Creates the first egocentric screen-view movie emotion benchmark and demonstrates that cinematic models drop sharply in Macro-F1 on realistic robot-like viewing conditions while domain-specific training improves robustness.
Videgothink: Assessing egocentric video understanding capabilities for embodied ai
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
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cs.CV 2years
2026 2representative citing papers
A new adapter module combining boundary-aware state space modeling with spatial processing boosts localization and robustness in temporal action detection.
citing papers explorer
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Watching Movies Like a Human: Egocentric Emotion Understanding for Embodied Companions
Creates the first egocentric screen-view movie emotion benchmark and demonstrates that cinematic models drop sharply in Macro-F1 on realistic robot-like viewing conditions while domain-specific training improves robustness.
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Efficient Spatial-Temporal Focal Adapter with SSM for Temporal Action Detection
A new adapter module combining boundary-aware state space modeling with spatial processing boosts localization and robustness in temporal action detection.