SOTAVerified

Surgical phase recognition

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

Papers

Showing 51–69 of 69 papers

TitleStatusHype
DeepPhase: Surgical Phase Recognition in CATARACTS Videos—0
Surgical Phase Recognition in Laparoscopic Cholecystectomy—0
Surgical Phase Recognition of Short Video Shots Based on Temporal Modeling of Deep Features—0
Surgical Temporal Action-aware Network with Sequence Regularization for Phase Recognition—0
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition—0
SurgPLAN: Surgical Phase Localization Network for Phase Recognition—0
VidLPRO: A Video-Language Pre-training Framework for Robotic and Laparoscopic Surgery—0
Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark—0
Weakly-Supervised Surgical Phase Recognition—0
Thoracic Surgery Video Analysis for Surgical Phase Recognition—0
Benchmarking and Enhancing Surgical Phase Recognition Models for Robotic-Assisted Esophagectomy—0
Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks—0
Meta-SurDiff: Classification Diffusion Model Optimized by Meta Learning is Reliable for Online Surgical Phase Recognition—0
Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows—0
MoSFormer: Augmenting Temporal Context with Memory of Surgery for Surgical Phase Recognition—0
Towards Intelligent Speech Assistants in Operating Rooms: A Multimodal Model for Surgical Workflow Analysis—0
Holistic Surgical Phase Recognition with Hierarchical Input Dependent State Space Models—0
Neural Finite-State Machines for Surgical Phase Recognition—0
Friends Across Time: Multi-Scale Action Segmentation Transformer for Surgical Phase Recognition—0
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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