Future-privileged supervision during training improves causal egocentric gaze estimation, with optimal gains at 1.7-3.3 seconds look-ahead on EGTEA Gaze+ and 2.7 seconds on Ego4D.
Gaze-based intention estimation: princi- ples, methodologies, and applications in hri.ACM Transac- tions on Human-Robot Interaction, 13(3):1–30, 2024
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How Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation
Future-privileged supervision during training improves causal egocentric gaze estimation, with optimal gains at 1.7-3.3 seconds look-ahead on EGTEA Gaze+ and 2.7 seconds on Ego4D.