SOTAVerified

Surgical phase recognition

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

Papers

Showing 150 of 69 papers

TitleStatusHype
Holistic Surgical Phase Recognition with Hierarchical Input Dependent State Space Models0
Recognizing Surgical Phases Anywhere: Few-Shot Test-time Adaptation and Task-graph Guided RefinementCode0
Meta-SurDiff: Classification Diffusion Model Optimized by Meta Learning is Reliable for Online Surgical Phase Recognition0
ReSW-VL: Representation Learning for Surgical Workflow Analysis Using Vision-Language Model0
Surgeons vs. Computer Vision: A comparative analysis on surgical phase recognition capabilities0
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections0
fine-CLIP: Enhancing Zero-Shot Fine-Grained Surgical Action Recognition with Vision-Language Models0
Surg-3M: A Dataset and Foundation Model for Perception in Surgical SettingsCode2
MoSFormer: Augmenting Temporal Context with Memory of Surgery for Surgical Phase Recognition0
EndoMamba: An Efficient Foundation Model for Endoscopic Videos via Hierarchical Pre-trainingCode1
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
Surgformer: Surgical Transformer with Hierarchical Temporal Attention for Surgical Phase RecognitionCode1
MuST: Multi-Scale Transformers for Surgical Phase RecognitionCode1
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
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