SOTAVerified

Surgical phase recognition

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

Papers

Showing 3140 of 69 papers

TitleStatusHype
Temporal coherence-based self-supervised learning for laparoscopic workflow analysisCode0
TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase RecognitionCode0
OperA: Attention-Regularized Transformers for Surgical Phase Recognition0
Pelphix: Surgical Phase Recognition from X-ray Images in Percutaneous Pelvic Fixation0
fine-CLIP: Enhancing Zero-Shot Fine-Grained Surgical Action Recognition with Vision-Language Models0
Quantification of Robotic Surgeries with Vision-Based Deep Learning0
Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin-based Scene Representation0
ReSW-VL: Representation Learning for Surgical Workflow Analysis Using Vision-Language Model0
Rethinking Generalization Performance of Surgical Phase Recognition with Expert-Generated Annotations0
Robust Surgical Phase Recognition From Annotation Efficient Supervision0
Show:102550
← PrevPage 4 of 7Next →

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