SOTAVerified

Surgical phase recognition

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

Papers

Showing 110 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
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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