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Surgical Skills Evaluation

The task is to classify surgical skills using data that is recorded during the surgical intervention.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–3 of 3 papers

Title	Date	Tasks	Status	Hype
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks	Aug 20, 2019	BIG-bench Machine LearningGeneral Classification	CodeCode Available	0
Video-based surgical skill assessment using 3D convolutional neural networks	Mar 6, 2019	Action Quality AssessmentSurgical Skills Evaluation	CodeCode Available	0
Evaluating surgical skills from kinematic data using convolutional neural networks	Jun 7, 2018	General ClassificationSkills Assessment	CodeCode Available	1

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All datasets JIGSAWS MISTIC-SIL

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CNN	Accuracy	0.98	—	Unverified
2	Bidir. LSTM	Accuracy	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Bidir. LSTM	Accuracy	0.9	—	Unverified