SOTAVerified

Surgical phase recognition

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

Papers

Showing 61–69 of 69 papers

TitleStatusHype
SPRMamba: Surgical Phase Recognition for Endoscopic Submucosal Dissection with MambaCode0
SR-Mamba: Effective Surgical Phase Recognition with State Space ModelCode0
SurgPLAN++: Universal Surgical Phase Localization Network for Online and Offline InferenceCode0
Multi-Task Recurrent Convolutional Network with Correlation Loss for Surgical Video AnalysisCode0
LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in Cataract Surgery VideosCode0
Metrics Matter in Surgical Phase RecognitionCode0
Temporal coherence-based self-supervised learning for laparoscopic workflow analysisCode0
Dual Invariance Self-training for Reliable Semi-supervised Surgical Phase RecognitionCode0
Learning from a tiny dataset of manual annotations: a teacher/student approach for 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