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Gabriele Campanella
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Clinical-grade computational pathology using weakly supervised deep learning on whole slide images
G Campanella, MG Hanna, L Geneslaw, A Miraflor, ...
Nature medicine 25 (8), 1301-1309, 2019
21182019
DeepPET: A deep encoder–decoder network for directly solving the PET image reconstruction inverse problem
I Häggström, CR Schmidtlein, G Campanella, TJ Fuchs
Medical image analysis 54, 253-262, 2019
3232019
Terabyte-scale deep multiple instance learning for classification and localization in pathology
G Campanella, VWK Silva, TJ Fuchs
arXiv preprint arXiv:1805.06983, 2018
922018
Towards machine learned quality control: A benchmark for sharpness quantification in digital pathology
G Campanella, AR Rajanna, L Corsale, PJ Schüffler, Y Yagi, TJ Fuchs
Computerized medical imaging and graphics 65, 142-151, 2018
692018
Beyond Classification: Whole Slide Tissue Histopathology Analysis By End-To-End Part Learning.
C Xie, H Muhammad, CM Vanderbilt, R Caso, DVK Yarlagadda, ...
MIDL, 843-856, 2020
462020
Deep learning for basal cell carcinoma detection for reflectance confocal microscopy
G Campanella, C Navarrete-Dechent, K Liopyris, J Monnier, S Aleissa, ...
Journal of Investigative Dermatology 142 (1), 97-103, 2022
432022
Unsupervised subtyping of cholangiocarcinoma using a deep clustering convolutional autoencoder
H Muhammad, CS Sigel, G Campanella, T Boerner, LM Pak, S Büttner, ...
Medical Image Computing and Computer Assisted Intervention–MICCAI 2019: 22nd …, 2019
372019
Structural and thermodynamic properties of nanoparticle–protein complexes: a combined SAXS and SANS study
F Spinozzi, G Ceccone, P Moretti, G Campanella, C Ferrero, S Combet, ...
Langmuir 33 (9), 2248-2256, 2017
312017
Systems and methods for multiple instance learning for classification and localization in biomedical imaging
T Fuchs, G Campanella
US Patent 10,445,879, 2019
302019
Interpretable deep learning of myelin histopathology in age-related cognitive impairment
AT McKenzie, GA Marx, D Koenigsberg, M Sawyer, MA Iida, JM Walker, ...
Acta Neuropathologica Communications 10 (1), 131, 2022
222022
Computational Pathology at Health System Scale--Self-Supervised Foundation Models from Three Billion Images
G Campanella, R Kwan, E Fluder, J Zeng, A Stock, B Veremis, ...
arXiv preprint arXiv:2310.07033, 2023
192023
A deep learning algorithm with high sensitivity for the detection of basal cell carcinoma in Mohs micrographic surgery frozen sections
G Campanella, KS Nehal, EH Lee, A Rossi, B Possum, G Manuel, ...
Journal of the American Academy of Dermatology 85 (5), 1285-1286, 2021
182021
H&E-based computational biomarker enables universal EGFR screening for lung adenocarcinoma
G Campanella, D Ho, I Häggström, AS Becker, J Chang, C Vanderbilt, ...
arXiv preprint arXiv:2206.10573, 2022
112022
Towards unsupervised cancer subtyping: predicting prognosis using a histologic visual dictionary
H Muhammad, CS Sigel, G Campanella, T Boerner, LM Pak, S Büttner, ...
arXiv preprint arXiv:1903.05257, 2019
112019
Weakly supervised image classifier
T Fuchs, G Campanella
US Patent 10,685,255, 2020
102020
A clinical benchmark of public self-supervised pathology foundation models
G Campanella, S Chen, R Verma, J Zeng, A Stock, M Croken, B Veremis, ...
arXiv preprint arXiv:2407.06508, 2024
82024
Computational pathology at health system scale–self-supervised foundation models from billions of images
G Campanella, C Vanderbilt, T Fuchs
AAAI 2024 Spring Symposium on Clinical Foundation Models, 2024
72024
Systems and methods for multiple instance learning for classification and localization in biomedical imaging
T Fuchs, G Campanella
US Patent 10,810,736, 2020
72020
Deep learning for [18F] fluorodeoxyglucose-PET-CT classification in patients with lymphoma: a dual-centre retrospective analysis
I Häggström, D Leithner, J Alvén, G Campanella, M Abusamra, H Zhang, ...
The Lancet Digital Health 6 (2), e114-e125, 2024
52024
Cancer Informatics in 2019: Deep Learning Takes Center Stage
JL Warner, D Patt
Yearbook of Medical Informatics 29 (01), 243-246, 2020
52020
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