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
Thoracic Surgery Video Analysis for Surgical Phase Recognition0
EgoSurgery-Phase: A Dataset of Surgical Phase Recognition from Egocentric Open Surgery VideosCode1
HecVL: Hierarchical Video-Language Pretraining for Zero-shot Surgical Phase RecognitionCode2
SuPRA: Surgical Phase Recognition and Anticipation for Intra-Operative Planning0
Friends Across Time: Multi-Scale Action Segmentation Transformer for Surgical Phase Recognition0
Pixel-Wise Recognition for Holistic Surgical Scene UnderstandingCode2
Encoding Surgical Videos as Latent Spatiotemporal Graphs for Object and Anatomy-Driven ReasoningCode1
Surgical Temporal Action-aware Network with Sequence Regularization for Phase Recognition0
SurgPLAN: Surgical Phase Localization Network for Phase Recognition0
Weakly-Supervised Surgical Phase Recognition0
Self-Supervised Learning for Endoscopic Video AnalysisCode1
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
LoViT: Long Video Transformer for Surgical Phase RecognitionCode1
Pelphix: Surgical Phase Recognition from X-ray Images in Percutaneous Pelvic Fixation0
Whether and When does Endoscopy Domain Pretraining Make Sense?Code1
SKiT: a Fast Key Information Video Transformer for Online Surgical Phase RecognitionCode0
Towards Holistic Surgical Scene UnderstandingCode1
ARST: Auto-Regressive Surgical Transformer for Phase Recognition from Laparoscopic Videos0
Dissecting Self-Supervised Learning Methods for Surgical Computer VisionCode1
Surgical Phase Recognition in Laparoscopic Cholecystectomy0
Free Lunch for Surgical Video Understanding by Distilling Self-SupervisionsCode1
Quantification of Robotic Surgeries with Vision-Based Deep Learning0
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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