A Study on Domain Generalization for Failure Detection through Human Reactions in HRI

MT Parreira, SG Lingaraju… - arxiv preprint arxiv …, 2024 - arxiv.org
Machine learning models are commonly tested in-distribution (same dataset); performance
almost always drops in out-of-distribution settings. For HRI research, the goal is often to …

Bringing online egocentric action recognition into the wild

G Goletto, M Planamente, B Caputo… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
To enable a safe and effective human-robot cooperation, it is crucial to develop models for
the identification of human activities. Egocentric vision seems to be a viable solution to solve …

EgoPAT3Dv2: Predicting 3D Action Target from 2D Egocentric Vision for Human-Robot Interaction

I Fang, Y Chen, Y Wang, J Zhang, Q Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
A robot's ability to anticipate the 3D action target location of a hand's movement from
egocentric videos can greatly improve safety and efficiency in human-robot interaction (HRI) …

Prototype-aware Feature Selection for Multi-view Action Prediction in Human-Robot Collaboration

B Peng, B Chen, W He… - 2024 IEEE 29th …, 2024 - ieeexplore.ieee.org
Semantic representation of actions is essential for the development of mutual cognition
towards efficient human-robot collaboration. As such, it has become an exciting emerging …