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.
Contextual encoder–decoder network for visual saliency prediction,
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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.