USPTO Examiner XIAO DI - Art Unit 2178

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19217216AUTONOMOUS, CONSENT DRIVEN AND GENERATIVE DEVICE, SYSTEM AND METHOD THAT PROMOTES USER PRIVACY, SELF-KNOWLEDGE AND WELL-BEINGMay 2025March 2026Allow1011NoNo
19188774TEXT-TO-VIDEO CONVERSIONApril 2025October 2025Allow610NoNo
19006505Unified agentic automation and robotic process automation with self-healing and capabilities to increase autonomyDecember 2024June 2025Allow610YesNo
19006539UNIFIED ARTIFICIAL INTELLIGENCE AGENT, ROBOTIC PROCESS AUTOMATION ROBOT, AND AGENTIC ORCHESTRATION PROCESS DEVELOPMENT APPLICATIONSDecember 2024May 2025Allow410NoNo
18739489USER EFFORT DETECTIONJune 2024October 2025Allow1610NoNo
18650320Self-Service Terminal and MethodApril 2024April 2025Allow1210YesNo
18644889SYSTEMS AND METHODS OF CAPTURING EYE-GAZE DATAApril 2024July 2025Allow1510NoNo
18602645DIGITAL ASSISTANT INTEGRATION WITH SYSTEM INTERFACEMarch 2024February 2025Allow1210YesNo
18596839TRACKING OF RETINAL TRACTION THROUGH DIGITAL IMAGE CORRELATIONMarch 2024May 2025Allow1410NoNo
18442508USER INTERFACE GENERATION SYSTEMFebruary 2024October 2024Allow800NoNo
18417681INTERFACE AND MODE SELECTION FOR DIGITAL ACTION EXECUTIONJanuary 2024November 2025Allow2230YesNo
18530995GENERATING CONTENT ENDORSEMENTS USING MACHINE LEARNING NOMINATOR(S)December 2023October 2025Allow2220YesNo
18501696LOCAL PERSPECTIVE METHOD AND DEVICE OF VIRTUAL REALITY EQUIPMENT AND VIRTUAL REALITY EQUIPMENTNovember 2023September 2025Allow2230YesNo
18495581AUTOMATIC QUALITY ASSESSMENT OF AN ITEM DURING ORDER FULFILLMENTOctober 2023November 2025Allow2500NoNo
18488399REALTIME ENVIRONMENTAL MONITORING AND DEVICE CONTROLOctober 2023February 2026Allow2810NoNo
18479228MACHINE LEARNING BASED DEPOLARIZATION IDENTIFICATION AND ARRHYTHMIA LOCALIZATION VISUALIZATIONOctober 2023December 2024Allow1410NoNo
18477402PRESENTING CONTENT ITEMS AND PERFORMING ACTIONS WITH RESPECT TO CONTENT ITEMSSeptember 2023January 2026Allow2830YesNo
18471836ITERATIVE FRAMEWORK FOR LEARNING MULTIMODAL MAPPINGS TAILORED TO MEDICAL IMAGE INFERENCING TASKSSeptember 2023February 2026Allow2810YesNo
18462953UNIFIED SEMANTIC MODEL OF USER INTENTIONSSeptember 2023August 2024Allow1210NoNo
18548925INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, INFORMATION PROCESSING SYSTEM, AND CONVERSION MODELSeptember 2023March 2026Allow3020NoNo
18279814IDENTIFYING OBJECTS USING SPATIAL ONTOLOGYAugust 2023November 2025Allow2610NoNo
18240344TECHNIQUES OF INFORMATION EXTRACTION FOR SELECTION MARKSAugust 2023October 2025Allow2500NoNo
18365751System and method for generating a context-based user interfaceAugust 2023May 2025Allow2220NoNo
18223068INFORMATION PROCESSING APPARATUSJuly 2023August 2025Allow2530YesNo
18348845MUSIC/VIDEO MESSAGING SYSTEM AND METHODJuly 2023February 2025Allow1920NoNo
18218021HANDWRITING TEXT RECOGNITION APPARATUS SUPPORTING MULTIPLE WRITING DIRECTIONSJuly 2023September 2025Allow2600NoNo
18270742DETECTION SYSTEM, DETECTION METHOD, AND RECORDING MEDIUMJuly 2023February 2026Abandon3110NoNo
18214443COLLABORATION SYSTEM INCLUDING MARKERS IDENTIFYING MULTIPLE CANVASES IN A SHARED VIRTUAL WORKSPACEJune 2023February 2025Abandon1930NoNo
18338045APPLICATION REMOTING ACROSS A NETWORK USING DRAW COMMANDSJune 2023July 2025Allow2520NoNo
18333774RECORDING MEDIUM, INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING SYSTEM, AND INFORMATION PROCESSING METHODJune 2023January 2026Allow3210NoNo
18256332DISPLAY APPARATUS AND DISPLAY METHODJune 2023November 2025Allow3010NoNo
18202311ACCESSIBILITY CONTENT EDITING, CONTROL AND MANAGEMENTMay 2023August 2024Allow1510NoNo
18322318Nutritional Content Determination Based on Gesture Detection DataMay 2023September 2024Allow1610YesNo
18195983COMPUTER RESOURCE MONITORING BY PROCESSING IMAGES USING A MODEL COMPRISING LARGE LANGUAGE MODELSMay 2023March 2025Allow2310NoNo
18184612SYSTEMS AND METHODS FOR IMAGE MANIPULATION OF A DIGITAL STACK OF TISSUE IMAGESMarch 2023February 2026Abandon3510NoNo
18118408SYSTEM FOR TRACKING AND MANAGEMENT OF EMS RESPONSESMarch 2023May 2025Allow2720YesNo
18176489IMAGE DISPLAY APPARATUS, METHOD, AND PROGRAMMarch 2023November 2025Allow3320NoNo
18175568GESTURE RECOGNITION APPARATUS, HEAD-MOUNTED-TYPE DISPLAY APPARATUS, GESTURE RECOGNITION METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUMFebruary 2023October 2025Allow3210YesNo
18173065DRUG LIST DISPLAY METHOD AND DRUG LISTFebruary 2023December 2025Abandon3410NoNo
18105109SYSTEMS AND METHODS FOR A MULTI-PARAMETER SAMPLING TOOLFebruary 2023January 2026Allow3520YesNo
18019266Auxiliary Apparatus for Surgical OperationsFebruary 2023November 2025Abandon3410NoNo
18161909IMAGE PROCESSING APPARATUS, IMAGE PROCESSING METHOD AND STORAGE MEDIUMJanuary 2023September 2025Allow3110NoNo
18101512SURVEYING ASSISTANCE DEVICE, SURVEYING ASSISTANCE SYSTEM, SURVEYING ASSISTANCE METHOD, AND STORAGE MEDIUMJanuary 2023December 2024Abandon2310NoNo
18159166GENERATING A COLLAGE COMPOSITION OF DIGITAL CONTENTJanuary 2023September 2025Allow3210YesNo
18158863PLANE ESTIMATION USING OBJECT DETECTIONJanuary 2023February 2026Allow3720NoNo
18155803SELECTION OF PROBABILITY THRESHOLDS FOR GENERATING CARDIAC ARRHYTHMIA NOTIFICATIONSJanuary 2023November 2024Allow2210NoNo
18097025ELECTRONIC DEVICE FOR RECOMMENDING INFORMATION ACCORDING TO SITUATION AND METHOD FOR CONTROLLING THE SAMEJanuary 2023January 2025Allow2420YesNo
18092497SYSTEMS FOR TARGETED IMAGE DETECTION THROUGHOUT COMPUTING NETWORKSJanuary 2023March 2026Allow3820NoNo
18088942SYSTEM, METHOD, AND COMPUTER PROGRAM PRODUCT FOR IMPROVED EMBEDDED APPLICATION USER ENGAGEMENT MODE MANAGEMENTDecember 2022August 2024Allow2010YesNo
18088627METHOD FOR DETERMINING TWO-EYE GAZE POINT AND HOSTDecember 2022August 2025Allow3210NoNo
18069135APPARATUS, SYSTEM AND METHOD FOR A WEB-BASED INTERACTIVE VIDEO PLATFORMDecember 2022January 2026Abandon3711NoNo
18068259MANAGING AUGMENTED PARTICIPATING USER VIDEO SOURCE INTERFACES IN ASSOCIATION WITH AN AUDIO-VIDEO CONFERENCING INTERFACE SERVICEDecember 2022February 2025Allow2630YesNo
18082567COMPUTERIZED RECOGNITION OF TABULAR DATA FROM AN IMAGEDecember 2022July 2025Allow3110NoNo
18082230METADATA DRIVEN GUIDED RULES EDITORDecember 2022July 2024Allow1920YesNo
18010316METHOD FOR DETERMINING RECOMMENDED SCENARIO AND ELECTRONIC DEVICEDecember 2022August 2025Allow3220NoNo
17999986PRESENTATION OF PATIENT INFORMATION FOR CARDIAC SHUNTING PROCEDURESNovember 2022November 2025Allow3520NoNo
18058575DETECTING SHADOWS AND CORRESPONDING OBJECTS IN DIGITAL IMAGESNovember 2022June 2025Allow3110YesNo
18052733CROSS-INFORMATION ARCHITECTURE HISTORICAL BREADCRUMB CONTROLNovember 2022September 2024Allow2330YesNo
18052654Neural Network Based Prediction of Semiconductor Device ResponseNovember 2022November 2025Allow3710NoNo
17980108METHOD AND DEVICE FOR MONITORING A FLOW OF A FLUID IN A VESSELNovember 2022April 2025Allow3010NoNo
17970392MODEL-BASED PERSONALIZATION ARCHITECTUREOctober 2022November 2024Allow2530YesNo
17954561TASK-ORIENTED DEEP LEARNING IMAGE DENOISINGSeptember 2022January 2026Allow4030NoNo
17943309METHOD AND DEVICE FOR AUTOMATICALLY DETERMINING SPINE DEFORMATION FROM AN IMAGESeptember 2022January 2026Allow4020NoNo
17939783SYSTEMS, METHODS, AND APPARATUSES FOR GENERATING PRE-TRAINED MODELS FOR nnU-Net THROUGH THE USE OF IMPROVED TRANSFER LEARNING TECHNIQUESSeptember 2022February 2025Allow3000NoNo
17822906ANALYSIS ASSISTING DEVICE, ANALYSIS ASSISTING SYSTEM, AND RECORDING MEDIUMAugust 2022April 2025Allow3210NoNo
17815409GENERATING NEURAL NETWORK BASED PERCEPTUAL ARTIFACT SEGMENTATIONS IN MODIFIED PORTIONS OF A DIGITAL IMAGEJuly 2022August 2025Allow3720YesNo
17870301SYSTEMS AND METHODS FOR PROVIDING SECURITY SYSTEM INFORMATION USING AUGMENTED REALITY EFFECTSJuly 2022November 2025Allow4020NoNo
17864820METHOD AND ELECTRONIC DEVICE FOR GENERATING CONTENT BASED ON CAPACITY OF EXTERNAL DEVICEJuly 2022June 2025Allow3520NoNo
17758695Systems And Methods For Optical Evaluation Of Pupillary Psychosensory ResponsesJuly 2022January 2025Allow3010NoNo
17861977SYSTEM AND METHODS FOR INTERACTING WITH A CONTROL ENVIRONMENTJuly 2022September 2025Abandon3820NoYes
17790524ULTRASOUND IMAGING METHOD AND SYSTEM FOR IDENTIFYING AN ANATOMICAL FEATURE OF A SPINEJuly 2022May 2025Allow3510NoNo
17790125MEDICAL IMAGE GENERATION APPARATUS, MEDICAL IMAGE GENERATION METHOD, AND MEDICAL IMAGE GENERATION PROGRAMJune 2022April 2025Allow3310NoNo
17851056METHOD OF COMPENSATING DATA AND SYSTEM FOR COMPENSATING DATA USING SAMEJune 2022April 2025Allow3310NoNo
17789590Deep Learning Models For Tumor EvaluationJune 2022November 2024Allow2810NoNo
17844517DEVICE AND METHOD FOR MODELING THREE-DIMENSIONAL ORGAN BY IMAGE SEGMENTATIONJune 2022January 2025Allow3110NoNo
17841766INTERFACE FOR GENERATING MODELS WITH CUSTOMIZABLE INTERFACE CONFIGURATIONSJune 2022August 2025Allow3840YesNo
17662897Uncertainty Estimation in Medical ImagingMay 2022June 2025Allow3711NoNo
17662719IMAGE PROCESSING APPARATUS, A METHOD OF PROCESSING IMAGE DATA, AND A COMPUTER PROGRAM PRODUCTMay 2022May 2025Allow3620NoNo
17731607METHOD AND APPARATUS FOR ADJUSTING BLOOD FLOW VELOCITY IN MAXIMUM HYPEREMIA STATE BASED ON INDEX FOR MICROCIRCULATORY RESISTANCEApril 2022March 2025Abandon3510NoNo
17730539METHODS FOR OPERATING AN EVALUATION SYSTEM FOR MEDICAL IMAGE DATA SETS, EVALUATION SYSTEMS, COMPUTER PROGRAMS AND ELECTRONICALLY READABLE STORAGE MEDIUMSApril 2022August 2025Allow3920NoNo
17729523SYSTEM, METHOD AND APPARATUS FOR NON-INVASIVE & NON-CONTACT MONITORING OF HEALTH RACTERSTICS USING ARTIFICIAL INTELLIGENCE (AI)April 2022February 2026Allow4520YesNo
17660622TV SIDE BAR USER INTERFACEApril 2022January 2024Allow2120YesNo
17710254ARTIFICIAL INTELLIGENCE-BASED IMAGE PROCESSING METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUMMarch 2022August 2024Allow2910YesNo
17641861METHODS AND SYSTEMS FOR SUPER RESOLUTION FOR INFRA-RED IMAGERYMarch 2022January 2025Allow3410NoNo
176362503D Object Detection Using Random ForestsFebruary 2022October 2024Allow3210YesNo
17635701ESTIMATION PROGRAM, ESTIMATION DEVICE, GENERATION METHOD OF DETECTION MODEL, LEARNING METHOD, AND LEARNING DEVICEFebruary 2022August 2024Allow3010NoNo
17632559SYSTEM AND METHOD FOR ASSESSING BREAST CANCER RISK USING IMAGERYFebruary 2022April 2025Allow3920YesNo
17577146Artificial Intelligence-Assisted Evaluation Method for Aesthetic Medicine and Evaluation System Using SameJanuary 2022March 2025Allow3811NoNo
17622493METHOD FOR LEARNING THRESHOLD VALUEDecember 2021January 2025Allow3620YesNo
17561028Systems and Methods to Perform 3D Localization of Target Objects in Point Cloud Data Using A Corresponding 2D ImageDecember 2021August 2025Allow4421NoNo
17622285VESSEL REGISTRATION USING FUNCTIONAL INFORMATIONDecember 2021April 2025Allow3930NoNo
17645037SYSTEMS AND METHODS FOR IMAGE PROCESSINGDecember 2021August 2024Allow3210NoNo
17614227SYSTEMS AND METHODS FOR VIDEO-BASED POSITIONING AND NAVIGATION IN GASTROENTEROLOGICAL PROCEDURESNovember 2021December 2024Allow3620NoNo
17608834METHODS FOR CHARACTERIZING AND TREATING A CANCER TYPE USING CANCER IMAGESNovember 2021June 2025Allow4410NoNo
17608016SYSTEM AND METHOD FOR ATTENTION-BASED CLASSIFICATION OF HIGH-RESOLUTION MICROSCOPY IMAGESNovember 2021February 2025Allow4020YesNo
17516299SYSTEMS AND METHODS FOR MONITORING ONE OR MORE ANATOMICAL ELEMENTSNovember 2021October 2024Allow3520NoNo
17212289MEDICAL INFORMATION PROCESSING SYSTEM AND MEDICAL INFORMATION PROCESSING APPARATUSMarch 2021October 2024Allow4320NoNo
17127779USER INTERFACES FOR CONTROLLING OR PRESENTING DEVICE USAGE ON AN ELECTRONIC DEVICEDecember 2020October 2025Allow5850YesNo
17090646CONTENT ENHANCERNovember 2020September 2024Allow4750NoYes
13621753ARCHITECTURE FOR SHARED CONTENT CONSUMPTION INTERACTIONSSeptember 2012February 2016Allow4120YesNo

Appeals Overview

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

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
78.5%
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 XIAO, DI - Prosecution Strategy Guide

Executive Summary

Examiner XIAO, DI works in Art Unit 2178 and has examined 15 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 43 months.

Allowance Patterns

Examiner XIAO, DI's allowance rate of 100.0% places them in the 95% 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 XIAO, DI receive 2.73 office actions before reaching final disposition. This places the examiner in the 80% 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 XIAO, DI is 43 months. This places the examiner in the 16% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.

Interview Effectiveness

Conducting an examiner interview provides a +0.0% benefit to allowance rate for applications examined by XIAO, DI. This interview benefit is in the 13% 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, 33.3% of applications are subsequently allowed. This success rate is in the 72% 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 37.5% 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.

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 6% 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 89% percentile among all examiners. 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, 0.0% are granted (fully or in part). This grant rate is in the 2% 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 6.7% of allowed cases (in the 89% percentile). Per MPEP § 1302.04, examiner's amendments are used to place applications in condition for allowance when only minor changes are needed. This examiner frequently uses this tool compared to other examiners, indicating a cooperative approach to getting applications allowed. Strategic Insight: If you are close to allowance but minor claim amendments are needed, this examiner may be willing to make an examiner's amendment rather than requiring another round of prosecution.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 14% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically 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:

  • 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.
  • 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.
  • Plan for extended prosecution: Applications take longer than average with this examiner. Factor this into your continuation strategy and client communications.
  • Examiner cooperation: This examiner frequently makes examiner's amendments to place applications in condition for allowance. If you are close to allowance, the examiner may help finalize the claims.

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.