Constrained Multiple Instance Learning for Ulcerative Colitis prediction using Histological Images
Journal article
del Amor, R., Meseguera, P., Parigi, T.L., Villanacci, V., Colomer, A., Launet, L., Bazarova, A., Tontini, G.E., Bisschops, R., de Hertogh, G., Ferraz, J.G., Götz, M., Gui, Xi., Hayeem, B., Lazarev, M., Panaccione, R., Parra-Blanco, A., Bhandari, P., Pastorelli, L., Rath, T., Synnøve Røyset, E., Vieth, M., Zardo, D., Grisan, E., Ghosh, S., Iacucci, M. and Naranjo, V. (2022). Constrained Multiple Instance Learning for Ulcerative Colitis prediction using Histological Images. Computer methods and programs in biomedicine. 224, p. 107012. https://doi.org/10.1016/j.cmpb.2022.107012
Authors | del Amor, R., Meseguera, P., Parigi, T.L., Villanacci, V., Colomer, A., Launet, L., Bazarova, A., Tontini, G.E., Bisschops, R., de Hertogh, G., Ferraz, J.G., Götz, M., Gui, Xi., Hayeem, B., Lazarev, M., Panaccione, R., Parra-Blanco, A., Bhandari, P., Pastorelli, L., Rath, T., Synnøve Røyset, E., Vieth, M., Zardo, D., Grisan, E., Ghosh, S., Iacucci, M. and Naranjo, V. |
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Abstract | Background and Objective: Ulcerative colitis (UC) is an inflammatory bowel disease (IBD) affecting the colon and the rectum characterized by a remitting-relapsing course. To detect mucosal inflammation associated with UC, histology is considered the most stringent criteria. In turn, histologic |
Keywords | Histologic remission; Location Constraints; Neutrophils ; Attention-embedding weights; Ulcerative Colitis |
Year | 2022 |
Journal | Computer methods and programs in biomedicine |
Journal citation | 224, p. 107012 |
Publisher | Elsevier |
ISSN | 0169-2607 |
Digital Object Identifier (DOI) | https://doi.org/10.1016/j.cmpb.2022.107012 |
Web address (URL) | https://www.sciencedirect.com/science/article/abs/pii/S0169260722003947 |
Publication dates | |
09 Jul 2022 | |
Publication process dates | |
Accepted | 06 Jul 2022 |
Deposited | 06 Sep 2022 |
Accepted author manuscript | License File Access Level Open |
https://openresearch.lsbu.ac.uk/item/914x2
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Accepted author manuscript
PICASSO_Artificial_Intelligence_Paper (16).pdf | ||
License: CC BY-NC-ND 4.0 | ||
File access level: Open |
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