SOTAVerified

Surgical phase recognition

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

Papers

Showing 5169 of 69 papers

TitleStatusHype
Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin-based Scene Representation0
Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration0
VidLPRO: A Video-Language Pre-training Framework for Robotic and Laparoscopic Surgery0
Weakly-Supervised Surgical Phase Recognition0
Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows0
Single- and Multi-Task Architectures for Surgical Workflow Challenge at M2CAI 20160
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
SPRMamba: Surgical Phase Recognition for Endoscopic Submucosal Dissection with MambaCode0
SR-Mamba: Effective Surgical Phase Recognition with State Space ModelCode0
SurgPLAN++: Universal Surgical Phase Localization Network for Online and Offline InferenceCode0
Multi-Task Recurrent Convolutional Network with Correlation Loss for Surgical Video AnalysisCode0
LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in Cataract Surgery VideosCode0
Metrics Matter in Surgical Phase RecognitionCode0
Temporal coherence-based self-supervised learning for laparoscopic workflow analysisCode0
Dual Invariance Self-training for Reliable Semi-supervised Surgical Phase RecognitionCode0
Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognitionCode0
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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