On an internal dataset of 38 simulated surgical trials, operating room event detection from digital twin inputs (segmentation masks plus depth maps) matches or slightly exceeds detection from raw RGB video, while removing identifiable visual content.
Multi-modal unsupervised pre-training for surgical operating room workflow analysis
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Privacy-Preserving Operating Room Workflow Analysis using Digital Twins
On an internal dataset of 38 simulated surgical trials, operating room event detection from digital twin inputs (segmentation masks plus depth maps) matches or slightly exceeds detection from raw RGB video, while removing identifiable visual content.