USPTO Examiner MUSHAMBO MARTIN - Art Unit 2615

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18882690CONTENT SYNTHESIS USING GENERATIVE ARTIFICIAL INTELLIGENCE MODELSeptember 2024November 2024Allow200NoNo
18767924IMAGE STITCHING METHOD, APPARATUS AND DEVICE BASED ON REINFORCEMENT LEARNING AND STORAGE MEDIUMJuly 2024October 2024Allow410NoNo
18761812DIGITAL DENTURE DESIGN AND REPLACEMENTJuly 2024March 2026Allow2000NoNo
18670573POSE QUANTIZATION-BASED KEYFRAME PRUNING FOR SIMULTANEOUS LOCALIZATION AND MAPPINGMay 2024January 2026Allow2000YesNo
18666374VIRTUAL CONTENT GENERATIONMay 2024April 2025Allow1100NoNo
18664596NEURAL RENDERING USING TRAINED ALBEDO TEXTURESMay 2024October 2025Allow1720NoNo
18651960POINT CLOUD FILTERINGMay 2024November 2024Allow700NoNo
18640447FACIAL SYNTHESIS IN OVERLAID AUGMENTED REALITY CONTENTApril 2024July 2025Allow1510NoNo
18631382LEARNED IMAGE TRANSFORMATION METHODS AND SYSTEMS IN GRAPHICS RENDERINGApril 2024March 2026Allow2310NoNo
18696149VIRTUAL SPACE PRESENTATION DEVICEMarch 2024October 2025Allow1800NoNo
18610869Rendering of Enrolled User's Face for External DisplayMarch 2024November 2024Allow800NoNo
18609826PORTAL VIEW FOR CONTENT ITEMSMarch 2024February 2026Allow2310YesNo
18602433METHOD AND SYSTEM FOR GENERATION OF A MODEL FOR USE IN A VIRTUAL EXTRACTION PROCEDURE OF A TARGETED EXTRACTION OBJECT IN A PATIENTMarch 2024August 2024Allow510NoNo
18602003Using Optical Codes with Augmented Reality DisplaysMarch 2024May 2025Abandon1410NoNo
18597470DYNAMIC CONTENT RENDERING BASED ON CONTEXT FOR AR AND ASSISTANT SYSTEMSMarch 2024March 2026Allow2410NoNo
18587634SYSTEMS AND METHODS FOR AUGMENTED REALITY VIDEO GENERATIONFebruary 2024February 2025Allow1200NoNo
18683952INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAMFebruary 2024February 2026Allow2410NoNo
18441528METHOD AND DEVICE FOR CREATING HEAD AVATAR USING SHOT VIDEOFebruary 2024January 2026Allow2310NoNo
18440609SYSTEMS AND METHODS OF SERVICING EQUIPMENTFebruary 2024July 2025Allow1710YesNo
18440667GENERATIVE MULTI-LAYERED IMAGE RENDERING BASED ON DATA PROMPTSFebruary 2024October 2025Allow2000NoNo
18439116WALLPAPER DISPLAY METHOD AND APPARATUS, AND ELECTRONIC DEVICEFebruary 2024March 2026Allow2510NoNo
18434997INTRAORAL IMAGING BEFORE AND AFTER TREATMENTFebruary 2024March 2026Allow2510NoNo
18435008FACTCHECK STREAMING IN VR COLLABORATIONFebruary 2024September 2025Allow1900NoNo
18427974OPTIMIZATION OF OVERALL EDITING VECTOR TO ACHIEVE TARGET EXPRESSION PHOTO EDITING EFFECTJanuary 2024March 2026Allow2610YesNo
18420582METHOD AND SYSTEM FOR 3D HAIR VIRTUAL TRY ONJanuary 2024February 2026Allow2510NoNo
18417198SELECTING INITIAL CORRESPONDENCES USED IN CO-REGISTRATION OF FACE IMAGESJanuary 2024August 2025Allow1900NoNo
18415039APPARATUS AND METHOD FOR IMPROVING CONSTRUCTION PRECISION BASED ON XRJanuary 2024January 2026Allow2410NoNo
18411089NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM STORING PROGRAM, POINT SELECTION METHOD, AND INFORMATION PROCESSING APPARATUSJanuary 2024March 2026Allow2610NoNo
18406256DISPLAY CONTROL DEVICE AND DISPLAY SYSTEMJanuary 2024November 2025Allow2210YesNo
18397998Display System for a Head Mounted DeviceDecember 2023September 2025Allow2010NoNo
18397000SYSTEMS AND METHODS FOR A 3D MODEL FOR VISUALIZATION OF LANDSCAPE DESIGNDecember 2023December 2024Allow1210NoNo
18574701HEAD MOTION DEPENDENT VIEWPORT REGION MODIFICATION FOR OMNIDIRECTIONAL CONVERSATIONAL VDDDecember 2023January 2026Allow2510NoNo
18573746EMOTION INDUCTION APPARATUS, EMOTION INDUCTION METHOD AND PROGRAMDecember 2023February 2026Abandon2510NoNo
18573668MODELING METHOD, RELATED ELECTRONIC DEVICE, AND STORAGE MEDIUMDecember 2023July 2025Allow1900NoNo
18393579DATA PROCESSING METHOD AND APPARATUS, AND ELECTRONIC DEVICE AND STORAGE MEDIUMDecember 2023February 2026Allow2610NoNo
18573319INFORMATION PROCESSING DEVICE AND INFORMATION PROCESSING METHODDecember 2023November 2025Allow2310NoNo
18544512IMAGE PROCESSING APPARATUS, IMAGE PROCESSING METHOD, AND STORAGE MEDIUMDecember 2023December 2025Allow2410NoNo
18539240ENABLE INTERACTION BETWEEN A USER AND AN AGENT OF A 5G WIRELESS TELECOMMUNICATION NETWORK USING AUGMENTED REALITY GLASSESDecember 2023January 2025Allow1310NoNo
18537762MEDICAL IMAGE PROCESSING DEVICE, ENDOSCOPE SYSTEM, AND OPERATION METHOD OF MEDICAL IMAGE PROCESSING DEVICEDecember 2023February 2026Allow2620NoNo
18537478MODIFYING USER REPRESENTATIONSDecember 2023October 2024Allow1010NoNo
18535399Artificial Reality Weight Simulation for a Virtual ObjectDecember 2023October 2025Allow2210NoNo
18534212METHODS, APPARATUSES, DEVICE AND STORAGE MEDIUM FOR DISPLAYING CONTENT IN VIRTUAL SCENEDecember 2023December 2025Allow2410NoNo
18567790METHOD AND APPARATUS FOR COMPOSING BACKGROUND AND FACE BY USING DEEP LEARNING NETWORKDecember 2023August 2024Allow910NoNo
18532834HAIR COLOR SIMULATION USING A HAIR COLOR CLASSIFICATION GUIDED NETWORKDecember 2023December 2025Allow2400NoNo
18567587MR SERVICE PLATFORM PROVIDING MIXED REALITY AUTOMOTIVE META SERVICE, AND METHOD FOR CONTROLLING SAMEDecember 2023July 2025Allow1900NoNo
18525167ENDOSCOPIC EXAMINATION SUPPORT APPARATUS, ENDOSCOPIC EXAMINATION SUPPORT METHOD, AND RECORDING MEDIUMNovember 2023October 2025Allow2210NoNo
18516214APPARATUS AND METHOD OF IMAGE PROCESSING TO ENHANCE TEXTUAL FEATURES IN OUTPUT IMAGENovember 2023October 2025Allow2310NoNo
18514570Artificial intelligence machine learning system for classifying images and producing a predetermined visual outputNovember 2023October 2025Allow2300NoNo
18562016PRIORITIZING RENDERING BY EXTENDED REALITY RENDERING DEVICE RESPONSIVE TO RENDERING PRIORITIZATION RULESNovember 2023September 2025Allow2210NoNo
18562204A METHOD AND AN APPARATUS FOR GENERATING A 3D FACE COMPRISING AT LEAST ONE DEFORMED REGIONNovember 2023March 2026Allow2710NoNo
18511566LATE-TO-EARLY TEMPORAL FUSION FOR POINT CLOUDSNovember 2023October 2025Allow2310NoNo
18511820MULTI-VIEW VISUAL DATA DAMAGE DETECTIONNovember 2023October 2024Allow1110NoNo
18509113PLANAR MESH RECONSTRUCTION USING IMAGES FROM MULTIPLE CAMERA POSESNovember 2023October 2025Allow2310YesNo
18502778GENERATING GRAPHIC DESIGNS BY EXPLOITING CONTRAST THROUGH GENERATIVE EDITINGNovember 2023August 2025Allow2110YesNo
18386474INFORMATION PROCESSING APPARATUS AND INFORMATION PROCESSING METHODNovember 2023January 2025Allow1510NoNo
18287662EXTENDED REALITY SERVERS PREFORMING ACTIONS DIRECTED TO VIRTUAL OBJECTS BASED ON OVERLAPPING FIELD OF VIEWS OF PARTICIPANTSOctober 2023October 2025Allow2410NoNo
18381640SYSTEM AND METHOD FOR CHANGING OVERALL STYLE OF PUBLIC AREA BASED ON VIRTUAL SCENEOctober 2023January 2026Allow2710YesNo
18490385Enhanced Edge Neighborhood for Coding Vertex InformationOctober 2023October 2025Allow2410NoNo
18488039IMAGE SIGNAL PROCESSING BASED ON OCCLUSION CULLINGOctober 2023August 2025Allow2210NoNo
18286636ENDOSCOPIC EXAMINATION SUPPORT APPARATUS, ENDOSCOPIC EXAMINATION SUPPORT METHOD, AND RECORDING MEDIUMOctober 2023October 2025Allow2510NoNo
18376607AR BODY PART TRACKING SYSTEMOctober 2023September 2024Allow1110NoNo
18376098APPARATUS AND METHOD FOR QUANTIZED CONVERGENT DIRECTION-BASED RAY SORTINGOctober 2023September 2024Allow1110NoNo
18283705POINT CLOUD MODEL PROCESSING METHOD AND APPARATUS, AND READABLE STORAGE MEDIUMSeptember 2023September 2025Allow2410NoNo
18370344METHOD AND APPARATUS FOR GENERATING EXPRESSION MODEL, DEVICE, AND MEDIUMSeptember 2023June 2025Allow2100NoNo
18470046Dynamic PIFu EnrollmentSeptember 2023June 2025Allow2100NoNo
18469025VIRTUAL MEASUREMENT SYSTEM FOR BAGGAGE MANAGEMENTSeptember 2023August 2024Allow1110NoNo
18468063DISPLAY METHOD, APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM FOR A VIRTUAL INPUT DEVICESeptember 2023March 2026Allow3020NoNo
18459893AR ENHANCED STRUCTURAL TRANSFORMATION ESTIMATOR AND MODELING ENGINESeptember 2023January 2025Allow1710NoNo
18458924PROVIDING AWARENESS OF PRIVACY-RELATED ACTIVITIES IN VIRTUAL AND REAL-WORLD ENVIRONMENTSAugust 2023September 2025Allow2510NoNo
18458174Model Reconstruction Method, Model Processing Method and Apparatus, Device, System, and MediumAugust 2023November 2025Allow2610NoNo
18239224EDGE TEST AND DEPTH CALCULATION IN GRAPHICS PROCESSING HARDWAREAugust 2023August 2024Allow1210NoNo
18449586SYSTEMS AND METHODS FOR PRESENTING AUGMENTED REALITY IN A DISPLAY OF A TELEOPERATIONAL SYSTEMAugust 2023September 2024Allow1310NoNo
18263706MOVING MEDIA IN EXTENDED REALITYJuly 2023March 2026Allow3110NoNo
18226664VISUAL GUIDED MESH REPAIRJuly 2023September 2025Allow2510YesNo
18262731INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAMJuly 2023January 2026Abandon2910NoNo
18224801Depth-Aware Photo EditingJuly 2023September 2025Allow2610NoNo
18354567PRECISION PLACEMENT OF PERSISTENT VIRTUAL CONTENTJuly 2023April 2025Allow2100NoNo
18222981IDENTIFYING DEVICES IN A MIXED-REALITY ENVIRONMENTJuly 2023October 2025Allow2710NoNo
18222969ADAPTIVE VIRTUAL OBJECTS IN AUGMENTED REALITYJuly 2023July 2025Allow2410YesNo
18222505REGISTRATION OF 3D AUGMENTED SCENE TO STRUCTURAL FLOOR PLANSJuly 2023July 2025Allow2410NoNo
18221812METHOD AND APPARATUS FOR GENERATING MAIN CONTROL OBJECT PROJECTION, DEVICE, AND MEDIUMJuly 2023March 2025Allow2000NoNo
18339146USING INTRINSIC FUNCTIONS FOR SHADOW DENOISING IN RAY TRACING APPLICATIONSJune 2023August 2025Allow2610NoNo
18332899OBJECT RECOMMENDATION DEVICE AND METHOD OF INTERIOR DESIGN SERVICE THROUGH BIG DATA-BASED USER GROUP ANALYSISJune 2023October 2025Abandon2810NoNo
18331539METHOD AND DEVICE FOR RECOMMENDING OBJECT FEATURE VIA EXISTING OBJECT ANALYSIS BASED ON BIG DATA OF INTERIOR DESIGN SERVICEJune 2023November 2025Abandon3010NoNo
18205883VIRTUAL OBJECT KITJune 2023September 2024Allow1500YesNo
18327604METHOD AND APPARATUS FOR GENERATING VIRTUAL CONCERT ENVIRONMENT IN METAVERSEJune 2023August 2025Allow2610NoNo
18308761Image Quality Adjustment Method and ApparatusApril 2023January 2025Allow2100NoNo
18138523SMART PLACEMENT OF INFORMATION BASED ON DYNAMIC ENVIRONMENTSApril 2023March 2025Allow2300NoNo
18304078EMBEDDINGS REPRESENTING VISUAL AUGMENTATIONSApril 2023June 2025Allow2610YesNo
18137290PRODUCT PLACEMENT SYSTEMS AND METHODS FOR 3D PRODUCTIONSApril 2023October 2025Allow3010NoNo
18125301AUGMENTED REALITY VIRTUAL MAKEUP TRY-ONMarch 2023March 2025Allow2300NoNo
18022627VOLUMETRIC IMMERSION SYSTEM & METHODFebruary 2023February 2025Allow2400NoNo
18112352Presenting Building Information Using Video And Building ModelsFebruary 2023February 2025Allow2400NoNo
18020903METHOD OF GENERATING IMAGE SAMPLE, METHOD OF RECOGNIZING TEXT, DEVICE AND MEDIUMFebruary 2023April 2025Allow2610NoNo
18161435VIRTUAL IMAGE DISPLAY DEVICEJanuary 2023January 2025Allow2410NoNo
18159651DATA-DRIVEN PHYSICS-BASED MODELS WITH IMPLICIT ACTUATIONSJanuary 2023October 2024Allow2000NoNo
18099148MESSAGING SYSTEM WITH AUGMENTED REALITY MAKEUPJanuary 2023June 2024Allow1720NoNo
18155618DYNAMICALLY GENERATED VIRTUAL ENVIRONMENTSJanuary 2023April 2025Allow2710NoNo
18096158METHODS AND SYSTEMS FOR WIREFRAMES OF A STRUCTURE OR ELEMENT OF INTEREST AND WIREFRAMES GENERATED THEREFROMJanuary 2023May 2025Abandon2810NoNo
18094359Advanced Networking, Detection, and Data Visualization Techniques In Multiple Networked DevicesJanuary 2023May 2025Allow2810NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner MUSHAMBO, MARTIN.

Strategic Value of Filing an Appeal

Total Appeal Filings
3
Allowed After Appeal Filing
1
(33.3%)
Not Allowed After Appeal Filing
2
(66.7%)
Filing Benefit Percentile
52.6%
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, 33.3% 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

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

Examiner MUSHAMBO, MARTIN - Prosecution Strategy Guide

Executive Summary

Examiner MUSHAMBO, MARTIN works in Art Unit 2615 and has examined 100 patent applications in our dataset. With an allowance rate of 99.0%, this examiner allows applications at a higher rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 25 months.

Allowance Patterns

Examiner MUSHAMBO, MARTIN's allowance rate of 99.0% places them in the 93% 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 MUSHAMBO, MARTIN receive 2.11 office actions before reaching final disposition. This places the examiner in the 56% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by MUSHAMBO, MARTIN is 25 months. This places the examiner in the 79% percentile for prosecution speed. Applications move through prosecution relatively quickly with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +1.5% benefit to allowance rate for applications examined by MUSHAMBO, MARTIN. This interview benefit is in the 20% 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, 32.4% of applications are subsequently allowed. This success rate is in the 68% 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 36.8% of cases where such amendments are filed. This entry rate is in the 56% percentile among all examiners. Strategic Recommendation: This examiner shows above-average receptiveness to after-final amendments. If your amendments clearly overcome the rejections and do not raise new issues, consider filing after-final amendments before resorting to an RCE.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 100.0% of appeals filed. This is in the 90% 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, 66.7% are granted (fully or in part). This grant rate is in the 72% percentile among all examiners. Strategic Note: Petitions show above-average success regarding this examiner's actions. Petitionable matters include restriction requirements (MPEP § 1002.02(c)(2)) and various procedural issues.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 1.0% of allowed cases (in the 67% percentile). This examiner makes examiner's amendments more often than average to place applications in condition for allowance (MPEP § 1302.04).

Quayle Actions: This examiner issues Ex Parte Quayle actions in 4.0% of allowed cases (in the 77% percentile). Per MPEP § 714.14, a Quayle action indicates that all claims are allowable but formal matters remain. This examiner frequently uses Quayle actions compared to other examiners, which is a positive indicator that once substantive issues are resolved, allowance follows quickly.

Prosecution Strategy Recommendations

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

  • 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.