SurgBench assembles a 53-million-frame surgical video pretraining corpus from 16 sources plus a 72-task evaluation benchmark, and shows continual pretraining with VideoMAE improves accuracy by 7.9% top-3 over Kinetics pretraining.
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SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis
SurgBench assembles a 53-million-frame surgical video pretraining corpus from 16 sources plus a 72-task evaluation benchmark, and shows continual pretraining with VideoMAE improves accuracy by 7.9% top-3 over Kinetics pretraining.