FROST-STA ranks second in the Ego4D Short-Term Object Interaction Anticipation challenge with 5.13 mAP by adapting frozen V-JEPA features with object-centric heads and ensembling.
Technical report for Ego4D long-term action anticipation challenge 2025
5 Pith papers cite this work. Polarity classification is still indexing.
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UNVERDICTED 5representative citing papers
TAP-JEPA applies frozen V-JEPA features, latent future prediction, and two-stage fusion of attentive probes to reach 27.91% MT5R and second place on the EK-100 action anticipation leaderboard.
JFAA freezes a JEPA future-prediction model, adds a lightweight probe and ensemble, and wins the 2026 EK-100 action anticipation challenge.
MARS converts long videos to captions and summaries, maintains modality-specific memories, and deploys an agent to select evidence or answer, placing second on the CASTLE Challenge leaderboard.
VISTA wins first place on the Ego4D Short-Term Object Interaction Anticipation challenge by combining spatial object proposals with temporal context via feature modulation and ROI fusion, followed by ensembling.
citing papers explorer
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FROST-STA: Frozen Dense Features for the Ego4D Short-Term Object Interaction Anticipation
FROST-STA ranks second in the Ego4D Short-Term Object Interaction Anticipation challenge with 5.13 mAP by adapting frozen V-JEPA features with object-centric heads and ensembling.
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TAP-JEPA: Frozen Future-Latent Probing and Two-Stage Score Fusion for EPIC-KITCHENS-100 Action Anticipation
TAP-JEPA applies frozen V-JEPA features, latent future prediction, and two-stage fusion of attentive probes to reach 27.91% MT5R and second place on the EK-100 action anticipation leaderboard.
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JFAA: Technical Report for the EPIC-KITCHENS-100 Action Anticipation Challenge at EgoVis 2026
JFAA freezes a JEPA future-prediction model, adds a lightweight probe and ensemble, and wins the 2026 EK-100 action anticipation challenge.
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MARS: Technical Report for the CASTLE Challenge at EgoVis 2026
MARS converts long videos to captions and summaries, maintains modality-specific memories, and deploys an agent to select evidence or answer, placing second on the CASTLE Challenge leaderboard.
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VISTA: Technical Report for the Ego4D Short-Term Object Interaction Anticipation at EgoVis 2026
VISTA wins first place on the Ego4D Short-Term Object Interaction Anticipation challenge by combining spatial object proposals with temporal context via feature modulation and ROI fusion, followed by ensembling.