Integrating Deep Learning and Statistical Modeling for Efficient Surgical Tool Recognition

Integrating a compact hidden Markov model (HMM) with deep learning achieves competitive surgical tool recognition performance with lower training and running costs, transparent interpretation, and flexible utilization of training data.