Deep-learning system detects neoplasia in patients with Barrett’s esophagus with higher accuracy than endoscopists in a multistep training and validation study with benchmarking AJ de Groof, MR Struyvenberg, J van der Putten, F van der Sommen, ... Gastroenterology 158 (4), 915-929. e4, 2020 | 274 | 2020 |
The argos project: the development of a computer-aided detection system to improve detection of Barrett's neoplasia on white light endoscopy J Groof, F van der Sommen, J van der Putten, MR Struyvenberg, S Zinger, ... United European gastroenterology journal 7 (4), 538-547, 2019 | 119 | 2019 |
Deep learning algorithm detection of Barrett’s neoplasia with high accuracy during live endoscopic procedures: a pilot study (with video) AJ de Groof, MR Struyvenberg, KN Fockens, J van der Putten, ... Gastrointestinal endoscopy 91 (6), 1242-1250, 2020 | 101 | 2020 |
Machine learning in GI endoscopy: practical guidance in how to interpret a novel field F van der Sommen, J de Groof, M Struyvenberg, J van der Putten, T Boers, ... Gut 69 (11), 2035-2045, 2020 | 88 | 2020 |
A computer-assisted algorithm for narrow-band imaging-based tissue characterization in Barrett’s esophagus MR Struyvenberg, AJ De Groof, J van der Putten, F van der Sommen, ... Gastrointestinal endoscopy 93 (1), 89-98, 2021 | 64 | 2021 |
Pseudo-labeled bootstrapping and multi-stage transfer learning for the classification and localization of dysplasia in Barrett’s esophagus J van der Putten, J de Groof, F van der Sommen, M Struyvenberg, ... Machine Learning in Medical Imaging: 10th International Workshop, MLMI 2019 …, 2019 | 22 | 2019 |
de With P, Mori Y, Byrne M, Bergman JJGHM F van der Sommen, J de Groof, M Struyvenberg, J van der Putten, T Boers, ... Machine learning in GI endoscopy: practical guidance in how to interpret a …, 2020 | 17 | 2020 |
de With PH, Pouw RE, Curvers WL, Schoon EJ, Bergman JJGHM AJ de Groof, MR Struyvenberg, KN Fockens, J van der Putten, ... Deep learning algorithm detection of Barrett's neoplasia with high accuracy …, 2020 | 17 | 2020 |
Multi-stage domain-specific pretraining for improved detection and localization of Barrett's neoplasia: A comprehensive clinically validated study J van der Putten, J de Groof, M Struyvenberg, T Boers, K Fockens, ... Artificial Intelligence in Medicine 107, 101914, 2020 | 14 | 2020 |
Informative frame classification of endoscopic videos using convolutional neural networks and hidden Markov models J van der Putten, J de Groof, F van der Sommen, M Struyvenberg, ... 2019 IEEE International Conference on Image Processing (ICIP), 380-384, 2019 | 14 | 2019 |
Deep principal dimension encoding for the classification of early neoplasia in Barrett's Esophagus with volumetric laser endomicroscopy J van der Putten, M Struyvenberg, J de Groof, T Scheeve, W Curvers, ... Computerized Medical Imaging and Graphics 80, 101701, 2020 | 13 | 2020 |
de With, P.; Mori F Van der Sommen, J De Groof, M Struyvenberg, J Van Der Putten, ... Y, 0 | 13 | |
Deep learning biopsy marking of early neoplasia in Barrett’s esophagus by combining WLE and BLI modalities J Van Der Putten, R Wildeboer, J De Groof, R Van Sloun, M Struyvenberg, ... 2019 IEEE 16th international symposium on biomedical imaging (ISBI 2019 …, 2019 | 12 | 2019 |
Towards a robust and compact deep learning system for primary detection of early Barrett’s neoplasia: Initial image‐based results of training on a multi‐center retrospectively … KN Fockens, JB Jukema, T Boers, MR Jong, JA van der Putten, RE Pouw, ... United European gastroenterology journal 11 (4), 324-336, 2023 | 10 | 2023 |
297–Deep Learning Algorithm for Characterization of Barrett's Neoplasia Demonstrates High Accuracy on Nbi-Zoom Images MR Struyvenberg, J de Groof, J van der Putten, F van der Sommen, ... Gastroenterology 156 (6), S-58, 2019 | 9 | 2019 |
Tissue segmentation in volumetric laser endomicroscopy data using FusionNet and a domain-specific loss function J van der Putten, F van der Sommen, M Struyvenberg, J de Groof, ... Medical Imaging 2019: Image Processing 10949, 643-649, 2019 | 9 | 2019 |
Linked color imaging improves identification of early gastric cancer lesions by expert and non-expert endoscopists K Fockens, J de Groof, J van der Putten, T Khurelbaatar, H Fukuda, ... Surgical endoscopy 36 (11), 8316-8325, 2022 | 8 | 2022 |
A deep learning system for detection of early Barrett's neoplasia: a model development and validation study KN Fockens, MR Jong, JB Jukema, TGW Boers, CHJ Kusters, ... The Lancet Digital Health 5 (12), e905-e916, 2023 | 6 | 2023 |
Improving temporal stability and accuracy for endoscopic video tissue classification using recurrent neural networks T Boers, J van der Putten, M Struyvenberg, K Fockens, J Jukema, ... Sensors 20 (15), 4133, 2020 | 6 | 2020 |
Endoscopy-driven pretraining for classification of dysplasia in Barrett’s esophagus with endoscopic narrow-band imaging zoom videos J van der Putten, M Struyvenberg, J de Groof, W Curvers, E Schoon, ... Applied Sciences 10 (10), 3407, 2020 | 5 | 2020 |