Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology D Tellez, G Litjens, P Bándi, W Bulten, JM Bokhorst, F Ciompi, ... Medical image analysis 58, 101544, 2019 | 484 | 2019 |
Residual cyclegan for robust domain transformation of histopathological tissue slides T de Bel, JM Bokhorst, J van der Laak, G Litjens Medical Image Analysis 70, 102004, 2021 | 81 | 2021 |
Learning from sparsely annotated data for semantic segmentation in histopathology images JM Bokhorst, H Pinckaers, P van Zwam, I Nagtegaal, J van der Laak, ... | 53 | 2019 |
Improving tumor budding reporting in colorectal cancer: a Delphi consensus study TS Haddad, A Lugli, S Aherne, V Barresi, B Terris, JM Bokhorst, ... Virchows Archiv, 1-11, 2021 | 44 | 2021 |
Assessment of individual tumor buds using keratin immunohistochemistry: moderate interobserver agreement suggests a role for machine learning JM Bokhorst, A Blank, A Lugli, I Zlobec, H Dawson, M Vieth, ... Modern pathology 33 (5), 825-833, 2020 | 41 | 2020 |
Unleashing the potential of digital pathology data by training computer-aided diagnosis models without human annotations N Marini, S Marchesin, S Otálora, M Wodzinski, A Caputo, ... NPJ digital medicine 5 (1), 102, 2022 | 35 | 2022 |
Taking tumour budding to the next frontier—a post International Tumour Budding Consensus Conference (ITBCC) 2016 review L Studer, A Blank, JM Bokhorst, ID Nagtegaal, I Zlobec, A Lugli, A Fischer, ... Histopathology 78 (4), 476-484, 2021 | 25 | 2021 |
Are tumour grade and tumour budding equivalent in colorectal cancer? A retrospective analysis of 771 patients I Zlobec, HE Dawson, A Blank, JM Bokhorst, MD Berger, ID Nagtegaal, ... European Journal of Cancer 130, 139-145, 2020 | 16 | 2020 |
Automatic detection of tumor budding in colorectal carcinoma with deep learning JM Bokhorst, L Rijstenberg, D Goudkade, I Nagtegaal, J van der Laak, ... Computational Pathology and Ophthalmic Medical Image Analysis: First …, 2018 | 15 | 2018 |
Deep learning for fully-automated nuclear pleomorphism scoring in breast cancer C Mercan, M Balkenhol, R Salgado, M Sherman, P Vielh, W Vreuls, ... NPJ breast cancer 8 (1), 120, 2022 | 12 | 2022 |
Deep learning for multi-class semantic segmentation enables colorectal cancer detection and classification in digital pathology images JM Bokhorst, ID Nagtegaal, F Fraggetta, S Vatrano, W Mesker, M Vieth, ... Scientific Reports 13 (1), 8398, 2023 | 11 | 2023 |
Semi-supervised learning to automate tumor bud detection in cytokeratin-stained whole-slide images of colorectal cancer JM Bokhorst, ID Nagtegaal, I Zlobec, H Dawson, K Sheahan, F Simmer, ... Cancers 15 (7), 2079, 2023 | 9 | 2023 |
Mathematical models for tumor growth and the reduction of overtreatment BL Heesterman, JM Bokhorst, LMH de Pont, BM Verbist, JP Bayley, ... Journal of Neurological Surgery Part B: Skull Base 80 (01), 072-078, 2019 | 9 | 2019 |
Deep learning based tumor–stroma ratio scoring in colon cancer correlates with microscopic assessment MA Smit, F Ciompi, JM Bokhorst, GW van Pelt, OGF Geessink, H Putter, ... Journal of Pathology Informatics 14, 100191, 2023 | 7 | 2023 |
Shrinkage versus fragmentation response in neoadjuvantly treated oesophageal adenocarcinoma: significant prognostic relevance C Graham Martinez, S Kus Öztürk, A Al‐Kaabi, MJ Valkema, JM Bokhorst, ... Histopathology 80 (6), 982-994, 2022 | 7 | 2022 |
Fully automated tumor bud assessment in hematoxylin and eosin-stained whole slide images of colorectal cancer JM Bokhorst, F Ciompi, SK Öztürk, ASO Erdogan, M Vieth, H Dawson, ... Modern Pathology 36 (9), 100233, 2023 | 5 | 2023 |
Automated risk classification of colon biopsies based on semantic segmentation of histopathology images JM Bokhorst, ID Nagtegaal, F Fraggetta, S Vatrano, W Mesker, M Vieth, ... arXiv preprint arXiv:2109.07892, 2021 | 5 | 2021 |
Validation of computer-assisted tumour-bud and t-cell detection in pt1 colorectal cancer L Studer, J Bokhorst, I Zlobec, A Lugli, A Fischer, F Ciompi, J van der Laak, ... VIRCHOWS ARCHIV 477, S37-S38, 2020 | 3 | 2020 |
The Complexity of Shapes: How the Circularity of Tumor Nodules Affects Prognosis in Colorectal Cancer NPM Brouwer, A Khan, JM Bokhorst, F Ayatollahi, J Hay, F Ciompi, ... Modern Pathology 37 (1), 100376, 2024 | 1 | 2024 |
Budding-t-cell score is a potential predictor for more aggressive treatment in pt1 colorectal cancers L Studer, JM Bokhorst, F Ciompi, A Fischer, H Dawson European Congress of Digital Pathology (ECDP), 2022 | 1 | 2022 |