SOTAVerified

Surgical phase recognition

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

Papers

Showing 31–40 of 69 papers

TitleStatusHype
Pixel-Wise Recognition for Holistic Surgical Scene UnderstandingCode2
Encoding Surgical Videos as Latent Spatiotemporal Graphs for Object and Anatomy-Driven ReasoningCode1
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
Self-Supervised Learning for Endoscopic Video AnalysisCode1
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