2026
Multimodal Knowledge Distillation for Egocentric Action Recognition Robust to Missing Modalities
Dustin Carrión-Ojeda, Maria Santos-Villafranca, Alejandro Perez-Yus, Jesus Bermudez-Cameo, Jose J. Guerrero, Simone Schaub-Meyer
ICRA 2026poster
Egocentric action recognition enables robots to facilitate human-robot interactions and monitor task progress. Existing methods often rely solely on RGB videos, although additional modalities, such as audio, can improve accuracy under challenging conditions. However, most multimodal approaches assum…