOD FOR GENERATING SYNTHETIC IMAGES FOR TRAINING ARTIFICIAL INTELLIGENCE (AI)April 2024December 2025Allow2000NoNo
18637735GRAPHICS SYSTEMApril 2024November 2025Allow1900NoNo
18637053MIXED REALITY DISPLAY DEVICE AND MIXED REALITY DISPLAY METHODApril 2024April 2025Allow1210YesNo
18634112Centroid Positioning for Voxelizing Triangles in Point Cloud CodingApril 2024December 2025Allow2000YesNo
18633446DAMAGE DETECTION FROM MULTI-VIEW VISUAL DATAApril 2024December 2025Allow2030NoNo
186318603D UPPER GARMENT TRACKINGApril 2024May 2025Allow1310NoNo
18628609METHODS AND SYSTEMS FOR A COMPLIANCE FRAMEWORK DATABASE SCHEMAApril 2024October 2025Allow1910YesNo
18625473EXTENDED REALITY DRIVE SCANNERApril 2024October 2025Allow1910NoNo
18698287COMPUTER-IMPLEMENTED METHOD, APPARATUS, SYSTEM AND COMPUTER PROGRAM FOR CONTROLLING A SIGHTEDNESS IMPAIRMENT OF A SUBJECTApril 2024December 2025Allow2110NoNo
18625568AUGMENTED REALITY OBJECT RENDERING BASED ON CAMERA QUALITYApril 2024October 2024Allow700YesNo
18622322CONTROLLING CHARACTERISTICS OF LIGHT OUTPUT FROM LED WALLSMarch 2024January 2025Allow1010NoNo
18622304NON-TRANSITORY COMPUTER-READABLE MEDIUM AND INFORMATION PROCESSING SYSTEM FOR RENDERING A 3D VIRTUAL SPACE WHERE 3D MODESLS ARE ARRANGEDMarch 2024October 2025Allow1900NoNo
18618059Circuit Apparatus, Display System, And Image Processing MethodMarch 2024June 2025Allow1530NoNo
18616981OPTICAL ELEMENTS BASED ON POLYMERIC STRUCTURES INCORPORATING INORGANIC MATERIALSMarch 2024May 2025Allow1420YesNo
18616020Refoveation of Rendered Content Based on GazeMarch 2024December 2025Allow2110NoNo
18615699EFFICIENT PIXEL DENSITY MEASUREMENT OF STITCHED IMAGESMarch 2024October 2025Allow1900YesNo
18614273AUTO-GENERATING AN ARTIFICIAL REALITY ENVIRONMENT BASED ON ACCESS TO PERSONAL USER CONTENTMarch 2024May 2025Allow1420YesNo
18611185DISPLAY FOR PUMPMarch 2024May 2025Allow1420YesNo
18611236Optimizing Generative Machine-Learned Models for Subject-Driven Text-to-3D GenerationMarch 2024October 2025Allow1900NoNo
18608587HIGHER-RESOLUTION TERRAIN ELEVATION DATA FROM LOW-RESOLUTION TERRAIN ELEVATION DATAMarch 2024January 2025Allow1010NoNo
18608796TECHNIQUE FOR THREE DIMENSIONAL (3D) HUMAN MODEL PARSINGMarch 2024February 2026Allow2310NoNo
18606011SYSTEMS AND METHODS FOR CLINICAL WORKSPACE SIMULATIONMarch 2024January 2026Allow2210NoNo
18607159OBJECT DETECTION USING VISUAL LANGUAGE MODELS VIA LATENT FEATURE ADAPTATION WITH SYNTHETIC DATAMarch 2024September 2025Allow1800NoNo
18604682GENERATING VARIANTS OF VIRTUAL OBJECTS BASED ON ADJUSTABLE EXTERNAL FACTORSMarch 2024February 2026Allow2310YesNo
18691860EXCHANGEABLE BANDSMarch 2024March 2026Abandon2410NoNo
18602673SYSTEMS AND METHODS FOR COLOR-CODED VISUALIZATION TO AID IN DIAGNOSIS AND PROGNOSIS OF ALZHEIMER'S DISEASEMarch 2024October 2024Allow710NoNo
18603175IMAGE PROCESSING DEVICE AND IMAGE PROCESSING METHODMarch 2024November 2025Allow2000NoNo
18602394Orthopedic Treatment Device Co-Display Systems and MethodsMarch 2024November 2024Allow810NoNo
18601986SYSTEMS AND METHODS FOR GENERATING THREE-DIMENSIONAL MEASUREMENTS USING ENDOSCOPIC VIDEO DATAMarch 2024July 2025Allow1600YesNo
18577155METHOD FOR GENERATING PHOTOGRAPHED IMAGE DATA USING VIRTUAL ORGANOIDMarch 2024February 2026Allow2510NoNo
18690559INFORMATION PROCESSING APPARATUS AND PROGRAM FOR PRESENTING INFORMATION REGARDING A VIRTUAL VIEWPOINT USED IN RENDERNG A 3D MODELMarch 2024January 2026Allow2310NoNo
18600058SYSTEM AND METHOD FOR IMPROVED DATA STRUCTURES AND RELATED INTERFACESMarch 2024October 2025Allow2020YesNo
18599186REPROJECTION FOR HIGH FIELD RATE DISPLAYSMarch 2024April 2025Allow1420YesNo
18597817AUGMENTED REALITY OBJECT MANAGEMENT SYSTEMMarch 2024August 2024Allow600NoNo
18595254DISPLAY TERMINAL, DISPLAY CONTROL SYSTEM AND DISPLAY CONTROL METHODMarch 2024October 2024Allow700NoNo
18594319ELECTRONIC DEVICEMarch 2024February 2025Allow1110NoNo
18594552NORMALIZED BRIGHTNESS CONTROL FOR USER PERCEPTION OF VISUAL MEDIAMarch 2024January 2026Allow2310NoNo
18595106SYSTEMS AND METHODS FOR AUGMENTED REALITY INVENTORY TRACKINGMarch 2024April 2025Allow1310NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2612.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
411
Examiner Affirmed
290
(70.6%)
Examiner Reversed
121
(29.4%)
Reversal Percentile
34.4%
Lower than average

What This Means

With a 29.4% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
1183
Allowed After Appeal Filing
399
(33.7%)
Not Allowed After Appeal Filing
784
(66.3%)
Filing Benefit Percentile
57.4%
Higher than average

Understanding Appeal Filing Strategy

Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.

In this dataset, 33.7% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting reconsideration.

Strategic Recommendations

⚠ Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.

✓ Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Art Unit 2612 - Prosecution Statistics Summary

Executive Summary

Art Unit 2612 is part of Group 2610 in Technology Center 2600. This art unit has examined 26,463 patent applications in our dataset, with an overall allowance rate of 71.1%. Applications typically reach final disposition in approximately 32 months.

Comparative Analysis

Art Unit 2612's allowance rate of 71.1% places it in the 34% percentile among all USPTO art units. This art unit has a below-average allowance rate compared to other art units.

Prosecution Patterns

Applications in Art Unit 2612 receive an average of 1.63 office actions before reaching final disposition (in the 29% percentile). The median prosecution time is 32 months (in the 43% percentile).

Strategic Considerations

When prosecuting applications in this art unit, consider the following:

  • The art unit's allowance rate suggests a more challenging examination environment compared to the USPTO average.
  • With fewer office actions than average, plan for relatively streamlined prosecution.
  • The median prosecution time is longer than average and should be factored into your continuation and client communication strategies.
  • Review individual examiner statistics within this art unit to identify examiners with particularly favorable or challenging prosecution patterns.

Important Disclaimer

Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.

No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.

Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.

Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.