SOTAVerified

Surgical phase recognition

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

Papers

Showing 4150 of 69 papers

TitleStatusHype
Self-Knowledge Distillation for Surgical Phase Recognition0
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections0
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition0
Single- and Multi-Task Architectures for Surgical Workflow Challenge at M2CAI 20160
ArthroPhase: A Novel Dataset and Method for Phase Recognition in Arthroscopic Video0
ARST: Auto-Regressive Surgical Transformer for Phase Recognition from Laparoscopic Videos0
Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration0
SuPRA: Surgical Phase Recognition and Anticipation for Intra-Operative Planning0
Federated Cycling (FedCy): Semi-supervised Federated Learning of Surgical Phases0
Surgeons vs. Computer Vision: A comparative analysis on surgical phase recognition capabilities0
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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