SOTAVerified

Surgical phase recognition

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

Papers

Showing 2130 of 69 papers

TitleStatusHype
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
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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