SOTAVerified

Surgical phase recognition

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

Papers

Showing 41–50 of 69 papers

TitleStatusHype
Thoracic Surgery Video Analysis for Surgical Phase Recognition—0
SuPRA: Surgical Phase Recognition and Anticipation for Intra-Operative Planning—0
Friends Across Time: Multi-Scale Action Segmentation Transformer for Surgical Phase Recognition—0
Surgical Temporal Action-aware Network with Sequence Regularization for Phase Recognition—0
SurgPLAN: Surgical Phase Localization Network for Phase Recognition—0
Weakly-Supervised Surgical Phase Recognition—0
TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase RecognitionCode0
Self-Knowledge Distillation for Surgical Phase Recognition—0
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition—0
Metrics Matter in Surgical Phase RecognitionCode0
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Benchmark Results

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