Dissecting Self-Supervised Learning Methods for Surgical Computer Vision

Benchmark Model Rank Results
action-triplet-recognition-on-cholect50-1MoCo V2 Surg SSL - Rendezvous head#4mAP: 35.7
surgical-phase-recognition-on-cholec80-1MoCo V2 Surg SSL - TCN head#4F1: 81.6
surgical-phase-recognition-on-heicholeMoCo V2 Surg SSL - TCN head#2F1: 64.7
surgical-tool-detection-on-cholec80MoCo V2 Surg SSL - FCN head#1mAP: 93.5