Surgical Phase and Instrument Recognition: How to identify appropriate Dataset Splits

Georgii Kostiuchik, Lalith Sharan, Benedikt Mayer +3

Purpose: Machine learning models can only be reliably evaluated if training, validation, and test data splits are representative and not affected by the absence of classes of inter…