SOTAVerified

Surgical phase recognition

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–69 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
Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows—0
Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration—0
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 Features—0
DeepPhase: Surgical Phase Recognition in CATARACTS Videos—0
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 Networks—0
Single- and Multi-Task Architectures for Surgical Workflow Challenge at M2CAI 2016—0
Show:102550
← PrevPage 2 of 2Next →
All datasetsCholec80HeiChole BenchmarkMISAWGraSP

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