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Sophia J. Wagner
Sophia J. Wagner
Verified email at tum.de
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Year
The future landscape of large language models in medicine
J Clusmann, FR Kolbinger, HS Muti, ZI Carrero, JN Eckardt, NG Laleh, ...
Communications medicine 3 (1), 141, 2023
4782023
Transformer-based biomarker prediction from colorectal cancer histology: A large-scale multicentric study
SJ Wagner, D Reisenbüchler, NP West, JM Niehues, J Zhu, S Foersch, ...
Cancer Cell 41 (9), 1650-1661. e4, 2023
1192023
Structure-preserving multi-domain stain color augmentation using style-transfer with disentangled representations
SJ Wagner, N Khalili, R Sharma, M Boxberg, C Marr, W De Back, T Peng
Medical Image Computing and Computer Assisted Intervention–MICCAI 2021: 24th …, 2021
522021
Local attention graph-based transformer for multi-target genetic alteration prediction
D Reisenbüchler, SJ Wagner, M Boxberg, T Peng
International Conference on Medical Image Computing and Computer-Assisted …, 2022
282022
Make deep learning algorithms in computational pathology more reproducible and reusable
SJ Wagner, C Matek, S Shetab Boushehri, M Boxberg, L Lamm, A Sadafi, ...
Nature Medicine 28 (9), 1744-1746, 2022
192022
S5cl: unifying fully-supervised, self-supervised, and semi-supervised learning through hierarchical contrastive learning
M Tran, SJ Wagner, M Boxberg, T Peng
International Conference on Medical Image Computing and Computer-Assisted …, 2022
162022
Hest-1k: A dataset for spatial transcriptomics and histology image analysis
G Jaume, P Doucet, AH Song, MY Lu, C Almagro-Pérez, SJ Wagner, ...
arXiv preprint arXiv:2406.16192, 2024
142024
From whole-slide image to biomarker prediction: end-to-end weakly supervised deep learning in computational pathology
OSM El Nahhas, M van Treeck, G Wölflein, M Unger, M Ligero, T Lenz, ...
Nature Protocols 20 (1), 293-316, 2025
132025
Built to last? Reproducibility and reusability of deep learning algorithms in computational pathology
SJ Wagner, C Matek, SS Boushehri, M Boxberg, L Lamm, A Sadafi, ...
Modern Pathology 37 (1), 100350, 2024
132024
Low-resource finetuning of foundation models beats state-of-the-art in histopathology
B Roth, V Koch, SJ Wagner, JA Schnabel, C Marr, T Peng
arXiv preprint arXiv:2401.04720, 2024
102024
Multi-modality microscopy image style augmentation for nuclei segmentation
Y Liu, SJ Wagner, T Peng
Journal of Imaging 8 (3), 71, 2022
82022
Multimodal whole slide foundation model for pathology
T Ding, SJ Wagner, AH Song, RJ Chen, MY Lu, A Zhang, AJ Vaidya, ...
arXiv preprint arXiv:2411.19666, 2024
62024
Generating highly accurate pathology reports from gigapixel whole slide images with HistoGPT
M Tran, P Schmidle, SJ Wagner, V Koch, V Lupperger, A Feuchtinger, ...
medRxiv, 2024.03. 15.24304211, 2024
52024
Approaching Peak Ground Truth
F Kofler, J Wahle, I Ezhov, SJ Wagner, R Al-Maskari, E Gryska, M Todorov, ...
arXiv preprint arXiv:2301.00243, 2022
52022
DinoBloom: a foundation model for generalizable cell embeddings in hematology
V Koch, SJ Wagner, S Kazeminia, E Sancar, M Hehr, JA Schnabel, ...
International Conference on Medical Image Computing and Computer-Assisted …, 2024
32024
B-Cos Aligned Transformers Learn Human-Interpretable Features
M Tran, A Lahiani, Y Dicente Cid, M Boxberg, P Lienemann, C Matek, ...
International Conference on Medical Image Computing and Computer-Assisted …, 2023
22023
Using histopathology latent diffusion models as privacy-preserving dataset augmenters improves downstream classification performance
JM Niehues, G Müller-Franzes, Y Schirris, SJ Wagner, M Jendrusch, ...
Computers in Biology and Medicine 175, 108410, 2024
12024
ATF6 activation alters colonic lipid metabolism causing tumor-associated microbial adaptation
OI Coleman, A Sorbie, S Bierwith, J Kövilein, M von Stern, N Köhler, ...
bioRxiv, 2023.11. 03.565267, 2023
12023
Molecular-driven Foundation Model for Oncologic Pathology
A Vaidya, A Zhang, G Jaume, AH Song, T Ding, SJ Wagner, MY Lu, ...
arXiv preprint arXiv:2501.16652, 2025
2025
Navigating Through Whole Slide Images With Hierarchy, Multi-Object, and Multi-Scale Data
M Tran, S Wagner, W Weichert, C Matek, M Boxberg, T Peng
IEEE Transactions on Medical Imaging, 2025
2025
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