USPTO Examiner LOTFI KYLE M - Art Unit 2425

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19234560SYSTEMS AND METHODS FOR PARKING ELEVATORSJune 2025January 2026Allow710NoNo
18936391SYSTEMS AND METHODS FOR PARKING ELEVATORSNovember 2024April 2025Allow520NoNo
18766287WELDING INFORMATION PROVIDING DEVICEJuly 2024February 2026Abandon1910NoNo
18757332Flexible Tile PartitionsJune 2024February 2026Allow1910NoNo
18737706MATRIX BASED INTRA PREDICTION WITH MODE-GLOBAL SETTINGSJune 2024November 2025Allow1710NoNo
18666072METHOD AND APPARATUS FOR CONTENT-DRIVEN TRANSCODER COORDINATIONMay 2024June 2025Allow1310NoNo
18658426CONTEXT ADAPTIVE BINARY ARITHMETIC CODING METHOD AND DEVICEMay 2024April 2025Allow1110NoNo
18658357SYSTEMS AND METHODS FOR FAST ENCODER SWITCHINGMay 2024December 2025Allow1920NoNo
18654328VIDEO CODING METHOD AND APPARATUS UTILIZING GROUP OF ENCODING UNITSMay 2024January 2025Allow800NoNo
18649619FRAME-RATE SCALABLE VIDEO CODINGApril 2024December 2024Allow700NoNo
18649496METHOD AND APPARATUS FOR PROCESSING INTRA-PREDICTION-BASED VIDEO SIGNALApril 2024March 2025Allow1110NoNo
18702730CONTEXT-BASED RESHAPING ALGORITHMS FOR ENCODING VIDEO DATAApril 2024May 2025Allow1300NoNo
18637613STREAMING NEURAL NETWORK VIDEO CODEC SYSTEM AND METHODApril 2024February 2026Allow2210YesNo
18698307AI INFERENCE SYSTEMApril 2024May 2025Allow1400NoNo
18623344DEVICE AND METHOD FOR CODING VIDEO DATAApril 2024December 2024Allow800NoNo
18619622SYSTEMS AND METHODS FOR OBJECT IDENTIFICATION WITH A CALIBRATED STEREO-VISION SYSTEMMarch 2024March 2025Allow1210NoNo
18608549DEVICE AND METHOD FOR ADAPTIVE QUANTIZATION BASED ON VIDEO CAPTURING MODEMarch 2024April 2025Allow1310NoNo
18439341ANALYTICS-AWARE VIDEO COMPRESSION FOR DECISION MAKING IN TELEOPERATED VEHICLE CONTROLFebruary 2024October 2025Allow2010NoNo
18437114METHOD FOR SIGNALING OUTPUT SUBPICTURE LAYER SETFebruary 2024March 2025Allow1310NoNo
18430444FRAME-RATE SCALABLE VIDEO CODINGFebruary 2024April 2024Allow200YesNo
18410975FRAME-RATE SCALABLE VIDEO CODINGJanuary 2024March 2024Allow200YesNo
18408197SMART FRAME RATE REDUCTIONJanuary 2024October 2025Allow2100NoNo
18403663METHODS AND APPARATUS OF VIDEO CODING FOR TRIANGLE PREDICTIONJanuary 2024May 2025Allow1620NoNo
18402702METHODS AND APPARATUS OF VIDEO CODING FOR TRIANGLE PREDICTIONJanuary 2024May 2025Allow1620NoNo
18571714METHODS AND APPARATUS TO REDUCE LATENCY DURING VIEWPORT SWITCHING IN IMMERSIVE VIDEODecember 2023February 2026Allow2610NoNo
18541106IMPROVEMENT FOR INTRA-INTER PREDICTION MODEDecember 2023December 2024Allow1210NoNo
18532638HYBRID SPATIO-TEMPORAL NEURAL MODELS FOR VIDEO COMPRESSIONDecember 2023December 2025Allow2410NoNo
18527103BRACKET ASSEMBLY WITH BENDABLE SUBSTRATEDecember 2023March 2026Allow2720NoNo
18565008TRAINING RATE CONTROL NEURAL NETWORKS THROUGH REINFORCEMENT LEARNINGNovember 2023February 2026Allow2710NoNo
18517328Signaling Of Gradual Decoding Refresh And Reference Picture ListsNovember 2023October 2024Allow1110NoNo
18516148METHOD FOR ENCODING IMAGE AND NON-TRANSITORY COMPUTER READABLE STORAGE MEDIUM STORING A BITSTREAM GENERATED BY A METHODNovember 2023October 2024Allow1110NoNo
18506669METHOD AND APPARATUS FOR DETERMINING REFERENCE PICTURE SET OF IMAGENovember 2023June 2024Allow800NoNo
18375284SYSTEMS AND METHODS FOR SIGNALING SOURCE PICTURE TIMING INFORMATION FOR TEMPORAL SUBLAYERS IN VIDEO CODINGSeptember 2023November 2025Allow2620NoNo
18470976VIDEO CODING METHOD AND APPARATUS UTILIZING GROUP OF ENCODING UNITSSeptember 2023February 2024Allow510NoNo
18243621DECODING PROCESSING METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUMSeptember 2023February 2026Allow2920YesNo
18458937METHODS FOR ENCODING AND DECODING FEATURE DATA, AND DECODERAugust 2023November 2025Allow2710NoNo
18238909PARALLEL ENCODING AND DECODING METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUMAugust 2023May 2025Allow2110NoNo
18453277REAL-TIME SCREEN SHARINGAugust 2023September 2024Abandon1310YesNo
18235769Optimizing Video Coding Using a Deep Learning ModelAugust 2023August 2025Allow2410NoNo
18450627DATA PROCESSING METHOD AND APPARATUS, DEVICE, AND READABLE STORAGE MEDIUMAugust 2023October 2025Allow2610YesNo
18218313THREE-DIMENSIONAL DATA ENCODING METHOD, THREE-DIMENSIONAL DATA DECODING METHOD, THREE-DIMENSIONAL DATA ENCODING DEVICE, AND THREE-DIMENSIONAL DATA DECODING DEVICEJuly 2023December 2024Allow1820NoNo
18343307CROSS RANDOM ACCESS POINT SIGNALING IN VIDEO CODINGJune 2023November 2024Allow1700NoNo
18209462NETWORK BASED IMAGE FILTERING FOR VIDEO CODINGJune 2023January 2026Allow3120NoNo
18334306FRAME-RATE SCALABLE VIDEO CODINGJune 2023February 2024Allow910NoNo
18266677VIDEO TRANSCODING METHOD AND APPARATUS, AND ELECTRONIC DEVICE AND STORAGE MEDIUMJune 2023February 2025Allow2010NoNo
18256882METHOD AND APPARATUS FOR VIDEO PREDICTIVE CODINGJune 2023July 2025Allow2510NoNo
18207638POINT CLOUD ENCODING AND DECODING METHODS, ENCODER, DECODER, AND COMPUTER STORAGE MEDIUMJune 2023March 2026Allow3320NoNo
18207582SYSTEMS AND METHODS FOR TEMPORAL MOTION VECTOR PREDICTION CANDIDATE DERIVATIONJune 2023September 2024Allow1600NoNo
18207587TEMPLATE MATCHING FOR MULTIPLE REFERENCE LINE INTRA PREDICTIONJune 2023August 2025Allow2610YesNo
18328758SYSTEMS AND METHODS FOR STRING VIDEO CODINGJune 2023May 2025Allow2310NoNo
18198061VIDEO ENCODING AND DECODING METHOD AND APPARATUS USING SELECTIVE SUBBLOCK SPLIT INFORMATION SIGNALINGMay 2023October 2024Allow1700NoNo
18196434SYSTEMS AND METHODS FOR SIGNALING SCALING WINDOW INFORMATION IN VIDEO CODINGMay 2023April 2024Allow1110NoNo
18136134CTU LEVEL INHERITANCE OF CABAC CONTEXT INITIALIZATIONApril 2023August 2024Allow1600NoNo
18302186VIDEO CODING METHOD AND APPARATUS UTILIZING GROUP OF ENCODING UNITSApril 2023August 2024Allow1610NoNo
18302625EFFICIENT SUB-PIXEL MOTION VECTOR SEARCH FOR HIGH-PERFORMANCE VIDEO ENCODINGApril 2023October 2024Allow1800NoNo
18193911METHOD AND APPARATUS FOR PROCESSING INTRA-PREDICTION-BASED VIDEO SIGNALMarch 2023January 2024Allow1010NoNo
18124646DYNAMIC LONGITUDINAL AND LATERAL ADJUSTMENT OF AWARENESS LINES FOR COMMERCIAL VEHICLE CAMERA MIRROR SYSTEMMarch 2023October 2023Allow700NoNo
18185402IMAGE ARRANGEMENT METHOD AND IMAGE PROCESSING SYSTEMMarch 2023May 2025Allow2620NoNo
18122692INTER CODING FOR ADAPTIVE RESOLUTION VIDEO CODINGMarch 2023June 2025Allow2720NoNo
18026401DEEP PREDICTION REFINEMENTMarch 2023February 2025Allow2301NoNo
18175988METHODS FOR ADAPTIVE SIGNALING OF MAXIMUM NUMBER OF MERGE CANDIDATES IN MULTIPLE HYPOTHESIS PREDICTIONFebruary 2023January 2025Allow2310YesNo
18160654COMPRESSED TIMESTAMP IN A VIDEOSTREAMJanuary 2023October 2024Allow2110NoNo
18100260IMAGE DECODING METHOD, AND DEVICE FOR SAMEJanuary 2023April 2024Abandon1510NoNo
18096428CONTENT-AWARE, MACHINE-LEARNING-BASED RATE CONTROLJanuary 2023February 2025Allow2520YesNo
18150649EARLY NOTIFICATION FOR A LOW LATENCY VIDEO DECODERJanuary 2023December 2024Allow2310YesNo
18147449SYSTEMS AND METHODS FOR MULTI-STREAM VIDEO ENCODINGDecember 2022September 2024Abandon2010NoNo
18147266Image Compression Method, Apparatus, and Computer-Readable Storage MediumDecember 2022March 2025Allow2610NoNo
18146172FUSION OF VIDEO PREDICTION MODESDecember 2022February 2025Allow2610NoNo
18079303END OF SEQUENCE INDICATION IN CODED VIDEODecember 2022July 2024Allow1930YesNo
17989339Signaling Of Gradual Decoding Refresh And Reference Picture ListsNovember 2022July 2024Allow2040NoNo
17925444PICTURE METADATA FOR VARIABLE FRAME-RATE VIDEONovember 2022March 2023Allow400NoNo
17983866SUBBLOCK-BASED MOTION VECTOR PREDICTOR WITH MV OFFSET DERIVED BY TEMPLATE MATCHINGNovember 2022December 2024Allow2510YesNo
17978530Video Encoding Parallelization With Time-Interleaving Cache AccessNovember 2022August 2024Allow2210NoNo
17974971IMAGE CODING METHOD BASED ON TRANSFORM, AND DEVICE THEREFOROctober 2022November 2024Allow2530YesNo
17975546METHODS AND APPARATUS OF VIDEO CODING FOR TRIANGLE PREDICTIONOctober 2022November 2023Allow1210NoNo
17937176Method and Apparatus of Sample Fetching and Padding for Downsampling Filtering for Cross-Component Linear Model PredictionSeptember 2022October 2025Abandon3720NoNo
17916474IMAGE DECODING METHOD FOR CODING IMAGE INFORMATION INCLUDING TSRC AVAILABLE FLAG, AND DEVICE THEREFORSeptember 2022July 2025Allow3330NoNo
17916466IMAGE DECODING METHOD AND DEVICE THEREFORSeptember 2022October 2024Allow2520NoNo
17956203METHOD AND APPARATUS FOR DETERMINING REFERENCE PICTURE SET OF IMAGESeptember 2022August 2023Allow1000NoNo
17956601SYNCHRONIZED LOW-POWER VIDEO PLAYBACKSeptember 2022September 2025Allow3530YesNo
17934508MOTION SEARCH FOR REFERENCE BLOCK SELECTIONSeptember 2022October 2025Allow3730NoNo
17950087FRAME-RATE SCALABLE VIDEO CODINGSeptember 2022July 2023Allow1000NoNo
17944609DEVICE AND METHOD FOR CODING VIDEO DATASeptember 2022January 2024Allow1610NoNo
17906242A METHOD, AN APPARATUS AND A COMPUTER PROGRAM PRODUCT FOR VOLUMETRIC VIDEO ENCODING AND VIDEO DECODINGSeptember 2022July 2024Allow2210NoNo
17940374FEATURE COMPRESSION FOR VIDEO CODING FOR MACHINESSeptember 2022August 2024Allow2320YesNo
17895845METHOD FOR ENCODING IMAGE AND NON-TRANSITORY COMPUTER READABLE STORAGE MEDIUM STORING A BITSTREAM GENERATED BY A METHODAugust 2022August 2023Allow1210NoNo
17894843CONTEXT ADAPTIVE BINARY ARITHMETIC CODING METHOD AND DEVICEAugust 2022February 2024Allow1710NoNo
17887287SYSTEMS AND METHODS FOR SIGNALING SCALING WINDOW INFORMATION IN VIDEO CODINGAugust 2022February 2023Allow600NoNo
17860629360-DEGREE VIDEO CODING USING GEOMETRY PROJECTIONJuly 2022September 2024Allow2650NoNo
17791062IMAGE CODING METHOD BASED ON POC INFORMATION AND NON-REFERENCE PICTURE FLAG IN VIDEO OR IMAGE CODING SYSTEMJuly 2022June 2025Allow3520NoNo
17854455CROSS COMPONENT DETERMINATION OF CHROMA AND LUMA COMPONENTS OF VIDEO DATAJune 2022November 2024Allow2920NoNo
17855220PRECODING ENCODING METHOD AND ENCODER FOR QP ADJUSTMENTJune 2022April 2025Allow3320NoNo
17854505MEDIA CONTENT BOUNDARY-AWARE ENCODINGJune 2022July 2024Allow2410NoNo
17789920TRANSMISSION APPARATUS AND TRANSMISSION METHODJune 2022October 2025Abandon4030YesNo
17807137METHOD AND APPARATUS FOR ENCODING VIDEO, AND STORAGE MEDIUMJune 2022July 2024Allow2510NoNo
17806364PROCESSING VIDEO USING MASKING WINDOWSJune 2022March 2025Allow3440YesYes
17783438IMAGE CODING METHOD BASED ON PARTIAL ENTRY POINT-ASSOCIATED INFORMATION IN VIDEO OR IMAGE CODING SYSTEMJune 2022July 2024Allow2510NoNo
17782990Matrix Based Intra Prediction with Mode-Global SettingsJune 2022February 2024Allow2100NoNo
17732893DATA ENCODING AND DECODINGApril 2022November 2024Abandon3130YesNo
17718647Point Cloud Geometry Compression Using Octrees and Binary Arithmetic Encoding with Adaptive Look-Up TablesApril 2022July 2023Allow1510NoNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
5
Examiner Affirmed
2
(40.0%)
Examiner Reversed
3
(60.0%)
Reversal Percentile
83.4%
Higher than average

What This Means

With a 60.0% reversal rate, the PTAB has reversed the examiner's rejections more often than affirming them. This reversal rate is in the top 25% across the USPTO, indicating that appeals are more successful here than in most other areas.

Strategic Value of Filing an Appeal

Total Appeal Filings
19
Allowed After Appeal Filing
6
(31.6%)
Not Allowed After Appeal Filing
13
(68.4%)
Filing Benefit Percentile
48.4%
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, 31.6% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.

Strategic Recommendations

Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

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

Examiner LOTFI, KYLE M - Prosecution Strategy Guide

Executive Summary

Examiner LOTFI, KYLE M works in Art Unit 2425 and has examined 173 patent applications in our dataset. With an allowance rate of 77.5%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 28 months.

Allowance Patterns

Examiner LOTFI, KYLE M's allowance rate of 77.5% places them in the 44% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by LOTFI, KYLE M receive 2.69 office actions before reaching final disposition. This places the examiner in the 79% percentile for office actions issued. This examiner issues more office actions than most examiners, which may indicate thorough examination or difficulty in reaching agreement with applicants.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by LOTFI, KYLE M is 28 months. This places the examiner in the 68% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +3.3% benefit to allowance rate for applications examined by LOTFI, KYLE M. This interview benefit is in the 25% 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, 20.8% of applications are subsequently allowed. This success rate is in the 23% percentile among all examiners. Strategic Insight: RCEs show lower effectiveness with this examiner compared to others. Consider whether a continuation application might be more strategic, especially if you need to add new matter or significantly broaden claims.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 18.1% of cases where such amendments are filed. This entry rate is in the 21% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 88.9% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 67% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences show above-average effectiveness with this examiner. If you have strong arguments, a PAC request may result in favorable reconsideration.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 70.6% of appeals filed. This is in the 57% percentile among all examiners. Of these withdrawals, 41.7% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows above-average willingness to reconsider rejections during appeals. The mandatory appeal conference (MPEP § 1207.01) provides an opportunity for reconsideration.

Petition Practice

When applicants file petitions regarding this examiner's actions, 71.4% are granted (fully or in part). This grant rate is in the 78% 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 14% 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 1.5% of allowed cases (in the 65% percentile). This examiner issues Quayle actions more often than average when claims are allowable but formal matters remain (MPEP § 714.14).

Prosecution Strategy Recommendations

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

  • Expect multiple rounds of prosecution: This examiner issues more office actions than average. Address potential issues proactively in your initial response and consider requesting an interview early in prosecution.
  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.

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.