SOTAVerified

Surgical phase recognition

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

Papers

Showing 61–69 of 69 papers

TitleStatusHype
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 7 of 7Next →

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