USPTO Examiner DUNPHY DAVID F - Art Unit 2673

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19169002AI-POWERED SPORTS TRAINING SYSTEM WITH ENHANCED MOTION SYNCHRONIZATION AND COMPARATIVE ANALYSIS CAPABILITIESApril 2025July 2025Allow310NoNo
19020448METHOD AND SYSTEM FOR CROP MAPPING ACROSS LARGE REGIONS WITH LOW SAMPLE DEPENDENCEJanuary 2025July 2025Allow610NoNo
18952949SYSTEM AND METHOD FOR HOME FAÇADE FEATURES IN A GEOGRAPHIC REGIONNovember 2024June 2025Allow710NoNo
18929462Automated Defect Recognition and Determinations of Pore Cluster ComplianceOctober 2024March 2026Allow1700NoNo
18900502INFORMATION PROCESSING METHOD, TASK EXECUTION METHOD, APPARATUS, DEVICE AND MEDIUMSeptember 2024March 2025Allow610NoNo
18844395METHOD AND SYSTEM FOR QUANTIFYING SEMANTIC VARIANCE BETWEEN NEURAL NETWORK REPRESENTATIONSSeptember 2024March 2025Allow600NoNo
18779609Autonomous System And Method For Monitoring And Improving Water Quality By Mitigating Harmful Algal BloomsJuly 2024September 2024Allow200NoNo
18742026SYSTEM AND METHOD FOR TRACKING USER LOCATION TO FACILITATE SAFER MEET UPSJune 2024July 2025Abandon1410NoNo
18742034SYSTEMS AND METHODS FOR GENERATING VEHICLE AND/OR INDIVIDUAL NAVIGATION ROUTES FOR THE PURPOSE OF AVOIDING CRIMINAL ACTIVITYJune 2024August 2025Abandon1410NoNo
18742031TECHNIQUES FOR GENERATING PERSONALIZED SALES PLANS BASED ON REAL-TIME CUSTOMER ACTIVITYJune 2024August 2025Abandon1410NoNo
18740809SYSTEMS AND METHODS FOR DETECTING INDIVIDUALS ENGAGED IN ORGANIZED RETAIL THEFTJune 2024January 2025Allow700NoNo
18741432SYSTEMS AND METHODS FOR GENERATING NOTIFICATIONS RELATED TO SUSPICIOUS INDIVIDUALSJune 2024July 2025Abandon1410NoNo
18716409VISUAL POSITIONING METHOD AND APPARATUS, DEVICE, AND MEDIUMJune 2024January 2025Allow810NoNo
18589677Methods and Apparatus for Displaying, Compressing and/or Indexing Information Relating to a MeetingFebruary 2024December 2025Allow2200NoNo
18584401SYSTEM AND METHOD FOR AUTOMATIC IDENTIFICATION OF SPATIAL/TEMPORAL ATTENTION REGIONS AND TRAINING DATA GENERATION USING THE SAMEFebruary 2024February 2026Allow2400NoNo
18683053INFORMATION PROCESSING APPARATUS AND METHODFebruary 2024March 2026Allow2500NoNo
18395274DIFFERENCE DETECTION DEVICE AND METHODDecember 2023March 2026Allow2710NoNo
18527114DEVICES AND METHODS FOR DETECTING DROWSINESS OF DRIVERS OF VEHICLESDecember 2023February 2026Allow2610NoNo
18522694IDENTIFYING AN OBJECT FOR OBJECT RECOGNITION BASED ON A USER'S GAZE DETERMINED BY A HEADSETNovember 2023March 2026Allow2810NoNo
18515515TRAINING SYSTEM AND METHOD, TESTING SYSTEM AND METHOD, DATA FILTERING SYSTEM AND METHOD, AND COMPUTER READABLE RECORDING MEDIUM WITH STORED PROGRAMNovember 2023October 2025Allow2300NoNo
18562821IMAGE ALIGNMENT METHOD AND DEVICENovember 2023November 2025Allow2300NoNo
18388938LICENSE PLATE CLASSIFICATION METHOD, LICENSE PLATE CLASSIFICATION APPARATUS, AND COMPUTER-READABLE STORAGE MEDIUMNovember 2023October 2025Allow2300NoNo
18507046HYPERPARAMETER OPTIMIZATIONNovember 2023March 2026Allow2810NoNo
18499627TWO-WAY DESCRIPTOR MATCHING ON DEEP LEARNING ACCELERATORNovember 2023June 2025Allow1910NoNo
18384642TRACKING OBJECTS WITH CHANGING APPEARANCESOctober 2023July 2025Allow2120NoNo
18492617SYNERGIZED 3D OBJECT AND LANE/ROAD DETECTION WITH ASSOCIATION AND TEMPORAL AGGREGATION USING GRAPH NEURAL NETWORKSOctober 2023January 2026Allow2710NoNo
18489681GENERATING IMAGE DIFFERENCE CAPTIONS VIA AN IMAGE-TEXT CROSS-MODAL NEURAL NETWORKOctober 2023December 2025Allow2610YesNo
18555171System and Method for Estimating Dynamic Soil Parameters Based on Multispectral or Hyperspectral ImageOctober 2023February 2026Allow2800YesNo
18379361TRAINING DEVICE, DATA EXTENSION SYSTEM, ESTIMATION DEVICE, TRAINING METHOD, AND RECORDING MEDIUMOctober 2023September 2025Allow2300NoNo
18485030SYSTEM AND METHOD FOR CORRELATING ELECTRONIC DEVICE IDENTIFIERS AND VEHICLE INFORMATIONOctober 2023December 2024Allow1420NoNo
18374274Neural Network Host Platform for Detecting Anomalies in Cybersecurity ModulesSeptember 2023April 2025Allow1810NoNo
18369087SYSTEM AND METHOD FOR HOME ADDRESS DETECTION IN A GEOGRAPHIC REGIONSeptember 2023December 2024Allow1510NoNo
18369083SYSTEM AND METHOD FOR HOME FAÇADE FEATURE MEASUREMENT IN A GEOGRAPHIC REGIONSeptember 2023November 2024Allow1410NoNo
18244393IMAGE NOISE REDUCTIONSeptember 2023September 2024Allow1210NoNo
18460897EFFICIENT TWO-STREAM NETWORK SYSTEM AND METHOD FOR ISOLATED SIGN LANGUAGE RECOGNITION USING ACCUMULATIVE VIDEO MOTIONSeptember 2023September 2025Allow2400NoNo
18241113Monocular Modes for Autonomous Platform Guidance Systems with Auxiliary SensorsAugust 2023September 2024Allow1210NoNo
18455918IMAGE PROCESSING METHOD AND RELATED APPARATUSAugust 2023September 2025Allow2500NoNo
18278161BLOCK IMPORTANCE MAPPINGAugust 2023November 2025Allow2710NoNo
18452057SYSTEMS AND METHODS FOR ENHANCING REAL-TIME IMAGE RECOGNITIONAugust 2023February 2025Allow1810NoNo
18233580AGRICULTURAL MONITORING SYSTEM USING IMAGE ANALYSISAugust 2023August 2024Allow1210NoNo
18449461HYBRID SYSTEM FOR FEATURE DETECTION AND DESCRIPTOR GENERATIONAugust 2023December 2025Allow2810NoNo
18233793AUTOMATIC EXTRACTION OF SALIENT OBJECTS IN VIRTUAL ENVIRONMENTS FOR OBJECT MODIFICATION AND TRANSMISSIONAugust 2023November 2025Allow2710YesNo
18449200INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUMAugust 2023August 2025Allow2400NoNo
18231466SPECIALIZED, DATA-FREE MODEL QUANTIZATIONAugust 2023August 2025Allow2400NoNo
18226141TRACKED ENTITY DETECTION VALIDATION AND TRACK GENERATION WITH GEO-RECTIFICATIONJuly 2023September 2024Allow1410NoNo
18271649INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUMJuly 2023January 2026Abandon3010NoNo
18335569OBJECT RECOGNITION METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUMJune 2023November 2025Allow2910YesNo
18333969METHODS FOR RECOGNITION OF ELEMENTS AND ELEMENT RECOGNITION DEVICEJune 2023November 2025Allow2910NoNo
18332764METHOD AND ELECTRICAL DEVICE FOR TRAINING CROSS-DOMAIN CLASSIFIERJune 2023July 2025Allow2500NoNo
18333156INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND PROGRAMJune 2023February 2025Allow2010NoNo
18202455MODELING DISJOINT MANIFOLDSMay 2023June 2025Allow2500NoNo
18202558INPUT-TRIGGERED INMATE VERIFICATIONMay 2023August 2024Allow1410YesNo
18322253DEBIASING VISION-LANGUAGE MODELS WITH ADDITIVE RESIDUALSMay 2023July 2025Allow2600NoNo
18321110DIAGNOSIS ASSISTANT APPARATUS, DIAGNOSIS ASSISTANT METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUMMay 2023June 2025Allow2500NoNo
18319214NATURAL LANGUAGE PROCESSING BASED DOMINANT ITEM DETECTION IN VIDEOSMay 2023December 2025Allow3110YesNo
18253264IMAGE CROPMay 2023September 2025Allow2810NoNo
18144912METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR ROAD MONITORINGMay 2023September 2025Allow2810NoNo
18035411HOME APPLIANCE AND CONTROL METHOD THEREOFMay 2023October 2025Allow2910YesNo
18311809METHOD AND SYSTEM FOR SYMMETRIC RECOGNITION OF HANDED ACTIVITIESMay 2023February 2025Allow2110NoNo
18311825METHOD AND SYSTEM FOR SYMMETRIC RECOGNITION OF HANDED ACTIVITIESMay 2023February 2025Allow2110NoNo
18310688SPARSE OPTIMIZATIONS FOR A MATRIX ACCELERATOR ARCHITECTUREMay 2023December 2024Allow1910NoNo
18034897Neural Network Models for Semantic Image SegmentationMay 2023September 2025Allow2910NoNo
18307058SYSTEM AND METHOD FOR 3D MEDICAL IMAGE SEGMENTATIONApril 2023May 2025Allow2500NoNo
18302230METHOD AND DEVICE FOR TRAINING A NEURAL NETWORKApril 2023December 2025Allow3220NoNo
18298663SYSTEM AND METHOD FOR NAVIGATING A TOMOSYNTHESIS STACK USING SYNTHESIZED IMAGE DATAApril 2023January 2025Allow2120NoNo
18191642METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO DECODE RECEIPTS BASED ON NEURAL GRAPH ARCHITECTUREMarch 2023June 2024Allow1510YesNo
18189499Heterogenous Face Recognition System and MethodMarch 2023December 2025Abandon3310NoNo
18122697Image Recognition Method and System of Convolutional Neural Network Based on Global Detail SupplementMarch 2023December 2025Abandon3310NoNo
18044443Method and System for Identifying ObjectsMarch 2023August 2025Allow2910NoNo
18119149SYSTEMS AND METHODS FOR CHARACTERISTIC CLASSIFICATION AND OBJECT TYPE CLASSIFICATION USING HYPER-TRAINED SUITES OF MACHINE LEARNING MODELSMarch 2023September 2025Allow3010NoNo
18117351METHODS AND SYSTEMS FOR TREATMENT OF NEUROPSYCHIATRIC DISORDERSMarch 2023February 2026Allow3600NoNo
18178237METHOD AND SYSTEM FOR COMPRESSING APPLICATION DATA FOR OPERATIONS ON MULTI-CORE SYSTEMSMarch 2023June 2024Allow1620YesNo
18023517SYSTEM AND METHOD FOR ENHANCING A PLANT IMAGE DATABASE FOR IMPROVED DAMAGE IDENTIFICATION ON PLANTSFebruary 2023November 2025Abandon3310NoNo
18173407Tillage Identification and Verification Tool Using Satellite Time Series ImageryFebruary 2023February 2026Allow3610NoNo
18111401ARTIFICIAL INTELLIGENCE SYSTEM AND METHOD FOR MODIFYING IMAGE ON BASIS OF RELATIONSHIP BETWEEN OBJECTSFebruary 2023August 2025Allow3010YesNo
17907221DEVICE AND METHOD FOR DECISION SUPPORT OF AN ARTIFICIAL COGNITIVE SYSTEMFebruary 2023August 2025Allow3510NoNo
18162292SAMPLE LABELING METHOD USING IMAGE-MATCHINGJanuary 2023April 2025Allow2700NoNo
18159905SYSTEMS AND METHODS FOR OPTIMIZING A MACHINE LEARNING MODELJanuary 2023June 2024Allow1710NoNo
18101133COMPUTER-IMPLEMENTED METHOD, DATA PROCESSING APPARATUS AND COMPUTER PROGRAM FOR OBJECT DETECTIONJanuary 2023August 2025Allow3010NoNo
18017050POLY-SCALE KERNEL-WISE CONVOLUTION FOR HIGH-PERFORMANCE VISUAL RECOGNITION APPLICATIONSJanuary 2023July 2025Allow3010YesNo
18089663OPTIMIZED SINGLE SHOT DETECTOR (SSD) MODEL FOR OBJECT DETECTIONDecember 2022July 2025Allow3010NoNo
18086460SYSTEM AND METHOD FOR CLASSIFYING IMAGES WITH A COMBINATION OF NEAREST-NEIGHBOR-BASED LABEL PROPAGATION AND KERNEL PRINCIPAL COMPONENT ANALYSISDecember 2022April 2025Allow2800NoNo
18009831INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUMDecember 2022April 2025Allow2810YesNo
18073383SMALL AND FAST TRANSFORMER MODEL FOR MULTI-MODAL OR OTHER TASKSDecember 2022March 2025Allow2800NoNo
17993805INFERRING STATE OF A TRAFFIC DIRECTING FEATURENovember 2022September 2025Allow3420YesNo
17992205SELF-LEARNING NEUROMORPHIC GESTURE RECOGNITION MODELSNovember 2022May 2025Allow3010NoNo
18053773PREVENTING CARPAL TUNNEL SYNDROMENovember 2022March 2025Allow2910YesNo
17975436NEURAL NETWORK OPTIMIZATION METHOD AND APPARATUSOctober 2022February 2025Allow2800NoNo
17974495Techniques For Unsupervised Anomaly Classification Using An Artificial Intelligence ModelOctober 2022March 2025Allow2810NoNo
18050025GROUP-SPECIFIC MODEL GENERATION SYSTEM, SERVER, AND NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM FOR RECORDING GROUP-SPECIFIC MODEL GENERATION PROGRAMOctober 2022July 2025Allow3310YesNo
17918329METHOD AND DEVICE FOR IDENTIFYING VEHICLE THROUGH IMAGE AND WIRELESS SIGNAL ANALYSISOctober 2022June 2025Abandon3210NoNo
17952371METHOD FOR GENERATING AN AUGMENTED IMAGE AND ASSOCIATED DEVICESeptember 2022April 2025Allow3110NoNo
17800347VIDEO TEXT TRACKING METHOD AND ELECTRONIC DEVICEAugust 2022September 2024Allow2500NoNo
17608991METHOD FOR ENHANCING OBJECT CONTOUR OF IMAGE IN REAL-TIME VIDEOJuly 2022July 2024Allow3300NoNo
17269934AUGMENTED HANDWRITTEN SIGNATURE AUTHENTICATION METHOD AND ELECTRONIC DEVICE SUPPORTING SAMEJuly 2022December 2024Allow4510NoNo
17857265METHOD FOR RECONSTRUCTING AN IMAGE BY COMPARING IMAGES, IMAGE RECONSTRUCTION DEVICE EMPLOYING METHOD, AND NON-TRANSITORY STORAGE MEDIUMJuly 2022October 2024Allow2800NoNo
17789234GAZE ESTIMATION APPARATUS, GAZE ESTIMATION METHOD, MODEL GENERATION APPARATUS, AND MODEL GENERATION METHODJune 2022January 2025Allow3110NoNo
17849617COMPUTING DEVICE FOR PREDICTING A PROFILE USING DEEP LEARNING AND OPERATING METHOD THEREOFJune 2022January 2025Allow3110YesNo
17846364IMAGE PROCESSING METHOD, DEVICE, ELECTRONIC APPARATUS, AND STORAGE MEDIUMJune 2022December 2024Allow2920NoNo
17777835DATA INPUT DEVICE AND STORAGE MEDIUM FOR STORING INSTRUCTIONSMay 2022November 2024Allow3010NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner DUNPHY, DAVID F.

Strategic Value of Filing an Appeal

Total Appeal Filings
2
Allowed After Appeal Filing
1
(50.0%)
Not Allowed After Appeal Filing
1
(50.0%)
Filing Benefit Percentile
79.8%
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, 50.0% 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

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

Examiner DUNPHY, DAVID F - Prosecution Strategy Guide

Executive Summary

Examiner DUNPHY, DAVID F works in Art Unit 2673 and has examined 38 patent applications in our dataset. With an allowance rate of 100.0%, this examiner allows applications at a higher rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 23 months.

Allowance Patterns

Examiner DUNPHY, DAVID F's allowance rate of 100.0% places them in the 96% percentile among all USPTO examiners. This examiner is more likely to allow applications than most examiners at the USPTO.

Office Action Patterns

On average, applications examined by DUNPHY, DAVID F receive 1.32 office actions before reaching final disposition. This places the examiner in the 19% percentile for office actions issued. This examiner issues significantly fewer office actions than most examiners.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by DUNPHY, DAVID F is 23 months. This places the examiner in the 86% percentile for prosecution speed. Applications move through prosecution relatively quickly with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +0.0% benefit to allowance rate for applications examined by DUNPHY, DAVID F. This interview benefit is in the 14% percentile among all examiners. Note: Interviews show limited statistical benefit with this examiner compared to others, though they may still be valuable for clarifying issues.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 37.5% of applications are subsequently allowed. This success rate is in the 86% percentile among all examiners. Strategic Insight: RCEs are highly effective with this examiner compared to others. If you receive a final rejection, filing an RCE with substantive amendments or arguments has a strong likelihood of success.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 53.8% of cases where such amendments are filed. This entry rate is in the 80% percentile among all examiners. Strategic Recommendation: This examiner is highly receptive to after-final amendments compared to other examiners. Per MPEP § 714.12, after-final amendments may be entered "under justifiable circumstances." Consider filing after-final amendments with a clear showing of allowability rather than immediately filing an RCE, as this examiner frequently enters such amendments.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 0.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 12% percentile among all examiners. Note: Pre-appeal conferences show limited success with this examiner compared to others. While still worth considering, be prepared to proceed with a full appeal brief if the PAC does not result in favorable action.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 100.0% of appeals filed. This is in the 92% percentile among all examiners. Of these withdrawals, 50.0% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner frequently reconsiders rejections during the appeal process compared to other examiners. Per MPEP § 1207.01, all appeals must go through a mandatory appeal conference. Filing a Notice of Appeal may prompt favorable reconsideration even before you file an Appeal Brief.

Petition Practice

When applicants file petitions regarding this examiner's actions, 100.0% are granted (fully or in part). This grant rate is in the 91% percentile among all examiners. Strategic Note: Petitions are frequently granted regarding this examiner's actions compared to other examiners. Per MPEP § 1002.02(c), various examiner actions are petitionable to the Technology Center Director, including prematureness of final rejection, refusal to enter amendments, and requirement for information. If you believe an examiner action is improper, consider filing a petition.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 22% percentile). This examiner rarely makes examiner's amendments compared to other examiners. You should expect to make all necessary claim amendments yourself through formal amendment practice.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 28% percentile). This examiner issues Quayle actions less often than average. Allowances may come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

  • Consider after-final amendments: This examiner frequently enters after-final amendments. If you can clearly overcome rejections with claim amendments, file an after-final amendment before resorting to an RCE.
  • RCEs are effective: This examiner has a high allowance rate after RCE compared to others. If you receive a final rejection and have substantive amendments or arguments, an RCE is likely to be successful.
  • Appeal filing as negotiation tool: This examiner frequently reconsiders rejections during the appeal process. Filing a Notice of Appeal may prompt favorable reconsideration during the mandatory appeal conference.

Relevant MPEP Sections for Prosecution Strategy

  • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
  • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
  • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
  • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
  • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
  • MPEP § 1214.07: Reopening prosecution after appeal

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.