ICCV 2025 Workshop on AI-driven Skilled Activity Understanding, Assessment & Feedback Generation

Speakers Call for Papers Paper Submission Program Organizers Contact

Introduction

Imagine a world where computer vision-based systems can analyze a video of an athlete, a surgeon, a patient, or a factory worker and instantly provide expert-level actionable feedback---correcting techniques, identifying inefficiencies, and helping people refine their skills in real time. Thanks to rapid progress in video understanding, this vision is becoming reality. AI-powered systems can now analyze complex human activities, assess performance, and generate intelligent feedback, unlocking new possibilities in sports, healthcare, manufacturing, education, rehabilitation, and beyond. Through Expert Keynotes and Invited Contributions, this workshop will explore the cutting edge of skilled activity understanding, assessment, and feedback generation, bridging research and real-world applications.


As AI systems become more capable of understanding human expertise, the implications are profound---empowering individuals with personalized coaching, democratized skill development, and scalable training solutions. We invite researchers, industry leaders, and practitioners to join us in shaping the future of AI-powered skill understanding. Whether working on foundational research, applied solutions, or real-world deployment, this workshop is an opportunity and forum to learn about and push the boundaries of how AI perceives, evaluates, and enhances human ability.

Speakers

Kristen Grauman

Dr. Kristen Grauman (UT Austin + FAIR)

Antonino Furnari

Dr. Antonino Furnari (University of Catania)

Rogerio Nespolo

Dr. Rogerio Nespolo (Intuitive Surgical)

Ehsan Adeli

Dr. Ehsan Adeli (Stanford University)

Walterio MayolCuevas

Dr. Walterio Mayol-Cuevas (University of Bristol)

Gedas Bertasius

Dr. Gedas Bertasius (University of North Carolina, Chapel Hill)

Call for Papers

We invite contributions related to, but not limited to, the following areas:

Paper Submission

We have following two Paper Tracks. Please use this [Openreview Link] to submit your papers, and select the appropriate track in OpenReview. We recommend you to use Institution emails to register your account on Openreview, as non-institution emails can take upto 2 weeks to register.

Decisions: July 15, 2025


1) Proceedings Track. Papers accepted to this track will be published in the official proceedings. Please use ICCV paper templates. Page limit, excluding references, is 8 pages. Please strictly follow ICCV paper guidelines. Supplementary material is allowed. We will follow single-stage review process--we will not have rebuttal stage. Tentative Submission Deadline is: July 03, 2025. Camera-ready dealine: August 10,2025.


2) Non-Proceedings Track. These papers would be presented at the workshop, but not included in the proceedings and can also be submitted to future venues. We also invite papers previously accepted to ICCV 2025 or any other venues. This tracks allows to share your work and receive feedback on your work, making it stronger. Work-in-Progress or Late breaking work providing provocations for new work and ideas to emerge, with or without an accompanying evaluation, can also be submitted. Supplementary material is allowed. We will follow single-stage review process--we will not have rebuttal stage. Tentative Submission Deadline is: July 03, 2025. We may consider opening Round 2 for Non-Proceedings Track after Round 1 review. More details to follow.


Please let us know if you face any problems or have any questions.

Workshop Program

Program
Opening Remarks
Keynote-1 + QA
Keynote-2 + QA
Keynote-3 + QA
Tea break + Poster Session
Keynote-4 + QA
Keynote-5 + QA
Keynote-6 + QA
Closing Remarks

Organizers

Paritosh Parmar

Paritosh Parmar

Angela Yao

Angela Yao

Basura Fernando

Basura Fernando

Brendan Morris

Brendan Morris

Contact

Please do not hesitate to email us if you have any questions or concerns!