USPTO Art Unit 2665 Prosecution Statistics

Art Unit Information

Art Unit: 2665
Group: 2660
Tech Center: 2600
Total Cases: 16,096
Last Active: August 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19312643On-Demand State Verification Using Digital Image Processing and Artificial IntelligenceAugust 2025October 2025Allow200NoNo
19266337COMPUTER ASSISTED MOLECULAR IMAGING METHODS AND SYSTEMSJuly 2025March 2026Allow810NoNo
19255782ENHANCED OBJECT DETECTION WITH RETRIEVAL AUGMENTED GENERATION AND LANGUAGE MODEL PROMPTING SYSTEMJune 2025September 2025Allow310NoNo
19247838AUTHENTICATION AND IDENTIFICATION OF PHYSICAL OBJECTS USING FIXED-SIZE REPRESENTATIONJune 2025October 2025Allow400NoNo
19236536PROCESS FOR VALIDATING USER ASSESSMENT OF EQUIPMENTJune 2025December 2025Allow610YesNo
19228673DEEP LEARNING-BASED METHOD FOR GENERATING 7T MAGNETIC RESONANCE IMAGES FROM 3T MAGNETIC RESONANCE IMAGESJune 2025October 2025Allow410NoNo
19204646METHOD AND DEVICE FOR TRAINING NEURAL NETWORK MODEL TO BE ROBUST TO CHANGES IN BRIGHTNESS OF INPUT DATAMay 2025August 2025Allow300NoNo
19203267QUANTIFICATION METHOD FOR MICROSCOPIC CRACKS INSIDE 3D PRINTED CONCRETE AND SYSTEM THEREOFMay 2025August 2025Allow310YesNo
19096601METHOD FOR DETERMINING NUMBER OF PRODUCT QUALITY INCIDENTS BASED ON CONVOLUTIONAL NEURAL NETWORKMarch 2025May 2025Allow100NoNo
19089441METHOD FOR EVALUATING THE POSSIBILITY OF A CIGARETTE BURNING CONE TO FALL OFFMarch 2025May 2025Allow200NoNo
19079747METHOD FOR MONITORING THYROID EYE DISEASE CONDITION, AND SYSTEM FOR PERFORMING SAMEMarch 2025April 2025Allow100NoNo
19071797METHOD FOR CONSTRUCTING SPATIAL SCENARIOS BASED ON BLUE-GREEN-GREY RATIOMarch 2025June 2025Allow300NoNo
19108899Program, Information Processing Method, and Information Processing ApparatusMarch 2025June 2025Allow300YesNo
19070856IDENTITY VERIFICATION WITH REUSABLE PROFILESMarch 2025July 2025Allow410YesNo
19058065LOCALIZATION AND CLASSIFICATION OF ABNORMALITIES IN MEDICAL IMAGESFebruary 2025July 2025Allow510NoNo
19049194METHOD FOR MONITORING THYROID EYE DISEASE CONDITION, AND SYSTEM FOR PERFORMING SAMEFebruary 2025July 2025Allow510NoNo
19039405INTELLIGENT VEHICLE LIFT NETWORK WITH DISTRIBUTED SENSORSJanuary 2025April 2025Allow200NoNo
19037114SYSTEMS AND METHODS FOR IMAGE SEGMENTATION USING MULTIPLE STAIN INDICATORSJanuary 2025April 2025Allow300NoNo
19032581GENERATING INTERACTIVE VEHICLE INSPECTION INTERFACES USING MULTI-MODEL ARTIFICIAL INTELLIGENCE AND ANCHOR-BASED SPATIAL TRACKINGJanuary 2025April 2025Allow200NoNo
19032358MONITORING A MECHANISM OR A COMPONENT THEREOFJanuary 2025November 2025Allow911NoNo
19031482METHOD FOR GENERATING INDUSTRIAL DEFECT IMAGE, DEVICE, MEDIUM, AND PRODUCTJanuary 2025April 2025Allow200NoNo
18996568METHOD FOR DETECTING A SURFACE DEFECT OF A COPPER-CLAD LAMINATE BASED ON MULTI-SCALE GRIDDINGJanuary 2025June 2025Allow500NoNo
19006314MULTI-ANGLE VEHICLE DEFECT MEASUREMENT USING SURFACE-ADAPTIVE OPTICAL CORRECTIONSDecember 2024September 2025Allow820YesNo
19006308DETECTION AND ESTIMATION OF DEFECTS IN VEHICLE'S EXTERIORDecember 2024March 2025Allow200NoNo
19004301HIGH RESOLUTION HUMAN IMAGING USING NEURAL NETWORKDecember 2024March 2026Allow1421NoNo
18991632WIRELESS SENSING USING CLASSIFIER PROBING AND REFINEMENTDecember 2024August 2025Allow811NoNo
18991629WIRELESS SENSING USING MEASUREMENT ENHANCEMENTDecember 2024March 2026Allow1530NoNo
18991159MACHINE-LEARNING-ENABLED IMPUTATION OF SPATIAL OMICS DATA BASED ON HISTOPATHOLOGY IMAGE DATADecember 2024July 2025Allow610YesNo
18986957METHOD FOR IMAGE DEHAZING OF VEHICULAR IMAGESDecember 2024February 2025Allow200YesNo
18979560MATCHING BASED DEFECT EXAMINATION FOR SEMICONDUCTOR SPECIMENSDecember 2024April 2025Allow500YesNo
18965023SURFACE DEFECT DETECTION METHOD, SYSTEM, EQUIPMENT, AND TERMINAL THEREOFDecember 2024February 2025Allow300NoNo
18961463ADAPTIVE REAL TIME DISCRETE COSINE TRANSFORM IMAGE AND VIDEO PROCESSING WITH CONVOLUTIONAL NEURAL NETWORK ARCHITECTURENovember 2024June 2025Allow710NoNo
18955602SYSTEMS AND METHODS FOR AUTOMATICALLY EXTRACTING OBJECTS FROM IMAGESNovember 2024July 2025Allow820NoNo
18953345METHOD OF DETECTING LESIONS IN ENDOSCOPIC IMAGES, AND METHOD AND COMPUTING DEVICE FOR TRAINING ARTIFICIAL NEURAL NETWORK MODEL THAT PERFORMS THE SAMENovember 2024April 2025Allow510NoNo
18950806SPINNING BOX DETECTION METHOD, ELECTRONIC DEVICE AND STORAGE MEDIUMNovember 2024June 2025Allow700NoNo
18949614METHOD AND SYSTEM FOR STATISTICS OF THICKNESS OF CORROSION PRODUCT FILM BASED ON IMAGE PROCESSINGNovember 2024April 2025Allow510NoNo
18943964ANOMALY DETECTION DEVICE AND METHOD USING NEURAL NETWORK, AND DEVICE AND METHOD FOR TRAINING NEURAL NETWORKNovember 2024September 2025Allow1010NoNo
18935726SYSTEM AND METHOD FOR CLASSIFYING TYPE OF A FRACTURE ON MUSCULOSKELETAL X-RAY IMAGENovember 2024March 2025Allow510NoNo
18904849OOCYTE QUALITY ANALYSIS SYSTEMOctober 2024April 2025Allow620YesNo
18894540METHOD TO CALIBRATE, PREDICT, AND CONTROL STOCHASTIC DEFECTS IN EUV LITHOGRAPHYSeptember 2024August 2025Allow1110NoNo
18828923SYSTEMS AND METHODS FOR IMPROVING DETECTION OF FETAL CONGENITAL HEART DEFECTSSeptember 2024January 2025Allow501NoNo
18818601Enhanced AI Image SegmentationAugust 2024December 2024Allow310YesNo
18816025SYSTEM AND METHOD FOR IMAGE CREATION AND PROCESSINGAugust 2024November 2024Allow300NoNo
18807606DETECTION METHOD FOR SPINNING WORKSHOP, ELECTRONIC DEVICE AND STORAGE MEDIUMAugust 2024October 2024Allow200NoNo
18805509METHOD FOR PROCESSING REMOTE SENSING IMAGES BY FUSING ELEVATION INFORMATIONAugust 2024October 2024Allow200NoNo
18801185QUANTITATIVE LINEAR INDEPENDENT VECTOR BASED METHOD (QLIVBM) FOR IMAGE ALIGNMENTAugust 2024June 2025Allow1000NoNo
18784389DEEP LEARNING-BASED QUALITY INSPECTION SYSTEM APPLICABLE TO INJECTION PROCESS AND CONTROL METHOD THEREOFJuly 2024September 2024Allow100NoNo
18782056DEEP LEARNING-BASED MRI EXAMINATION AND DIAGNOSIS SYSTEM FOR DISPLACEMENT OF TEMPOROMANDIBULAR JOINT DISCJuly 2024October 2024Allow310NoNo
18778875CLASSIFICATION METHOD FOR PRODUCT QUALITY ACCIDENTS AND ITS SYSTEM BASED ON CONVOLUTIONAL NEURAL NETWORKSJuly 2024January 2025Allow600NoNo
18775064DETECTING SYNTHETIC VISUAL MEDIAJuly 2024January 2025Allow610NoNo
18776004TRAINING METHOD FOR IMAGE RECOGNITION MODEL, SPINNERET PLATE DETECTION METHOD AND APPARATUSJuly 2024November 2024Allow400NoNo
18774388MEDICAL DEVICE FOR TRANSCRIPTION OF APPEARANCES IN AN IMAGE TO TEXT WITH MACHINE LEARNINGJuly 2024December 2025Allow1720NoNo
18771409EFFICIENTLY INFERENCING DIGITAL VIDEOS UTILIZING MACHINE-LEARNING MODELSJuly 2024August 2025Allow1310YesNo
18767169FLUORESCENCE-BASED DETECTION OF PROBLEMATIC CELLULAR ENTITIESJuly 2024March 2025Allow820NoNo
18756328SCALABLE VECTOR CAGES: VECTOR-TO-PIXEL METADATA TRANSFER FOR OBJECT PART CLASSIFICATIONJune 2024April 2025Allow1011YesNo
18757415ITEM IDENTIFICATION USING DIGITAL IMAGE PROCESSINGJune 2024February 2025Allow800NoNo
18751222COMPUTER ASSISTED MOLECULAR IMAGING METHODS AND SYSTEMSJune 2024March 2025Allow910NoNo
18750411APPARATUS AND METHODS FOR GENERATING A THREE-DIMENSIONAL (3D) MODEL OF CARDIAC ANATOMY VIA MACHINE-LEARNINGJune 2024February 2025Allow810NoNo
18749457METHODS AND SYSTEMS FOR IMPROVING WOUND HEALINGJune 2024September 2024Allow310YesNo
18721224NETWORK ARCHITECTURE FOR 3D IMAGE PROCESSINGJune 2024January 2025Allow710YesNo
18747198IMAGING DIMENSIONAL CRYSTAL STRUCTURES INDICATIVE OF PHYSIOLOGICAL STATESJune 2024October 2025Abandon1621NoNo
18720749AN OPTICAL FINGERPRINT SENSOR AND A METHOD FOR DETECTING A FINGERPRINTJune 2024September 2024Allow300NoNo
18744006SYSTEMS, METHODS, AND DEVICES FOR IMAGE PROCESSINGJune 2024August 2025Abandon1410NoNo
18743700METHOD FOR IDENTIFYING, ORDERING, AND PRESENTING IMAGES ACCORDING TO EXPRESSIONSJune 2024August 2025Abandon1410NoNo
18741807Method and System for Monitoring and Safety Evaluation of Dam Body Defect of Check DamJune 2024September 2024Allow300NoNo
18719043MACHINE LEARNING BASED EVALUATION OF LATERAL FLOW TESTSJune 2024March 2025Allow900NoNo
18740689GRAPH MACHINE LEARNING FOR CASE SIMILARITYJune 2024November 2025Allow1720YesNo
18739656IMAGE CONVERSION BY USING COLOR DISTRIBUTIONJune 2024April 2025Allow1010NoNo
18736759CUTTING PATH PLANNING ALGORITHM FOR SEMICONDUCTOR WORKPIECE BASED ON IMAGE PROCESSINGJune 2024June 2025Allow1200NoNo
18734323DETERMINING DIGITAL MARKERS INDICATIVE OF A NEUROLOGICAL CONDITIONJune 2024October 2024Allow510NoNo
18735135MOLAR TRIMMING PREDICTION AND VALIDATION USING MACHINE LEARNINGJune 2024May 2025Allow1200NoNo
18731193ENCODER, DECODER AND METHOD EMPLOYING PALETTE COMPRESSIONMay 2024December 2025Allow1820YesNo
18676460AUTOMATED OR PARTIALLY AUTOMATED ANATOMICAL SURFACE ASSESSMENT METHODS, DEVICES AND SYSTEMSMay 2024January 2026Allow2020YesNo
18674863Contactless Mobile Fingerprinting Capture Device and Method of UseMay 2024February 2026Allow2020NoNo
18662142COATING SIZE CORRECTION METHOD AND APPARATUS, DEVICE, STORAGE MEDIUM, AND PROGRAM PRODUCTMay 2024October 2024Allow510NoNo
18660007SYSTEMS AND METHODS FOR AUGMENTED VISUALIZATION USING ACTIVITY WINDOWSMay 2024September 2025Allow1630YesNo
18659016VISION-BASED WAFER PRE-ALIGNMENT PLATFORM AND ALIGNMENT METHODMay 2024November 2024Allow610NoNo
18658673APPARATUS AND METHOD FOR SINGLE IMAGE DEHAZING CONSIDERING HAZE TYPE CLASSIFICATIONMay 2024November 2024Allow610YesNo
18652236APPARATUS AND METHOD FOR AUTOMATED MICRODISSECTION OF TISSUE FROM SLIDES TO OPTIMIZE TISSUE HARVEST FROM REGIONS OF INTERESTMay 2024May 2025Allow1210YesNo
18647366COMBINING BRIGHTFIELD AND FLUORESCENT CHANNELS FOR CELL IMAGE SEGMENTATION AND MORPHOLOGICAL ANALYSIS IN IMAGES OBTAINED FROM AN IMAGING FLOW CYTOMETERApril 2024November 2025Allow1910NoNo
18646283Image Processing Apparatus, Image Processing Method and Storage MediumApril 2024March 2026Allow2300NoNo
18645429ELECTRONIC DEVICE CAPABLE OF IDENTIFYING INELIGIBLE OBJECTApril 2024April 2025Allow1110NoNo
18644638METHOD OF INSPECTING DEFECTSApril 2024March 2026Allow2200NoNo
18644261OPTICAL AND OTHER SENSORY PROCESSING OF COMPLEX OBJECTSApril 2024August 2024Allow410NoNo
18643544SYSTEMS AND METHODS FOR SIMULTANEOUS IMAGING OF MULTIPLE POSITRON EMISSION TOMOGRAPHY (PET) TRACERSApril 2024July 2024Allow310NoNo
18641941SYSTEMS AND METHODS FOR REVIEW OF COMPUTER-AIDED DETECTION OF PATHOLOGY IN IMAGESApril 2024November 2024Allow710NoNo
18641970METHOD AND APPARATUS FOR PROMPTING-BASED REHEARSAL-FREE CONTINUAL LEARNING WITH DYNAMIC PROTOTYPES-INVOLVED SELF-ATTENTIONApril 2024March 2026Allow2300NoNo
18641042APPARATUS AND METHODS FOR ATTRIBUTE DETECTION IN ANATOMY DATAApril 2024March 2025Allow1010YesNo
18639708IDENTITY VERIFICATION WITH REUSABLE PROFILESApril 2024January 2025Allow910YesNo
18702096METHOD FOR ACQUIRING TARGET MODEL, METHOD FOR DETERMINING PROGNOSIS EVALUATION VALUE, APPARATUSES, DEVICE, AND MEDIUMApril 2024March 2026Allow2300NoNo
18702274ADAPTIVE LEARNING FOR SEMANTIC SEGMENTATIONApril 2024August 2024Allow400NoNo
18636504ACCELERATED NON-MAXIMUM SUPPRESSION IN MACHINE LEARNING APPLICATIONSApril 2024June 2025Allow1410YesNo
18635023THREE-DIMENSIONAL MEDICAL IMAGE SEGMENTATION METHOD AND SYSTEM BASED ON SHORT-TERM AND LONG-TERM MEMORY SELF-ATTENTION MODELApril 2024June 2024Allow200NoNo
18636101Self-Supervised Training of a Depth Estimation SystemApril 2024November 2025Allow1920YesNo
18634483HEARING STATE PREDICTION APPARATUS AND METHOD BASED ON DIFFUSION TENSOR IMAGEApril 2024October 2024Allow600NoNo
18631778Nonverbal Information Generation Apparatus, Nonverbal Information Generation Model Learning Apparatus, Methods, And ProgramsApril 2024February 2025Allow1100NoNo
18630301OBSTACLE RECOGNITION METHOD FOR AUTONOMOUS ROBOTSApril 2024August 2025Allow1610NoNo
18630529INTERACTIVE DENTAL TREATMENT PLANNINGApril 2024October 2024Allow610NoNo
18628845SYSTEMS AND METHODS FOR ANALYZING REMOTE SENSING IMAGERYApril 2024March 2025Allow1110YesNo
18628731DETECTION AND ESTIMATION OF DEFECTS IN VEHICLE'S EXTERIORApril 2024November 2024Allow721NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2665.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
102
Examiner Affirmed
80
(78.4%)
Examiner Reversed
22
(21.6%)
Reversal Percentile
7.1%
Lower than average

What This Means

With a 21.6% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.

Strategic Value of Filing an Appeal

Total Appeal Filings
300
Allowed After Appeal Filing
103
(34.3%)
Not Allowed After Appeal Filing
197
(65.7%)
Filing Benefit Percentile
60.1%
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, 34.3% 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 2665 - Prosecution Statistics Summary

Executive Summary

Art Unit 2665 is part of Group 2660 in Technology Center 2600. This art unit has examined 16,096 patent applications in our dataset, with an overall allowance rate of 88.1%. Applications typically reach final disposition in approximately 24 months.

Comparative Analysis

Art Unit 2665's allowance rate of 88.1% places it in the 86% 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 2665 receive an average of 1.32 office actions before reaching final disposition (in the 12% percentile). The median prosecution time is 24 months (in the 83% 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.