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
Federated Cycling (FedCy): Semi-supervised Federated Learning of Surgical Phases0
Less is More: Surgical Phase Recognition from Timestamp SupervisionCode1
Exploring Segment-level Semantics for Online Phase Recognition from Surgical VideosCode1
Rethinking Generalization Performance of Surgical Phase Recognition with Expert-Generated Annotations0
Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark0
Not End-to-End: Explore Multi-Stage Architecture for Online Surgical Phase RecognitionCode1
LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in Cataract Surgery VideosCode0
Trans-SVNet: Accurate Phase Recognition from Surgical Videos via Hybrid Embedding Aggregation TransformerCode1
OperA: Attention-Regularized Transformers for Surgical Phase Recognition0
Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows0
TeCNO: Surgical Phase Recognition with Multi-Stage Temporal Convolutional NetworksCode1
Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration0
Multi-Task Recurrent Convolutional Network with Correlation Loss for Surgical Video AnalysisCode0
Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognitionCode0
Surgical Phase Recognition of Short Video Shots Based on Temporal Modeling of Deep Features0
DeepPhase: Surgical Phase Recognition in CATARACTS Videos0
Temporal coherence-based self-supervised learning for laparoscopic workflow analysisCode0
Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks0
Single- and Multi-Task Architectures for Surgical Workflow Challenge at M2CAI 20160
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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