SOTAVerified

Surgical phase recognition

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

Papers

Showing 2130 of 69 papers

TitleStatusHype
DeepPhase: Surgical Phase Recognition in CATARACTS Videos0
Pelphix: Surgical Phase Recognition from X-ray Images in Percutaneous Pelvic Fixation0
ArthroPhase: A Novel Dataset and Method for Phase Recognition in Arthroscopic Video0
Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks0
Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows0
Meta-SurDiff: Classification Diffusion Model Optimized by Meta Learning is Reliable for Online Surgical Phase Recognition0
MoSFormer: Augmenting Temporal Context with Memory of Surgery for Surgical Phase Recognition0
Federated Cycling (FedCy): Semi-supervised Federated Learning of Surgical Phases0
Neural Finite-State Machines for Surgical Phase Recognition0
Holistic Surgical Phase Recognition with Hierarchical Input Dependent State Space Models0
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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