One expert-labeled demonstration used to initialize GMM significantly outperforms task-agnostic initialization for surgical gesture recognition on real data.
An approach based on Hidden Markov Model and Gaussian Mix- ture Regression,
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Weakly Supervised Recognition of Surgical Gestures
One expert-labeled demonstration used to initialize GMM significantly outperforms task-agnostic initialization for surgical gesture recognition on real data.