USPTO Art Unit 2665 Prosecution Statistics

Art Unit Information

Art Unit: 2665
Group: 2660
Tech Center: 2600
Total Cases: 16,784
Last Active: March 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
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
19108899Program, Information Processing Method, and Information Processing ApparatusMarch 2025June 2025Allow300YesNo
19039405INTELLIGENT VEHICLE LIFT NETWORK WITH DISTRIBUTED SENSORSJanuary 2025April 2025Allow200NoNo
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
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
18953345METHOD OF DETECTING LESIONS IN ENDOSCOPIC IMAGES, AND METHOD AND COMPUTING DEVICE FOR TRAINING ARTIFICIAL NEURAL NETWORK MODEL THAT PERFORMS THE SAMENovember 2024April 2025Allow510NoNo
18949614METHOD AND SYSTEM FOR STATISTICS OF THICKNESS OF CORROSION PRODUCT FILM BASED ON IMAGE PROCESSINGNovember 2024April 2025Allow510NoNo
18935726SYSTEM AND METHOD FOR CLASSIFYING TYPE OF A FRACTURE ON MUSCULOSKELETAL X-RAY IMAGENovember 2024March 2025Allow510NoNo
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
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
18720749AN OPTICAL FINGERPRINT SENSOR AND A METHOD FOR DETECTING A FINGERPRINTJune 2024September 2024Allow300NoNo
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
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
18662142COATING SIZE CORRECTION METHOD AND APPARATUS, DEVICE, STORAGE MEDIUM, AND PROGRAM PRODUCTMay 2024October 2024Allow510NoNo
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
18645429ELECTRONIC DEVICE CAPABLE OF IDENTIFYING INELIGIBLE OBJECTApril 2024April 2025Allow1110NoNo
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
18641042APPARATUS AND METHODS FOR ATTRIBUTE DETECTION IN ANATOMY DATAApril 2024March 2025Allow1010YesNo
18639708IDENTITY VERIFICATION WITH REUSABLE PROFILESApril 2024January 2025Allow910YesNo
18702274ADAPTIVE LEARNING FOR SEMANTIC SEGMENTATIONApril 2024August 2024Allow400NoNo
18635023THREE-DIMENSIONAL MEDICAL IMAGE SEGMENTATION METHOD AND SYSTEM BASED ON SHORT-TERM AND LONG-TERM MEMORY SELF-ATTENTION MODELApril 2024June 2024Allow200NoNo
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
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
18623791METHODS AND APPARATUS FOR IN-LOOP DE-ARTIFACT FILTERINGApril 2024June 2025Abandon1410NoNo
18621256IMAGE PROCESSING APPARATUS AND IMAGE PROCESSING METHODMarch 2024October 2024Allow710NoNo
18619331SYSTEMS AND METHODS FOR PREDICTING MEDICAL CONDITIONS USING MACHINE LEARNING CORRELATING DENTAL IMAGES AND MEDICAL DATAMarch 2024February 2025Allow1120NoNo
18616072REAL-TIME WHOLE SLIDE PATHOLOGY IMAGE CELL COUNTINGMarch 2024April 2025Allow1210NoNo
18616005SYSTEMS AND METHODS FOR RECOGNIZING TEXT OF INTERESTMarch 2024May 2025Allow1410YesNo
18616101SYSTEMS AND METHODS TO ESTABLISH ANONYMOUS AND PRIVATE COMMUNICATION CONNECTING WITH NFC CODES, QR CODES, AND/OR ALPHANUMERIC COMPUTER-GENERATED CODES INCLUDING ITEM LISTINGS FOR SALE AND/OR SERVICESMarch 2024October 2024Allow710YesNo
18598620ENHANCED EYE TRACKING TECHNIQUES BASED ON NEURAL NETWORK ANALYSIS OF IMAGESMarch 2024March 2025Allow1210NoNo
18596677REAL TIME DISCRETE COSINE TRANSFORM IMAGE AND VIDEO PROCESSING WITH CONVOLUTIONAL NEURAL NETWORK ARCHITECTUREMarch 2024August 2024Allow610NoNo
18596850HANDWRITING KEYBOARD FOR SCREENSMarch 2024May 2025Allow1410YesNo
18590421METHOD OF HOST-DIRECTED ILLUMINATION AND SYSTEM FOR CONDUCTING HOST-DIRECTED ILLUMINATIONFebruary 2024December 2024Abandon1010NoNo
18588154COMPUTER-BASED SYSTEMS, COMPUTING COMPONENTS AND COMPUTING OBJECTS CONFIGURED TO IMPLEMENT DYNAMIC OUTLIER BIAS REDUCTION IN MACHINE LEARNING MODELSFebruary 2024September 2024Allow700NoNo
18586640DENOISING FILTERFebruary 2024June 2025Allow1600NoNo
18584049METHOD FOR DISCRIMINATING SUSPICIOUS LESION IN MEDICAL IMAGE, METHOD FOR INTERPRETING MEDICAL IMAGE, AND COMPUTING DEVICE IMPLEMENTING THE METHODSFebruary 2024November 2024Allow910NoNo
18440810SYSTEMS AND METHODS FOR DETECTING TEXT OF INTERESTFebruary 2024March 2025Allow1310NoNo
18437612COMPUTATIONAL SYSTEMS PATHOLOGY SPATIAL ANALYSIS PLATFORM FOR IN SITU OR IN VITRO MULTI-PARAMETER CELLULAR AND SUBCELLULAR IMAGING DATAFebruary 2024August 2024Allow600NoNo
18438382WAFER SIGNATURE LOCAL MAXIMA VIA CLUSTERING FOR METROLOGY GUIDED INSPECTIONFebruary 2024March 2025Allow1400NoNo
18436039MULTIPURPOSE WALL OUTLETFebruary 2024June 2025Allow1620NoNo
18436038MULTIPURPOSE WALL OUTLETFebruary 2024June 2025Allow1630NoNo
18435478THREE-DIMENSIONAL DATA ENCODING METHOD, THREE-DIMENSIONAL DATA DECODING METHOD, THREE-DIMENSIONAL DATA ENCODING DEVICE, AND THREE-DIMENSIONAL DATA DECODING DEVICEFebruary 2024August 2024Allow700NoNo
18433091PORTABLE ANTENNA SYSTEM FOR IMPROVING RADIO COVERAGEFebruary 2024September 2024Allow800NoNo
18431772COMPUTE SYSTEM WITH THREE-DIMENSIONAL (3D) SKIN DIAGNOSTIC MECHANISM AND METHOD OF OPERATION THEREOFFebruary 2024September 2024Allow810YesNo
18427971Attention Driven And Latent Fingerprint Recognition NetworkJanuary 2024April 2025Allow1400NoNo
18426228WRITING SURFACE BOUNDARY MARKERS FOR COMPUTER VISIONJanuary 2024April 2025Allow1410NoNo
18423472FLUORESCENCE LIFETIME IMAGING USING DEEP LEARNINGJanuary 2024August 2024Allow600NoNo
18423726METHODS AND APPARATUS FOR MOTION DETECTIONJanuary 2024August 2024Allow710YesNo
18422830APPARATUSES, SYSTEMS AND METHODS FOR GENERATION AND TRANSMISSION OF VEHICLE OPERATION MODE DATAJanuary 2024February 2025Allow1310NoNo
18421141TRAINING OF ARTIFICIAL INTELLIGENCE MODELJanuary 2024January 2025Allow1210NoNo
18417633SYSTEM AND METHOD FOR ERGONOMIC RISK ASSESSMENT BASED ON THREE DIMENSIONAL MOTION CAPTURE DATASETSJanuary 2024June 2024Allow510YesNo
18415125NON-INVASIVE IMAGING TO INFORM PATIENT CAREJanuary 2024July 2024Allow610NoNo
18415137MYOCARDIAL ISCHEMIA PREDICTIONJanuary 2024August 2024Allow710NoNo
18413853OBSTACLE RECOGNITION METHOD FOR AUTONOMOUS ROBOTSJanuary 2024August 2024Allow700NoNo
18411393MOVEMENT-COMPENSATED IMAGE RECONSTRUCTION FOR AN X-RAY BASED IMAGING METHODJanuary 2024November 2024Allow1000NoNo
18410511DYNAMIC CALIBRATION CORRECTION IN MULTI-FRAME, MULTI-EXPOSURE CAPTUREJanuary 2024April 2025Allow1510YesNo
18411019MONITORING SYSTEM AND METHOD BASED ON DIGITAL CONVERTER STATIONJanuary 2024June 2024Allow500NoNo
18406446SYSTEMS AND METHODS FOR IMPROVING DETECTION OF FETAL CONGENITAL HEART DEFECTSJanuary 2024May 2024Allow400NoNo
18401684METHOD, APPARATUS, AND SYSTEM FOR WIRELESS SENSING MEASUREMENT AND REPORTINGJanuary 2024May 2025Allow1730NoNo
18401681METHOD, APPARATUS, AND SYSTEM FOR WIRELESS SENSING BASED ON DEEP LEARNINGJanuary 2024March 2025Allow1420NoNo
18401655MEDIA MONITORING USING MULTIPLE TYPES OF SIGNATURESJanuary 2024August 2024Allow700NoNo
18575791TEMPLATE MARK DETECTION METHOD AND TEMPLATE POSITION CORRECTION METHOD BASED ON SINGLE CAMERADecember 2023June 2024Allow500NoNo
18395544METHOD, APPARATUS, AND SYSTEM FOR WIRELESS SENSING MEASUREMENT AND REPORTINGDecember 2023May 2025Allow1730NoNo
18395533METHOD, APPARATUS, AND SYSTEM FOR WIRELESS SENSING MEASUREMENT AND REPORTINGDecember 2023May 2025Allow1731NoNo
18392484ACTIVITY RECOGNITION METHOD OF LRF LARGE-KERNEL ATTENTION CONVOLUTION NETWORK BASED ON LARGE RECEPTIVE FIELDDecember 2023February 2024Allow200NoNo
18572804METHOD FOR INSPECTING A VEHICLE, AND INSPECTION SYSTEMDecember 2023July 2024Allow700NoNo
18545563SEGMENTING PERMEABILITY, NEOVASCULARIZATION, NECROSIS, COLLAGEN BREAKDOWN, OR INFLAMMATION TO CHARACTERIZE ATHEROSCLEROTIC PLAQUE, CORONARY ARTERY DISEASE, OR VASCULOPATHYDecember 2023May 2024Allow510NoNo
18545542DETERMINING BIOLOGICAL PROPERTIES OF ATHEROSCLEROTIC PLAQUE, CORONARY ARTERY DISEASE, OR VASCULOPATHYDecember 2023August 2024Allow820NoNo

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
96
Examiner Affirmed
75
(78.1%)
Examiner Reversed
21
(21.9%)
Reversal Percentile
7.6%
Lower than average

What This Means

With a 21.9% 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
288
Allowed After Appeal Filing
100
(34.7%)
Not Allowed After Appeal Filing
188
(65.3%)
Filing Benefit Percentile
59.0%
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, 34.7% 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 2665 - Prosecution Statistics Summary

Executive Summary

Art Unit 2665 is part of Group 2660 in Technology Center 2600. This art unit has examined 16,784 patent applications in our dataset, with an overall allowance rate of 88.3%. Applications typically reach final disposition in approximately 24 months.

Comparative Analysis

Art Unit 2665's allowance rate of 88.3% places it in the 87% 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 1.29 office actions before reaching final disposition (in the 12% 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.