SOTAVerified

Surgical phase recognition

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

Papers

Showing 1120 of 69 papers

TitleStatusHype
Whether and When does Endoscopy Domain Pretraining Make Sense?Code1
Towards Holistic Surgical Scene UnderstandingCode1
Dissecting Self-Supervised Learning Methods for Surgical Computer VisionCode1
Free Lunch for Surgical Video Understanding by Distilling Self-SupervisionsCode1
Less is More: Surgical Phase Recognition from Timestamp SupervisionCode1
Exploring Segment-level Semantics for Online Phase Recognition from Surgical VideosCode1
Not End-to-End: Explore Multi-Stage Architecture for Online Surgical Phase RecognitionCode1
Trans-SVNet: Accurate Phase Recognition from Surgical Videos via Hybrid Embedding Aggregation TransformerCode1
TeCNO: Surgical Phase Recognition with Multi-Stage Temporal Convolutional NetworksCode1
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