Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks

Automated surgical skill assessment in RMIS training

(2018) Aneeq Zia et al.   International Journal of Computer Assisted Radiology and Surgery

Surgical motion analysis using discriminative interpretable patterns

(2018) Germain Forestier et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Deep learning with convolutional neural network for objective skill evaluation in robot-assisted surgery

(2018) Ziheng Wang et al.   International Journal of Computer Assisted Radiology and Surgery

A Dataset and Benchmarks for Segmentation and Recognition of Gestures in Robotic Surgery

(2017) Narges Ahmidi et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Surgical data science for next-generation interventions

(2017) Lena Maier-Hein et al.   Nature Biomedical Engineering

Affordable, web-based surgical skill training and evaluation tool

(2016) Gazi Islam et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Constructing a validity argument for the Objective Structured Assessment of Technical Skills (OSATS): a systematic review of validity evidence

(2015) Rose Hatala et al.   ADVANCES IN HEALTH SCIENCES EDUCATION

Surgical robotics beyond enhanced dexterity instrumentation: a survey of machine learning techniques and their role in intelligent and autonomous surgical actions

(2015) Yohannes Kassahun et al.   International Journal of Computer Assisted Radiology and Surgery

Using the Objective Structured Assessment of Technical Skills (OSATS) global rating scale to evaluate the skills of surgical trainees in the operating room

(2012) Hiroaki Niitsu et al.   SURGERY TODAY