Deep Learning, Artificial Intelligence, Medical Imaging, Medical Image Analysis, Image Segmentation.
Fine-tuning. 1.1. Pre-Training In pre-training, the aim is to learn the complex feature representations using unannotated data samples. The encoder of the U-Net models is pre-trained with the Barlow Twins (BT) strategy and later fine-tuned to perform actual segmentation: (Please feel free to read