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Yuliang Ma

2 accepted papers

2025

Deep Learning-based Proactive Hazard Prediction for Human-Robot Collaboration with Sensor Malfunctions

IROS 2025

Safety is a critical concern in human-robot collaboration (HRC). As collaborative robots take on increasingly complex tasks in human environments, their systems have become more sophisticated through the integration of multimodal sensors, including force-torque sensors, cameras, LiDARs, and IMUs. Ho

Cited by 0SourceScholar
2024

Multimodal Failure Prediction for Vision-based Manipulation Tasks with Camera Faults

IROS 2024poster

Due to the increasing behavioral and structural complexity of robots, it is challenging to predict the execution outcome after error detection. Anomaly detection methods can help detect errors and prevent potential failures. However, not every fault leads to a failure due to the system’s fault toler…

Cited by 0SourceScholar