Publications

A complete list of my academic publications, from my PhD research on AI-assisted prostate cancer diagnosis to collaborative work in computational pathology.

Key Publications

All Publications

• AI-assisted mitosis counting in breast cancer. A large-scale validation study.

  L Tessier, C González-Gonzalo, D Tellez, W Bulten, MCA Balkenhol

  2024

• Artificial intelligence for diagnosis and Gleason grading of prostate cancer: the PANDA challenge

  W Bulten, K Kartasalo, PHC Chen, P Ström, H Pinckaers, K Nagpal, Y Cai, ...

  Nature Medicine 28 (1), 154-163, 2022

  doi:10.1038/s41591-021-01620-2 Blog post

• Artificial intelligence as a digital fellow in pathology: human-machine synergy for improved prostate cancer diagnosis

  W Bulten

  2022

• Re: Artificial Intelligence for Diagnosis and Gleason Grading of Prostate Cancer: The PANDA Challenge

  W Bulten, K Kartasalo, PC Chen, P Dasgupta

  European Urology 82 (5), 571-571, 2022

• Crowdsourcing of artificial intelligence algorithms for diagnosis and Gleason grading of prostate cancer in biopsies

  K Kartasalo, W Bulten, PHC Chen, P Ström, H Pinckaers, K Nagpal, ...

  European Urology 81, S913, 2022

• Gleason grading of prostate cancer using artificial intelligence: lessons learned from the PANDA challenge

  K Kartasalo, P Ström, M Eklund, W Bulten, H Pinckaers, G Litjens, ...

  Medical Imaging with Deep Learning, 2022

• Artificial intelligence assistance significantly improves Gleason grading of prostate biopsies by pathologists

  W Bulten, M Balkenhol, JJA Belinga, A Brilhante, A Çakır, L Egevad, ...

  Modern Pathology 34 (3), 660-671, 2021

  doi:10.1038/s41379-020-0640-y Blog post

• Artificial intelligence for diagnosis and Gleason grading of prostate cancer in biopsies—current status and next steps

  K Kartasalo, W Bulten, B Delahunt, PHC Chen, H Pinckaers, H Olsson, ...

  European Urology Focus 7 (4), 687-691, 2021

• Detection of prostate cancer in whole-slide images through end-to-end training with image-level labels

  H Pinckaers, W Bulten, J Van der Laak, G Litjens

  IEEE Transactions on Medical Imaging 40 (7), 1817-1826, 2021

• Automated deep-learning system for Gleason grading of prostate cancer using biopsies: a diagnostic study

  W Bulten, H Pinckaers, H van Boven, R Vink, T de Bel, B van Ginneken, ...

  The Lancet Oncology 21 (2), 233-241, 2020

  doi:10.1016/S1470-2045(19)30739-9 Blog post

• 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

• Epithelium segmentation using deep learning in H&E-stained prostate specimens with immunohistochemistry as reference standard

  W Bulten, P Bándi, J Hoven, R Loo, J Lotz, N Weiss, J Laak, B Ginneken, ...

  Scientific Reports 9 (1), 864, 2019

• Dealing with Label Scarcity in Computational Pathology: A Use Case in Prostate Cancer Classification

  K Dercksen, W Bulten, G Litjens

  Medical Imaging with Deep Learning 2019 (MIDL), 2019

• High resolution whole prostate biopsy classification using streaming stochastic gradient descent

  H Pinckaers, W Bulten, G Litjens

  Medical Imaging 2019: Digital Pathology 10956, 35-40, 2019

• Unsupervised Prostate Cancer Detection on H&E using Convolutional Adversarial Autoencoders

  W Bulten, G Litjens

  Medical Imaging with Deep Learning 2018 (MIDL), 2018

• Automated segmentation of epithelial tissue in prostatectomy slides using deep learning

  W Bulten, CA Hulsbergen-van de Kaa, J van der Laak, GJS Litjens

  Medical Imaging 2018: Digital Pathology 10581, 219-225, 2018

• Human SLAM, indoor localisation of devices and users

  W Bulten, AC Van Rossum, WFG Haselager

  2016 IEEE First International Conference on Internet-of-Things Design and Implementation, 2016

• Sharing Blood: A decentralised trust and sharing ecosystem based on the Vampire Bat

  W Bulten, WFG Haselager, IG Sprinkhuizen-Kuyper

  BNAIC 2012 The 24th Benelux Conference on Artificial Intelligence, 2012