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eess.IV2023★ 151 cited
The Multi-modality Cell Segmentation Challenge: Towards Universal Solutions
Jun Ma, Ronald Xie, Shamini Ayyadhury +37
Cell segmentation is a critical step for quantitative single-cell analysis in microscopy images. Existing cell segmentation methods are often tailored to specific modalities or req…
eess.IV2021★ 12 cited
Spectral decoupling allows training transferable neural networks in medical imaging
Joona Pohjonen, Carolin Stürenberg, Antti Rannikko +2
Many current neural networks for medical imaging generalise poorly to data unseen during training. Such behaviour can be caused by networks overfitting easy-to-learn, or statistica…