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
Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin-based Scene Representation—0
Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration—0
VidLPRO: A Video-Language Pre-training Framework for Robotic and Laparoscopic Surgery—0
Weakly-Supervised Surgical Phase Recognition—0
Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows—0
Single- and Multi-Task Architectures for Surgical Workflow Challenge at M2CAI 2016—0
Recognizing Surgical Phases Anywhere: Few-Shot Test-time Adaptation and Task-graph Guided RefinementCode0
TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase RecognitionCode0
DACAT: Dual-stream Adaptive Clip-aware Time Modeling for Robust Online Surgical Phase RecognitionCode0
SKiT: a Fast Key Information Video Transformer for Online Surgical Phase RecognitionCode0
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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