SOTAVerified

Surgical phase recognition

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 69 papers

TitleStatusHype
Holistic Surgical Phase Recognition with Hierarchical Input Dependent State Space Models—0
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 Recognition—0
ReSW-VL: Representation Learning for Surgical Workflow Analysis Using Vision-Language Model—0
Surgeons vs. Computer Vision: A comparative analysis on surgical phase recognition capabilities—0
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections—0
fine-CLIP: Enhancing Zero-Shot Fine-Grained Surgical Action Recognition with Vision-Language Models—0
Surg-3M: A Dataset and Foundation Model for Perception in Surgical SettingsCode2
MoSFormer: Augmenting Temporal Context with Memory of Surgery for Surgical Phase Recognition—0
EndoMamba: An Efficient Foundation Model for Endoscopic Videos via Hierarchical Pre-trainingCode1
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All datasetsCholec80HeiChole BenchmarkMISAWGraSP

Benchmark Results

#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