Search Results for author: Esa Pitkänen

Found 3 papers, 1 papers with code

Augment like there's no tomorrow: Consistently performing neural networks for medical imaging

1 code implementation30 Jun 2022 Joona Pohjonen, Carolin Stürenberg, Atte Föhr, Reija Randen-Brady, Lassi Luomala, Jouni Lohi, Esa Pitkänen, Antti Rannikko, Tuomas Mirtti

How to recognize models suffering from this fragility, and how to design robust models are the main obstacles to clinical adoption.

A Unified Review of Deep Learning for Automated Medical Coding

no code implementations8 Jan 2022 Shaoxiong Ji, Wei Sun, Xiaobo Li, Hang Dong, Ara Taalas, Yijia Zhang, Honghan Wu, Esa Pitkänen, Pekka Marttinen

Automated medical coding, an essential task for healthcare operation and delivery, makes unstructured data manageable by predicting medical codes from clinical documents.

Decoder

Spectral decoupling allows training transferable neural networks in medical imaging

no code implementations31 Mar 2021 Joona Pohjonen, Carolin Stürenberg, Antti Rannikko, Tuomas Mirtti, Esa Pitkänen

We show that spectral decoupling allows training neural networks on datasets with strong spurious correlations and increases networks' robustness for data distribution shifts.

Image Classification whole slide images

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