USPTO Examiner THOMAS MIA M - Art Unit 2665

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19236536PROCESS FOR VALIDATING USER ASSESSMENT OF EQUIPMENTJune 2025December 2025Allow610YesNo
19037114SYSTEMS AND METHODS FOR IMAGE SEGMENTATION USING MULTIPLE STAIN INDICATORSJanuary 2025April 2025Allow300NoNo
18996568METHOD FOR DETECTING A SURFACE DEFECT OF A COPPER-CLAD LAMINATE BASED ON MULTI-SCALE GRIDDINGJanuary 2025June 2025Allow500NoNo
18955602SYSTEMS AND METHODS FOR AUTOMATICALLY EXTRACTING OBJECTS FROM IMAGESNovember 2024July 2025Allow820NoNo
18943964ANOMALY DETECTION DEVICE AND METHOD USING NEURAL NETWORK, AND DEVICE AND METHOD FOR TRAINING NEURAL NETWORKNovember 2024September 2025Allow1010NoNo
18818601Enhanced AI Image SegmentationAugust 2024December 2024Allow310YesNo
18805509METHOD FOR PROCESSING REMOTE SENSING IMAGES BY FUSING ELEVATION INFORMATIONAugust 2024October 2024Allow200NoNo
18757415ITEM IDENTIFICATION USING DIGITAL IMAGE PROCESSINGJune 2024February 2025Allow800NoNo
18749457METHODS AND SYSTEMS FOR IMPROVING WOUND HEALINGJune 2024September 2024Allow310YesNo
18735135MOLAR TRIMMING PREDICTION AND VALIDATION USING MACHINE LEARNINGJune 2024May 2025Allow1200NoNo
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
18631778Nonverbal Information Generation Apparatus, Nonverbal Information Generation Model Learning Apparatus, Methods, And ProgramsApril 2024February 2025Allow1100NoNo
18626449Method for Converting Landscape Video to Portrait Mobile Layout Using a Selection InterfaceApril 2024October 2025Allow1910NoNo
18616836METHODS, SYSTEMS AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUMS FOR DETECTING AN OBJECT OF A FIRST OBJECT TYPE IN A VIDEO SEQUENCEMarch 2024July 2025Allow1600NoNo
18617099GENERATING DESCRIPTIVE TAGS FOR IMAGES OF UTILITY ASSETSMarch 2024March 2026Allow2400NoNo
18596850HANDWRITING KEYBOARD FOR SCREENSMarch 2024May 2025Allow1410YesNo
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
18438703DISTANCE MEASUREMENT DEVICE, MOVABLE APPARATUS, AND CONTROL METHODFebruary 2024February 2026Allow2400NoNo
18427442IMAGE PROCESSING DEVICE FOR IMPROVING DETAILS OF AN IMAGE, AND OPERATION METHOD OF THE SAMEJanuary 2024July 2025Allow1710YesNo
18426228WRITING SURFACE BOUNDARY MARKERS FOR COMPUTER VISIONJanuary 2024April 2025Allow1410NoNo
18423726METHODS AND APPARATUS FOR MOTION DETECTIONJanuary 2024August 2024Allow710YesNo
18397743VIDEO CO-SHOOTING METHOD, APPARATUS, ELECTRONIC DEVICE AND COMPUTER-READABLE MEDIUMDecember 2023July 2025Allow1920NoNo
18387427SYSTEMS AND METHODS TO CHECK-IN SHOPPERS IN A CASHIER-LESS STORENovember 2023December 2024Allow1310NoNo
18494653ITEM IDENTIFICATION USING DIGITAL IMAGE PROCESSINGOctober 2023June 2024Allow700NoNo
18476497SYSTEM AND METHOD FOR ITEM IDENTIFICATION USING CONTAINER-BASED CLASSIFICATIONSeptember 2023December 2025Allow2700NoNo
18476432SYSTEM AND METHOD FOR CONFIRMING THE IDENTITY OF AN ITEM BASED ON ITEM HEIGHTSeptember 2023September 2025Allow2400NoNo
18476429System and method for selecting an item from a plurality of identified items based on a similarity valueSeptember 2023September 2025Allow2400YesNo
18476436System and method for identifying unmoved items on a platform during item identificationSeptember 2023October 2025Allow2400NoNo
18476425System and method for detecting a trigger event for identification of an itemSeptember 2023September 2025Allow2400YesNo
18476511System and method for search space reduction for identifying an itemSeptember 2023November 2025Allow2500YesNo
18476445System and method for identifying moved items on a platform during item identificationSeptember 2023November 2025Allow2600NoNo
18476479System and method for selecting an item from a plurality of identified items by filtering out back images of the itemsSeptember 2023November 2025Allow2600NoNo
18476512SYSTEM AND METHOD FOR IDENTIFYING AN ITEM BASED ON INTERACTION HISTORY OF A USERSeptember 2023November 2025Allow2500YesNo
18476541SYSTEM AND METHOD FOR SPACE SEARCH REDUCTION IN IDENTIFYING ITEMS FROM IMAGES VIA ITEM HEIGHTSeptember 2023January 2026Allow2700NoNo
18476468SYSTEM AND METHOD FOR CAMERA RE-CALIBRATION BASED ON AN UPDATED HOMOGRAPHYSeptember 2023December 2025Allow2600NoNo
18476555SYSTEM AND METHOD FOR IDENTIFYING AN ITEM BASED ON AN AMOUNT OF IMAGE INFORMATION IN AN IMAGE OF THE ITEMSeptember 2023February 2026Allow2800NoNo
18471318MACHINE LEARNING METHODSeptember 2023January 2026Allow2800NoNo
18471962TARGET REGION ANALYSIS SYSTEM AND METHOD FOR BIOLOGICAL DETECTIONSeptember 2023October 2024Abandon1230NoNo
18369768DIFFERENTIATING A DETECTED OBJECT FROM A BACKGROUND USING A GAUSSIAN BRIGHTNESS FALLOFF PATTERNSeptember 2023May 2024Allow800NoNo
18460014SYSTEMS AND METHODS FOR AUTOMATED OBJECT RECOGNITIONSeptember 2023December 2024Allow1610NoNo
18239939INTERACTION POINTS OF AN OBJECTAugust 2023November 2024Allow1510NoNo
18238697METHODS FOR EVALUATING A HUMAN FOR HEALTH CONDITIONS ASSOCIATED WITH A PRESENCE OR ABSENCE OF SWELLING ON ONE OR MORE BODY PARTS OR BODY AREAS.August 2023April 2024Allow800NoNo
18449352REDUCING TEXTURE LOOKUPS IN EXTENDED-REALITY APPLICATIONSAugust 2023August 2025Allow2500NoNo
18230875COMPUTER-IMPLEMENTED METHOD FOR VISUALIZING A LAG TIME IN A TRANSFERRED IMAGE AND DEVICE FOR OUTPUTTING AN IMAGEAugust 2023March 2024Allow700NoNo
18366155SYSTEM AND METHOD FOR IDENTIFYING A SECOND ITEM BASED ON AN ASSOCIATION WITH A FIRST ITEMAugust 2023October 2025Allow2600NoNo
18228645SEMANTICS PRESERVATION FOR MACHINE LEARNING MODELS DEPLOYED AS DEPENDENT ON OTHER MACHINE LEARNING MODELSJuly 2023February 2024Allow700NoNo
18263009Systems and Methods for Paint Defect Detection Using Machine LearningJuly 2023September 2025Allow2510NoNo
18352246POINTEFF METHOD FOR URBAN OBJECT CLASSIFICATION WITH LIDAR POINT CLOUD DATAJuly 2023August 2024Allow1400NoNo
18351190AUTOMATED IMAGE SEGMENTATION SYSTEM AND METHODJuly 2023December 2025Allow2910NoNo
18220284IMAGE ANALYSIS METHOD WITHOUT COMPUTATION OF AN INSTALLATION ANGLE AND RELATED CAMERA APPARATUSJuly 2023November 2025Allow2800NoNo
18346458PAVEMENT NONDESTRUCTIVE DETECTION AND IDENTIFICATION METHOD BASED ON SMALL SAMPLESJuly 2023October 2023Allow400NoNo
18346391SYSTEMS AND METHODS FOR PROCESSING IMAGES TO DETERMINE IMAGE-BASED COMPUTATIONAL BIOMARKERS FROM LIQUID SPECIMENSJuly 2023October 2024Allow1520NoNo
18270685COMPUTER VISION MODELS USING GLOBAL AND LOCAL INFORMATIONJune 2023February 2026Allow3210NoNo
18344866PROCESSING APPARATUS, METHOD, AND MEDIUM FOR HIGH-FREQUENCY SPECIFIC SUBJECT PROCESSING IN IMAGE DATAJune 2023October 2025Allow2800NoNo
18216059IMAGE SEGMENTATION FOR AUTOMATIC DIRECT MEASUREMENT AND SCANNINGJune 2023January 2026Allow3010NoNo
18215551EFFICIENT OBJECT SEGMENTATIONJune 2023October 2025Allow2710YesNo
18209351MAGNETIC FIELD VECTOR MAP FOR ORIENTATION DETERMINATIONJune 2023April 2025Allow2310NoNo
18327608TRAINING A POSE ESTIMATION MODEL TO DETERMINE ANATOMY KEYPOINTS IN IMAGESJune 2023February 2026Allow3210YesNo
18325015IMAGE PROCESSING APPARATUS, METHOD, AND PROGRAM FOR SMOOTHING BOUNDARY OF SEGMENTED REGIONMay 2023February 2026Allow3310YesNo
18320714MODIFYING DIGITAL IMAGES VIA DEPTH-AWARE OBJECT MOVEMay 2023January 2026Allow3210YesNo
18317058SYSTEMS, METHODS, DEVICES AND APPARATUSES FOR DETECTING FACIAL EXPRESSIONMay 2023May 2024Abandon1310NoNo
18316617UTILIZING IMPLICIT NEURAL REPRESENTATIONS TO PARSE VISUAL COMPONENTS OF SUBJECTS DEPICTED WITHIN VISUAL CONTENTMay 2023July 2025Allow2600NoNo
18316823CONVOLUTION AND TRANSFORMER-BASED IMAGE SEGMENTATIONMay 2023July 2025Allow2700NoNo
18141754HANDWRITING KEYBOARD FOR SCREENSMay 2023December 2023Allow700NoNo
18251228IMAGE SEGMENTATION METHOD FOR A TARGET OBJECT, DEVICE, AND STORAGE MEDIUMApril 2023January 2026Allow3310NoNo
18305841SYSTEM AND METHODS FOR SEGMENTATION AND ASSEMBLY OF CARDIAC MRI IMAGESApril 2023December 2023Allow800NoNo
18304006MULTIMODAL GEOGRAPHIC ATROPHY LESION SEGMENTATIONApril 2023January 2026Allow3310NoNo
18300382MOLAR TRIMMING PREDICTION AND VALIDATION USING MACHINE LEARNINGApril 2023March 2024Allow1110NoNo
18299707ELECTRONIC DEVICE AND METHOD FOR SELECTING REGION OF INTEREST IN IMAGEApril 2023January 2026Allow3310NoNo
18029378METHOD FOR ACQUIRING COLOR DENSITY CHARACTERISTIC CURVE IN PRINTINGMarch 2023May 2024Allow1410NoNo
18189338METHOD AND APPARATUS FOR ESTIMATING DEPTH OF IMAGEMarch 2023November 2025Allow3210NoNo
18122690Adaptive Semi-Supervised Image Segmentation Method Based on Uncertainty Knowledge Domain and System thereofMarch 2023December 2025Abandon3310NoNo
18182710Method for Converting Landscape Video to Portrait Mobile Layout Using a Selection InterfaceMarch 2023June 2023Allow400NoNo
18118929System and Method for Validating Depth Data for a Dimensioning OperationMarch 2023November 2025Allow3210NoNo
18177501Systems and Methods for Generating Point-Accurate Three-Dimensional Models with Point-Accurate Color Information from a Non-Cosited CaptureMarch 2023July 2023Allow410NoNo
18107037SYSTEM AND METHOD FOR ITERATIVE CLASSIFICATION USING NEUROPHYSIOLOGICAL SIGNALSFebruary 2023January 2024Allow1210NoNo
18105519ELECTRONIC DEVICE AND METHOD FOR IMAGE SEGMENTATION BASED ON DEEP LEARNINGFebruary 2023October 2025Allow3310NoNo
18162852COMPUTER-IMPLEMENTED METHOD FOR DETERMINING SCAR SEGMENTATIONFebruary 2023August 2025Allow3110NoNo
18159318SYSTEMS AND METHODS FOR OPEN VOCABULARY INSTANCE SEGMENTATION IN UNANNOTATED IMAGESJanuary 2023May 2025Allow2800NoNo
18100419PERFORMING MULTIPLE SEGMENTATION TASKSJanuary 2023July 2025Allow3010YesNo
18157053SYSTEMS AND METHODS FOR AUTOMATED OBJECT RECOGNITIONJanuary 2023May 2023Allow400NoNo
18097450DETERMINATION OF RELATIVE POSITION OF AN OBJECTJanuary 2023June 2023Allow500YesNo
18149504SEGMENTATION USING ZERO VALUE FEATURES IN MACHINE LEARNINGJanuary 2023March 2025Allow2700NoNo
18148038METHOD AND SYSTEM FOR MAP TARGET TRACKINGDecember 2022March 2023Allow200NoNo
18089503SYSTEMS AND METHODS TO CHECK-IN SHOPPERS IN A CASHIER-LESS STOREDecember 2022June 2023Allow600NoNo
18011135INSTANCE SEGMENTATION METHOD AND SYSTEM FOR ENHANCED IMAGE, AND DEVICE AND MEDIUMDecember 2022July 2023Allow710NoNo
18079274METHODS AND SYSTEMS FOR GENERATING ACCURATELY FITTING COMPRESSION GARMENTS HAVING GLOVE OR GLOVE-LIKE FEATURES FOR A PERSON IN NEED THEREOFDecember 2022October 2023Abandon1010NoNo
18063538VIDEO CO-SHOOTING METHOD, APPARATUS, ELECTRONIC DEVICE AND COMPUTER-READABLE MEDIUMDecember 2022September 2023Allow910NoNo
18001031LABEL IDENTIFICATION METHOD AND APPARATUS, DEVICE, AND MEDIUMDecember 2022July 2025Allow3110NoNo
18000596BOREHOLE IMAGE INTERPRETATION AND ANALYSISDecember 2022December 2025Allow3620NoNo
17928836INFORMATION PROCESSING APPARATUS AND METHOD FOR PROHIBITING THE COMBINED USE OF SCALABLE ENCODING AND SCALING ENCODINGNovember 2022August 2025Allow3210NoNo
18058601DILATING OBJECT MASKS TO REDUCE ARTIFACTS DURING INPAINTINGNovember 2022September 2025Allow3410YesNo
17990319IMAGE CONTENT TRANSMITTING METHOD AND DEVICE USING EDGE COMPUTING SERVICENovember 2022September 2025Allow3410YesNo
17986891MONITORING AN OPERATING CYCLE OF HEAVY EQUIPMENTNovember 2022October 2025Allow3510NoNo
17985975IMAGE PROCESSING APPARATUS, IMAGE PROCESSING METHOD, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM TO PERFORM A TRACKING PROCESS, USING A TRACKING MODELNovember 2022July 2025Allow3210NoNo
17985268ELECTRONIC DEVICE CAPABLE OF IDENTIFYING INELIGIBLE OBJECTNovember 2022February 2024Allow1510NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner THOMAS, MIA M.

Strategic Value of Filing an Appeal

Total Appeal Filings
1
Allowed After Appeal Filing
0
(0.0%)
Not Allowed After Appeal Filing
1
(100.0%)
Filing Benefit Percentile
5.4%
Lower 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, 0.0% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the bottom 25% across the USPTO, indicating that filing appeals is less effective here than in most other areas.

Strategic Recommendations

⚠ Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Examiner THOMAS, MIA M - Prosecution Strategy Guide

Executive Summary

Examiner THOMAS, MIA M works in Art Unit 2665 and has examined 270 patent applications in our dataset. With an allowance rate of 95.9%, this examiner allows applications at a higher rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 26 months.

Allowance Patterns

Examiner THOMAS, MIA M's allowance rate of 95.9% places them in the 85% 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 THOMAS, MIA M receive 1.05 office actions before reaching final disposition. This places the examiner in the 10% 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 THOMAS, MIA M is 26 months. This places the examiner in the 76% percentile for prosecution speed. Applications move through prosecution relatively quickly with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +4.9% benefit to allowance rate for applications examined by THOMAS, MIA M. This interview benefit is in the 30% percentile among all examiners. Recommendation: Interviews provide a below-average benefit with this examiner.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 31.7% of applications are subsequently allowed. This success rate is in the 66% percentile among all examiners. Strategic Insight: RCEs show above-average effectiveness with this examiner. Consider whether your amendments or new arguments are strong enough to warrant an RCE versus filing a continuation.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 76.5% of cases where such amendments are filed. This entry rate is in the 95% 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 11% 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 91% percentile among all examiners. Of these withdrawals, 100.0% 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, 35.9% are granted (fully or in part). This grant rate is in the 23% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 21% 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.
  • 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.