Identifying the best machine learning algorithms for brain tumor segmentation, progression assessment, and overall survival prediction in the BRATS challenge S Bakas, M Reyes, A Jakab, S Bauer, M Rempfler, A Crimi, RT Shinohara, ... arXiv preprint arXiv:1811.02629, 2018 | 2165 | 2018 |
Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities; Results of the WMH Segmentation Challenge HJ Kuijf, JM Biesbroek, J de Bresser, R Heinen, S Andermatt, M Bento, ... IEEE transactions on medical imaging, 2019 | 329 | 2019 |
Benchmark on Automatic 6-month-old Infant Brain Segmentation Algorithms: The iSeg-2017 Challenge L Wang, D Nie, G Li, É Puybareau, J Dolz, Q Zhang, F Wang, J Xia, Z Wu, ... IEEE Transactions on Medical Imaging, 2019 | 205 | 2019 |
Cascaded V-Net using ROI masks for brain tumor segmentation A Casamitjana, M Catà, I Sánchez, M Combalia, V Vilaplana International MICCAI Brainlesion Workshop, 381-391, 2017 | 68 | 2017 |
3D Convolutional Neural Networks for Brain Tumor Segmentation: A Comparison of Multi-resolution Architectures A Casamitjana, S Puch, A Aduriz, V Vilaplana International Workshop on Brainlesion: Glioma, Multiple Sclerosis, Stroke …, 2016 | 63 | 2016 |
3D Convolutional Networks for Brain Tumor Segmentation A Casamitjana, S Puch, A Aduriz, E Sayrol, V Vilaplana Proceedings of the MICCAI Challenge on Multimodal Brain Tumor Image …, 2016 | 55 | 2016 |
DeepReg: a deep learning toolkit for medical image registration Y Fu, NM Brown, SU Saeed, A Casamitjana, Z Baum, R Delaunay, ... arXiv preprint arXiv:2011.02580, 2020 | 41 | 2020 |
Prediction of amyloid pathology in cognitively unimpaired individuals using voxel-wise analysis of longitudinal structural brain MRI PM Petrone, A Casamitjana, C Falcon, M Artigues, G Operto, R Cacciaglia, ... Alzheimer's research & therapy 11 (1), 72, 2019 | 38 | 2019 |
A multimodal computational pipeline for 3D histology of the human brain M Mancini, A Casamitjana, L Peter, E Robinson, S Crampsie, DL Thomas, ... Scientific reports 10 (1), 13839, 2020 | 34 | 2020 |
MRI-based screening of preclinical Alzheimer’s disease for prevention clinical trials A Casamitjana, P Petrone, A Tucholka, C Falcon, S Skouras, ... Journal of Alzheimer's Disease 64 (4), 1099-1112, 2018 | 27 | 2018 |
Synth-by-reg (sbr): Contrastive learning for synthesis-based registration of paired images A Casamitjana, M Mancini, JE Iglesias Simulation and Synthesis in Medical Imaging: 6th International Workshop …, 2021 | 21 | 2021 |
Masked V-Net: an approach to brain tumor segmentation M Catà, A Casamitjana Díaz, I Sanchez Muriana, M Combalia, ... | 18 | 2017 |
Robust joint registration of multiple stains and MRI for multimodal 3D histology reconstruction: Application to the Allen human brain atlas A Casamitjana, M Lorenzi, S Ferraris, L Peter, M Modat, A Stevens, ... https://www.sciencedirect.com/science/article/pii/S1361841521003108, 2021 | 14 | 2021 |
3D reconstruction and segmentation of dissection photographs for MRI-free neuropathology HFJ Tregidgo, A Casamitjana, CS Latimer, MD Kilgore, E Robinson, ... Medical Image Computing and Computer Assisted Intervention–MICCAI 2020: 23rd …, 2020 | 9 | 2020 |
Projection to Latent Spaces Disentangles Pathological Effects on Brain Morphology in the Asymptomatic Phase of Alzheimer's Disease A Casamitjana, P Petrone, JL Molinuevo, JD Gispert, V Vilaplana Frontiers in Neurology 11, 648, 2020 | 8 | 2020 |
Bayesian learning for time-varying linear prediction of speech A Casamitjana, M Sundin, P Ghosh, S Chatterjee 2015 23rd European Signal Processing Conference (EUSIPCO), 325-329, 2015 | 6 | 2015 |
A next-generation, histological atlas of the human brain and its application to automated brain MRI segmentation A Casamitjana, M Mancini, E Robinson, L Peter, R Annunziata, ... bioRxiv, 2024 | 5 | 2024 |
Machine learning of dissection photographs and surface scanning for quantitative 3D neuropathology H Gazula, HFJ Tregidgo, B Billot, Y Balbastre, J William-Ramirez, ... eLife 12, 2024 | 5 | 2024 |
Auditing Unfair Biases in CNN-Based Diagnosis of Alzheimer’s Disease VN Dang, A Casamitjana, MPA Starmans, C Martín-Isla, ... Workshop on Clinical Image-Based Procedures, 172-182, 2023 | 3 | 2023 |
High-resolution atlasing and segmentation of the subcortex: Review and perspective on challenges and opportunities created by machine learning A Casamitjana, JE Iglesias NeuroImage 263, 119616, 2022 | 3 | 2022 |