SOTAVerified

Surgical phase recognition

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

Papers

Showing 2650 of 69 papers

TitleStatusHype
fine-CLIP: Enhancing Zero-Shot Fine-Grained Surgical Action Recognition with Vision-Language Models0
MoSFormer: Augmenting Temporal Context with Memory of Surgery for Surgical Phase Recognition0
ArthroPhase: A Novel Dataset and Method for Phase Recognition in Arthroscopic Video0
Dual Invariance Self-training for Reliable Semi-supervised Surgical Phase RecognitionCode0
Benchmarking and Enhancing Surgical Phase Recognition Models for Robotic-Assisted Esophagectomy0
Neural Finite-State Machines for Surgical Phase Recognition0
Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin-based Scene Representation0
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition0
SurgPLAN++: Universal Surgical Phase Localization Network for Online and Offline InferenceCode0
SPRMamba: Surgical Phase Recognition for Endoscopic Submucosal Dissection with MambaCode0
DACAT: Dual-stream Adaptive Clip-aware Time Modeling for Robust Online Surgical Phase RecognitionCode0
VidLPRO: A Video-Language Pre-training Framework for Robotic and Laparoscopic Surgery0
SR-Mamba: Effective Surgical Phase Recognition with State Space ModelCode0
Robust Surgical Phase Recognition From Annotation Efficient Supervision0
Towards Intelligent Speech Assistants in Operating Rooms: A Multimodal Model for Surgical Workflow Analysis0
Thoracic Surgery Video Analysis for Surgical Phase Recognition0
SuPRA: Surgical Phase Recognition and Anticipation for Intra-Operative Planning0
Friends Across Time: Multi-Scale Action Segmentation Transformer for Surgical Phase Recognition0
Surgical Temporal Action-aware Network with Sequence Regularization for Phase Recognition0
SurgPLAN: Surgical Phase Localization Network for Phase Recognition0
Weakly-Supervised Surgical Phase Recognition0
TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase RecognitionCode0
Self-Knowledge Distillation for Surgical Phase Recognition0
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition0
Metrics Matter in 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