SOTAVerified

Surgical phase recognition

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

Papers

Showing 51–60 of 69 papers

TitleStatusHype
Pelphix: Surgical Phase Recognition from X-ray Images in Percutaneous Pelvic Fixation—0
SKiT: a Fast Key Information Video Transformer for Online Surgical Phase RecognitionCode0
ARST: Auto-Regressive Surgical Transformer for Phase Recognition from Laparoscopic Videos—0
Surgical Phase Recognition in Laparoscopic Cholecystectomy—0
Quantification of Robotic Surgeries with Vision-Based Deep Learning—0
Federated Cycling (FedCy): Semi-supervised Federated Learning of Surgical Phases—0
Rethinking Generalization Performance of Surgical Phase Recognition with Expert-Generated Annotations—0
Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark—0
LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in Cataract Surgery VideosCode0
OperA: Attention-Regularized Transformers for Surgical Phase Recognition—0
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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