Introduces a multi-task surgical gaze dataset comparing active execution versus passive viewing and novice versus intermediate expertise, showing passive novice labels approximate intermediate active attention with limited degradation for saliency modeling.
Eye-gaze-guided vision transformer for rec- tifying shortcut learning
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Data-centric Design of Learning-based Surgical Gaze Perception Models in Multi-Task Simulation
Introduces a multi-task surgical gaze dataset comparing active execution versus passive viewing and novice versus intermediate expertise, showing passive novice labels approximate intermediate active attention with limited degradation for saliency modeling.