3 citations · 5 across the 5 of their papers we have counts for
4 papers · 1 filter
Meaningful Moments: A Corpus of VLM-Derived Temporal Importance Labels for Video Action Recognition
Cameron Keith, SouYoung Jin
Not every moment in a video is equally useful for recognizing an action. A few decisive moments often carry the evidence: the instant an object moves, the peak of a dive, or one ob…
StoryTeller: Training-Free Narrative Grounding for Long-Form Audio Description
Seung Hyun Hahm, Minh T. Dinh, SouYoung Jin
Long-form audio description (AD) requires more than describing visible actions: it must preserve characters, events, relationships, and story context across scenes so that blind an…
Learning Video Dynamics with Predictive Differentiable Rendering
Yujin Tang, Tian Zhou, Xin Lin +5
How to accurately predict a high-fidelity future world? While the visual world is inherently continuous, existing deterministic video prediction models operate in discrete pixel sp…
Beyond Final Answers: CRYSTAL Benchmark for Transparent Multimodal Reasoning Evaluation
Wayner Barrios, SouYoung Jin
We introduce CRYSTAL (Clear Reasoning via Yielded Steps, Traceability, and Logic), a diagnostic benchmark with 6,372 instances that evaluates multimodal reasoning through verifiabl…