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Author

Jussi Tohka

2 papers indexed here

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Preprint Oct 2026

Systematic Morphometric Brain Autoencoding for Representation Learning in Neurodegenerative Diseases

Early identification of neurodegenerative disorders using structural T1-weighted MRI is essential for timely clinical intervention, yet supervised deep learning models often struggle to generalize due to limited annotations and scanner-induced distribution shift. Self-supervised learning offers a promising alternative;...

Nuria Balbás-Esteban, Albert Belenguer-Llorens, Elaheh Moradi et al. · 0 citations
Preprint Sep 2026

SomaNet: Weakly Supervised Learning for Instance Soma Segmentation in 3D Electron Microscopy with Partial Annotations

Soma instance segmentation, i.e., identifying and delineating individual cell somas as distinct instances, is crucial for cellular analysis and connectomic reconstruction. Three-dimensional electron microscopy (3D EM) provides nanometer-scale resolution for capturing fine-grained soma morphology. However, dense instanc...

Mohammad Khateri, Morteza Ghahremani, Jussi Tohka et al. · 0 citations

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