USPTO Art Unit 2664 Prosecution Statistics

Art Unit Information

Art Unit: 2664
Group: 2660
Tech Center: 2600
Total Cases: 10,196
Last Active: March 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19088853SYSTEMS AND METHODS FOR CONTEXTUAL MACHINE LEARNING PROMPT GENERATIONMarch 2025May 2025Allow210NoNo
19031417METHODS AND DEVICES FOR DETECTING SURFACE DEFECTS BASED ON PERCEPTUAL AUTOENCODERSJanuary 2025March 2025Allow200NoNo
18994255CABLE DAMAGE DETECTION BY MACHINE VISIONJanuary 2025June 2025Allow500NoNo
19007124BIOLOGICAL IMAGE TRANSFORMATION USING MACHINE-LEARNING MODELSDecember 2024June 2025Allow610YesNo
18990865AUTOMATED INDUSTRIAL HYGIENE ASSESSMENT AND DISPLAYDecember 2024February 2025Allow210NoNo
18983335PATIENT-SPECIFIC MEDICAL SYSTEMS, DEVICES, AND METHODSDecember 2024May 2025Allow501NoNo
18965983Modular Sport CourtDecember 2024May 2025Allow510YesNo
18965893Dual Latch System for Hopper Cover of an Aerial Application AircraftDecember 2024June 2025Allow610YesNo
18955810METHOD FOR CONSTRUCTING DEFECT DETECTION MODEL, METHOD FOR DETECTING DEFECT AND RELATED APPARATUSNovember 2024February 2025Allow200NoNo
18948435SYSTEMS AND METHODS FOR CONTEXTUAL MACHINE LEARNING PROMPT GENERATIONNovember 2024February 2025Allow310NoNo
18948428SYSTEMS AND METHODS IMPLEMENTING A MACHINE LEARNING ARCHITECTURE FOR VIDEO PROCESSINGNovember 2024February 2025Allow310NoNo
18948425SYSTEMS AND METHODS FOR TRAINING A MULTI-MODAL MACHINE LEARNING ARCHITECTURE FOR CONTENT GENERATIONNovember 2024January 2025Allow310NoNo
18943693SYSTEMS AND METHODS FOR AUTOMATIC IMAGE GENERATION AND ARRANGEMENT USING A MACHINE LEARNING ARCHITECTURENovember 2024February 2025Allow410NoNo
18930296METHOD AND SYSTEM FOR FISH IDENTIFICATION BASED ON BODY SURFACE TEXTURE FEATURES AND GEOMETRIC FEATURESOctober 2024December 2024Allow200NoNo
18916516SYSTEMS AND METHODS FOR USING IMAGE SCORING FOR AN IMPROVED SEARCH ENGINEOctober 2024January 2025Allow310NoNo
18915151SYSTEMS AND METHODS FOR MANAGING COMPUTER MEMORY FOR SCORING IMAGES OR VIDEOS USING SELECTIVE WEB CRAWLINGOctober 2024January 2025Allow310NoNo
18912407MACHINE LEARNING ARCHITECTURE FOR PEER-BASED IMAGE SCORINGOctober 2024January 2025Allow310NoNo
18904979DENTAL ROBOTOctober 2024December 2024Allow300NoNo
18893745SYSTEMS AND METHODS FOR AUTOMATIC IMAGE GENERATION AND ARRANGEMENT USING A MACHINE LEARNING ARCHITECTURESeptember 2024December 2024Allow210NoNo
18884399INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAMSeptember 2024April 2025Allow710YesNo
18828552SYSTEMS AND METHODS FOR AUTOMATING BENCHMARK GENERATION USING NEURAL NETWORKS FOR IMAGE OR VIDEO SELECTIONSeptember 2024November 2024Allow210NoNo
18816849MULTI-ANGLE IMAGE SEMANTIC SEGMENTATION METHOD FOR CADMIUM ZINC TELLURIDE CHIPSAugust 2024October 2024Allow200NoNo
18810128SYSTEM AND METHOD FOR RESPONDING TO A USER INPUT USING AN AGENT ORCHESTRATORAugust 2024November 2024Allow300NoNo
18807820APPARATUSES AND METHODS FOR TRAINING AND USING COMPUTATIONAL OPERATIONS FOR DIGITAL IMAGE PROCESSINGAugust 2024October 2024Allow200NoNo
18782569SYSTEMS AND METHODS FOR AUTOMATIC IMAGE GENERATION AND ARRANGEMENT USING A MACHINE LEARNING ARCHITECTUREJuly 2024September 2024Allow210NoNo
18778762GENERATIVE EVENT SEQUENCE SIMULATOR WITH PROBABILITY ESTIMATIONJuly 2024September 2024Allow200NoNo
18764824METHOD AND SYSTEM FOR SURFACE DEFECT DETECTION BASED ON FEW-SHOT LEARNINGJuly 2024August 2024Allow200NoNo
18726398Multi-Modal diagnostic Device and database service for Ophthalmology and NeurologyJuly 2024June 2025Allow1100NoNo
18754972METHODS FOR ARTHROSCOPIC VIDEO ANALYSIS AND DEVICES THEREFORJune 2024May 2025Allow1110NoNo
18752622Machine Learning Architecture for Peer-Based Image ScoringJune 2024August 2024Allow200NoNo
18744575APPARATUS AND A METHOD FOR ON-DEMAND REGISTRATION OF WHOLE SLIDE IMAGESJune 2024March 2025Allow910YesNo
18736422SYSTEMS AND METHODS FOR MANAGING COMPUTER MEMORY FOR SCORING IMAGES OR VIDEOS USING SELECTIVE WEB CRAWLINGJune 2024August 2024Allow210NoNo
18680678REAL-TIME DETECTION OF ARTIFACTS IN OPHTHALMIC IMAGESMay 2024April 2025Allow1010NoNo
18676379SYSTEMS AND METHODS FOR NAVIGATION AND VISUALIZATIONMay 2024December 2024Allow610NoNo
18671421TRACKING OF HANDHELD SPORTING IMPLEMENTS USING COMPUTER VISIONMay 2024May 2025Allow1110NoNo
18664173SYSTEMS AND METHODS FOR USING IMAGE SCORING FOR AN IMPROVED SEARCH ENGINEMay 2024September 2024Allow410NoNo
18659198PROVIDING PRE-COMPUTED HOTWORD MODELSMay 2024February 2025Allow1010NoNo
18655553SYSTEMS AND METHODS FOR DETECTING WASTE RECEPTACLESMay 2024March 2025Allow1110NoNo
18707034CUSTOMIZED ORAL CARE PRODUCTSMay 2024May 2025Abandon1210NoNo
18652784SYSTEMS AND METHODS FOR AUTOMATIC IMAGE GENERATION AND ARRANGEMENT USING A MACHINE LEARNING ARCHITECTUREMay 2024July 2024Allow210NoNo
18651014Systems And Methods For Classification Of Arterial Image Regions And Features ThereofApril 2024March 2025Allow1110NoNo
18644216System, Method, and Apparatus for Generating Tokenized ImagesApril 2024June 2025Allow1310NoNo
18633670INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, PROGRAM, AND MOBILE DEVICEApril 2024March 2025Allow1110NoNo
18629281Conformance Testing of Manufactured Parts via Neural NetworksApril 2024July 2024Allow410NoNo
18627817SYSTEMS AND METHODS TO PROCESS ELECTRONIC IMAGES TO IDENTIFY DIAGNOSTIC TESTSApril 2024March 2025Allow1200NoNo
18626358RESIDUAL SEMI-RECURRENT NEURAL NETWORKSApril 2024March 2025Allow1110NoNo
18616876GLAUCOMA DETECTION AND EARLY DIAGNOSIS BY COMBINED MACHINE LEARNING BASED RISK SCORE GENERATION AND FEATURE OPTIMIZATIONMarch 2024October 2024Allow610NoNo
18615630Data Aggregation, Integration and Analysis System and Related Devices and MethodsMarch 2024January 2025Allow910NoNo
18615266IMAGE ANALYSIS AND INSIGHT GENERATIONMarch 2024September 2024Allow610YesNo
18613689SYSTEM AND METHOD FOR GENERATING RECOMMENDATIONS DURING IMAGE CAPTURE OF A PRODUCTMarch 2024March 2025Allow1210NoNo
18693042RAPID AND REALISTIC THREE-DIMENSIONAL STRATIGRAPHIC MODEL GENERATOR CONDITIONED ON REFERENCE WELL LOG DATAMarch 2024April 2025Allow1320YesNo
18600487SYSTEM AND METHODS FOR AN ADAPTIVE MACHINE LEARNING MODEL SELECTION BASED ON DATA COMPLEXITY AND USER GOALSMarch 2024May 2024Allow200NoNo
18594423SUBSTANCE PREPARATION EVALUATION SYSTEMMarch 2024May 2024Allow300NoNo
18592935SYSTEMS AND METHODS FOR AUTOMATING BENCHMARK GENERATION USING NEURAL NETWORKS FOR IMAGE OR VIDEO SELECTIONMarch 2024June 2024Allow410NoNo
18592132Methods and Systems for Processing ImageryFebruary 2024January 2025Allow1110NoNo
18588245APPARATUS AND METHODS FOR AUTOMATED MENTORSHIP USING MACHINE-LEARNING PROCESSESFebruary 2024August 2024Allow510YesNo
18587524Systems and Methods for Managing Computer Memory for Scoring Images or Videos using Selective Web CrawlingFebruary 2024April 2024Allow210NoNo
18584410METHODS AND DEVICES FOR TRIGGERING VEHICULAR ACTIONS BASED ON PASSENGER ACTIONSFebruary 2024November 2024Allow810YesNo
18582289Model Based Prediction in a Critically Sampled FilterbankFebruary 2024December 2024Allow1010NoNo
18442361Automated Cropping of Images Using a Machine Learning PredictorFebruary 2024December 2024Allow1010NoNo
18439056SYSTEM FOR TRANSCRIBING AND PERFORMING ANALYSIS ON PATIENT DATAFebruary 2024January 2025Allow1110NoNo
18436967PHOTON ABSORPTION REMOTE SENSING SYSTEM FOR HISTOLOGICAL ASSESSMENT OF TISSUESFebruary 2024June 2024Allow410YesNo
18433846SYSTEMS AND METHODS FOR USING IMAGE SCORING AN IMPROVED SEARCH ENGINEFebruary 2024April 2024Allow300NoNo
18434005SYSTEM AND METHOD FOR PREDICTING A NEED FOR ARTHROPLASTYFebruary 2024December 2024Allow1010NoNo
18432427METHOD AND SYSTEM FOR DETERMINING CONCENTRATION OF AN ANALYTE IN A SAMPLE OF A BODILY FLUID, AND METHOD AND SYSTEM FOR GENERATING A SOFTWARE-IMPLEMENTED MODULEFebruary 2024December 2024Allow1010NoNo
18431752COMPUTE SYSTEM WITH SKIN DISEASE IDENTIFICATION MECHANISM AND METHOD OF OPERATION THEREOFFebruary 2024December 2024Allow1020YesNo
18428823SYSTEM AND METHOD FOR VISUALIZATION OF DIGITIZED SLIDESJanuary 2024August 2024Allow610NoNo
18425425System for Ensuring Safe DrivingJanuary 2024August 2024Allow610NoNo
18423389INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND STORAGE MEDIUMJanuary 2024May 2025Allow1710NoNo
18422814OPTICAL TRACKING DEVICE WITH BUILT-IN STRUCTURED LIGHT MODULEJanuary 2024April 2025Allow1510NoNo
18421559COMPUTE SYSTEM WITH ACNE DIAGNOSTIC MECHANISM AND METHOD OF OPERATION THEREOFJanuary 2024September 2024Allow810YesNo
18419291DROPLET IMAGING PIPELINEJanuary 2024July 2024Allow610YesNo
18418326MEDICAL IMAGE PROCESSING APPARATUS, MEDICAL IMAGE PROCESSING METHOD, PROGRAM, DIAGNOSIS SUPPORTING APPARATUS, AND ENDOSCOPE SYSTEMJanuary 2024October 2024Allow910NoNo
18414148SYSTEMS AND METHODS FOR AUTOMATIC IMAGE GENERATION AND ARRANGEMENT USING A MACHINE LEARNING ARCHITECTUREJanuary 2024April 2024Allow310NoNo
18412985SYSTEMS AND METHODS RELATED TO POWER AMPLIFICATION AND POWER SUPPLY CONTROLJanuary 2024April 2025Allow1510NoNo
18406211HOT SPOT DEFECT DETECTING METHOD AND HOT SPOT DEFECT DETECTING SYSTEMJanuary 2024April 2025Allow1510NoNo
18400248JM06-17U SECURE LINE-OF-SIGHT COMMUNICATION WITH AIRCRAFTDecember 2023May 2025Allow1700NoNo
18400539SYSTEMS AND METHODS TO PROCESS ELECTRONIC IMAGES FOR SYNTHETIC IMAGE GENERATIONDecember 2023November 2024Allow1010NoNo
18393665SYSTEMS, METHODS, AND STORAGE MEDIA FOR PERFORMING ACTIONS IN RESPONSE TO A DETERMINED SPOKEN COMMAND OF A USERDecember 2023September 2024Allow810NoNo
18389934Streamlined Facial Authentication Event Entry System and MethodDecember 2023September 2024Allow910YesNo
18543313AUTOMATED INDEXING AND EXTRACTION OF FIELDS IN DIGITAL RECORDSDecember 2023September 2024Allow910NoNo
18544043SYSTEM FOR AUTOMATED DATA PREPARATION, TRAINING, AND TUNING OF MACHINE LEARNING MODELSDecember 2023March 2024Allow300NoNo
18539627COMPLEX IMAGE DATA ANALYSIS USING ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING ALGORITHMSDecember 2023September 2024Allow910NoNo
18569512SYSTEM AND METHOD TO DETERMINE AND CONTROL WELLBORE STABILITYDecember 2023December 2024Allow1210NoNo
18536151MACHINE LEARNING BASED GESTURE RECOGNITIONDecember 2023October 2024Allow1010NoNo
18528480METHODS AND SYSTEMS FOR DETERMINING FITNESS FOR A DENTAL SPLINT AND FOR CAPTURING DIGITAL DATA FOR FABRICATING A DENTAL SPLINTDecember 2023July 2024Allow710NoNo
18565533RADIO FREQUENCY DOMAIN CALIBRATION SYSTEM AND METHOD FOR RADIO FREQUENCY CIRCUIT UNITSNovember 2023April 2024Allow500NoNo
18565043IMAGE RECOGNITION METHOD AND APPARATUS, AND DEVICE AND MEDIUMNovember 2023August 2024Allow910NoNo
18564457METHOD AND SYSTEM FOR PROCESSING IMAGE, DEVICE AND MEDIUMNovember 2023June 2024Allow600NoNo
18520014VISUAL OBSERVER FOR UNMANNED AERIAL VEHICLESNovember 2023September 2024Allow1000NoNo
18518175METHOD AND SYSTEM FOR MONOCULAR DEPTH ESTIMATION OF PERSONSNovember 2023April 2025Allow1610NoNo
18389002DECODING IMAGES COMPRESSED USING MIP MAP COMPRESSIONNovember 2023July 2024Allow800NoNo
18388747SYSTEMS AND METHODS FOR ACCESSING AND ANALYZING RADIOLOGY IMAGING STUDIES IN REAL-TIME AS THEY ARE BEING REVIEWED BY A PRACTITIONERNovember 2023June 2024Allow710NoNo
18385977Predicting Results for a Video Posted to a Social Media Influencer ChannelNovember 2023July 2024Allow810NoNo
18499866REMOTE DISTRIBUTION OF NEURAL NETWORKSNovember 2023December 2024Allow1410NoNo
18499307BINARIZATION METHOD FOR CT SECTIONAL IMAGE OF FIBER PACKAGE CONTAINING ARTIFACTSNovember 2023December 2023Allow200NoNo
18386235SYSTEMS AND METHODS FOR PHYSICIAN DESIGNED SURGICAL PROCEDURESNovember 2023January 2025Allow1410YesNo
18385080SYSTEMS AND METHODS FOR TRIMMING DENTAL ALIGNERSOctober 2023December 2024Abandon1410NoNo
18557361IMAGE STEGANOGRAPHY UTILIZING ADVERSARIAL PERTURBATIONSOctober 2023February 2024Allow400NoNo
18494483Systems and Methods for Automating Benchmark Generation using Neural Networks for Image or Video SelectionOctober 2023January 2024Allow310NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2664.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
72
Examiner Affirmed
50
(69.4%)
Examiner Reversed
22
(30.6%)
Reversal Percentile
41.6%
Lower than average

What This Means

With a 30.6% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage 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
201
Allowed After Appeal Filing
85
(42.3%)
Not Allowed After Appeal Filing
116
(57.7%)
Filing Benefit Percentile
89.6%
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, 42.3% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the top 25% across the USPTO, indicating that filing appeals is particularly effective here. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

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 2664 - Prosecution Statistics Summary

Executive Summary

Art Unit 2664 is part of Group 2660 in Technology Center 2600. This art unit has examined 10,196 patent applications in our dataset, with an overall allowance rate of 88.7%. Applications typically reach final disposition in approximately 24 months.

Comparative Analysis

Art Unit 2664's allowance rate of 88.7% places it in the 88% percentile among all USPTO art units. This art unit has a significantly higher allowance rate than most art units at the USPTO.

Prosecution Patterns

Applications in Art Unit 2664 receive an average of 1.33 office actions before reaching final disposition (in the 14% percentile). The median prosecution time is 24 months (in the 77% percentile).

Strategic Considerations

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

  • The art unit's allowance rate suggests a more favorable examination environment compared to the USPTO average.
  • With fewer office actions than average, plan for relatively streamlined prosecution.
  • The median prosecution time is shorter 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.