SOTAVerified

Surgical phase recognition

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

Papers

Showing 41–50 of 69 papers

TitleStatusHype
LoViT: Long Video Transformer for Surgical Phase RecognitionCode1
Pelphix: Surgical Phase Recognition from X-ray Images in Percutaneous Pelvic Fixation—0
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 Videos—0
Dissecting Self-Supervised Learning Methods for Surgical Computer VisionCode1
Surgical Phase Recognition in Laparoscopic Cholecystectomy—0
Free Lunch for Surgical Video Understanding by Distilling Self-SupervisionsCode1
Quantification of Robotic Surgeries with Vision-Based Deep Learning—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SF-TMN(ASFormer)Acc95.43—Unverified
2LoViTF190.24—Unverified
3MSNF189.6—Unverified
4MuSTF185.57—Unverified
5MoCo V2 Surg SSL - TCN headF181.6—Unverified
6TCNF180.3—Unverified
#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
#ModelMetricClaimedVerifiedStatus
1MuSTmAP98.08—Unverified
2TAPISmAP97.14—Unverified
3TAPIRmAP94.24—Unverified
#ModelMetricClaimedVerifiedStatus
1MuSTmAP79.14—Unverified
2TAPISmAP76.72—Unverified