Self-knowledge distillation for surgical phase recognition

ConclusionWe embed a self-knowledge distillation framework for the first time in the surgical phase recognition training pipeline. Experimental results demonstrate that our simple yet powerful framework can improve performance of existing phase recognition models. Moreover, our extensive experiments show that even with 75% of the training set we still achieve performance on par with the same baseline model trained on the full set.
Source: International Journal of Computer Assisted Radiology and Surgery - Category: Intensive Care Source Type: research