Tutkimusryhmät
Julkaisut
11/11 kappaletta-
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning
Valverde, Juan Miguel; Shatillo, Artem; Tohka, Jussi. 2024. Neurocomputing. 594: . 127817 -
The mouse motor system contains multiple premotor areas and partially follows human organizational principles
Lazari, Alberto; Tachrount, Mohamed; Valverde, Juan Miguel; Papp, Daniel; Beauchamp, Antoine; McCarthy, Paul; Ellegood, Jacob; Grandjean, Joanes; Johansen-Berg, Heidi; Zerbi, Valerio; Lerch, Jason P.; Mars, Rogier B.. 2024. Cell reports. 43: . 114191 -
Region-wise loss for biomedical image segmentation
Valverde, Juan Miguel; Tohka, Jussi. 2023. Pattern recognition. 136: -
Automatic Cerebral Hemisphere Segmentation in Rat MRI with Ischemic Lesions via Attention-based Convolutional Neural Networks
Valverde, Juan Miguel; Shatillo, Artem; De Feo, Riccardo; Tohka, Jussi. 2022. Neuroinformatics. 2023; 21: 57-70 -
Convolutional Neural Networks Enable Robust Automatic Segmentation of the Rat Hippocampus in MRI After Traumatic Brain Injury
De Feo, Riccardo; Hämäläinen, Elina; Manninen, Eppu; Immonen, Riikka; Valverde, Juan Miguel; Ndode-Ekane, Xavier Ekolle; Gröhn, Olli; Pitkänen, Asla; Tohka, Jussi. 2022. Frontiers in neurology. 13: . 820267 -
MRI Segmentation With Deep Learning: Application in Rodent Brain Images with Lesions
Valverde, Juan Miguel. 2022. Publications of the University of Eastern Finland. Dissertations in Health Sciences -
Automated joint skull-stripping and segmentation with Multi-Task U-Net in large mouse brain MRI databases
De Feo, Riccardo; Shatillo, Artem; Sierra, Alejandra; Valverde, Juan Miguel; Gröhn, Olli; Giove, Federico; Tohka, Jussi. 2021. Neuroimage. 229: 117734 -
Transfer Learning in Magnetic Resonance Brain Imaging: A Systematic Review
Valverde, Juan Miguel; Imani, Vandad; Abdollahzadeh, Ali; De Feo, Riccardo; Prakash, Mithilesh; Ciszek, Robert; Tohka, Jussi. 2021. Journal of imaging. 7: 66 -
RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation
Valverde, Juan Miguel; Shatillo, Artem; De Feo, Riccardo; Gröhn, Olli; Sierra, Alejandra; Tohka, Jussi. 2020. Frontiers in neuroscience. 14: 610239 -
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks
Valverde, JM; Shatillo, A; De Feo, R; Gröhn, O; Sierra, A; Tohka, J. Teoksessa: Suk, HI; Liu, M; Yan, P; Lian, C(toim.) , 2019. Machine Learning in Medical Imaging. MLMI 2019. s. 195-202. Springer