Abstract Automatic surgical skill assessment in robotic surgery based on video data is essential facilitating faster learning curves for trainees while relieving expert surgeons from the time- and cost-intensive feedback process. Recent years have shown several advancements this area by utilizing deep learning. While current research focuses novel architectures, influence of video-preprocessing...