Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology
Nirhoshan Sivaroopan, Hasindri Watawana, Chamuditha Jayanga, Chalani Ekanayake, Ranga P. Rodrigo, Chamira U. S. Edussooriya, Dushan N. Wadduwage · 2024
Neural networks can learn features from millions of histopathology images. However, curating high-quality annotations for training is laborious. In this work, we show how such models can be trained with only 1-10% of annotated data.