Dr. Agnieszka Krzyzanowska Profile

Dr. Agnieszka Krzyzanowska

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Publications (2)

Proceedings Article | 16 March 2020 Paper

Domain-adversarial neural network for improved generalization performance of Gleason grade classification

Ida Arvidsson, Niels Christian Overgaard, Agnieszka Krzyzanowska, Felicia-Elena Marginean, Athanasios Simoulis, Anders Bjartell, Kalle Aström, Anders Heyden

Proceedings Volume 11320, 1132016 (2020) https://doi.org/10.1117/12.2549011

KEYWORDS: Neural networks, Data modeling, Network architectures, Tissues, RGB color model, Mathematical modeling, Performance modeling, Prostate cancer, Biopsy, Medicine

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Proceedings Article | 1 March 2017 Paper

Automatic Gleason grading of H and E stained microscopic prostate images using deep convolutional neural networks

Anna Gummeson, Ida Arvidsson, Mattias Ohlsson, Niels Overgaard, Agnieszka Krzyzanowska, Anders Heyden, Anders Bjartell, Kalle Aström

Proceedings Volume 10140, 101400S (2017) https://doi.org/10.1117/12.2253620

KEYWORDS: Convolutional neural networks, Prostate cancer, Prostate, Neural networks, Pathology, Image segmentation, RGB color model, Machine learning, Machine vision, Computer vision technology, Cancer, Tissues, Image classification, Inspection, Biopsy, Pattern recognition

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