Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology Conference

Sivaroopan, N, Watawana, H, Jayanga, C et al. (2024). Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology .

cited authors

  • Sivaroopan, N; Watawana, H; Jayanga, C; Ekanayake, C; Rodrigo, R; Edussooriya, CUS; Wadduwage, DN

authors

abstract

  • 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.

publication date

  • January 1, 2024