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Task-Focused Attention for Robotic Manipulation

2018 – 2019

Robustifying deep visuomotor policies through task-focused visual attention guided by natural language instructions.

roboticsattentionvision-and-languagevisuomotor

Enhances robotic manipulation with Task-Focused visual Attention (TFA) to improve task execution and recovery from disturbances using natural language instructions. The approach increases resilience against visual and physical disruptions by mimicking human-like selective attention, leading to increased robustness and adaptability in robots.

Publication

Pay Attention! — Robustifying a Deep Visuomotor Policy through Task-Focused Attention

CVPR 2019

Amir Mazaheri, Mubarak Shah