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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 .
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Sivaroopan, N, Watawana, H, Jayanga, C
et al
. (2024). Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology .
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Overview
Overview
cited authors
Sivaroopan, N; Watawana, H; Jayanga, C; Ekanayake, C; Rodrigo, R; Edussooriya, CUS; Wadduwage, DN
authors
Edussooriya, Chamira
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