SOTAVerified

Surgical phase recognition

The first 40 videos are used for training, the last 40 videos are used for testing.

Papers

Showing 5160 of 69 papers

TitleStatusHype
DeepPhase: Surgical Phase Recognition in CATARACTS Videos0
Surgical Phase Recognition in Laparoscopic Cholecystectomy0
Surgical Phase Recognition of Short Video Shots Based on Temporal Modeling of Deep Features0
Surgical Temporal Action-aware Network with Sequence Regularization for Phase Recognition0
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition0
SurgPLAN: Surgical Phase Localization Network for Phase Recognition0
VidLPRO: A Video-Language Pre-training Framework for Robotic and Laparoscopic Surgery0
Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark0
Weakly-Supervised Surgical Phase Recognition0
Thoracic Surgery Video Analysis for Surgical Phase Recognition0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SF-TMN(ASFormer)Acc95.43Unverified
2LoViTF190.24Unverified
3MSNF189.6Unverified
4MuSTF185.57Unverified
5MoCo V2 Surg SSL - TCN headF181.6Unverified
6TCNF180.3Unverified
#ModelMetricClaimedVerifiedStatus
1MuSTF177.25Unverified
2CAMMA1 (challenge model)F168.8Unverified
3HIKVision (challenge model)F165.4Unverified
4CUHK (challenge model)F165Unverified
5MoCo V2 Surg SSL - TCN headF164.7Unverified
#ModelMetricClaimedVerifiedStatus
1MuSTmAP98.08Unverified
2TAPISmAP97.14Unverified
3TAPIRmAP94.24Unverified
#ModelMetricClaimedVerifiedStatus
1MuSTmAP79.14Unverified
2TAPISmAP76.72Unverified