Joost van der Putten
Eindhoven University of Technology
45 Papers
53 Citations
Joost van der Putten is an academic researcher from Eindhoven University of Technology. The author has contributed to research in topics: Computer science & Medicine. The author has an hindex of 7, co-authored 25 publications.
Chat about Author
Papers
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.
Albert J. de Groof,Maarten R. Struyvenberg,Joost van der Putten,Fons van der Sommen,Kiki Fockens,Wouter L. Curvers,Sveta Zinger,Roos E. Pouw,Emmanuel Coron,Francisco Baldaque-Silva,Oliver Pech,Bas L. Weusten,Alexander Meining,Horst Neuhaus,Raf Bisschops,John Dent,Erik J. Schoon,Jacques J. Bergman +17 more
TL;DR: A deep-learning computer-aided detection system suitable for use in real time in clinical practice, to improve endoscopic detection of early neoplasia in patients with Barrett's esophagus was developed and validated.
282
Machine learning in GI endoscopy: practical guidance in how to interpret a novel field.
Fons van der Sommen,Jeroen de Groof,Maarten R. Struyvenberg,Joost van der Putten,Tim Boers,Kiki Fockens,Erik J. Schoon,Wouter L. Curvers,Yuichi Mori,Michael F. Byrne,Jacques J. Bergman +10 more
TL;DR: A review of common trends and their potential pitfalls and proposes comprehensive quality requirements in six overarching themes: terminology, data, algorithm description, experimental setup, interpretation of results and machine learning in clinical practice.
110
A computer-assisted algorithm for narrow-band-imaging-based tissue characterization in Barrett's esophagus
Maarten R. Struyvenberg,Albert J. de Groof,Joost van der Putten,Fons van der Sommen,Francisco Baldaque-Silva,Masami Omae,Roos E. Pouw,Raf Bisschops,Michael Vieth,Erik J. Schoon,Wouter L. Curvers,Jacques J. Bergman +11 more
TL;DR: P promising diagnostic accuracy of predicting the presence/absence of Barrett's neoplasia on histologically confirmed unaltered NBI-zoom videos with fast corresponding assessment time is demonstrated.
70
Pseudo-labeled bootstrapping and multi-stage transfer learning for the classification and localization of dysplasia in Barrett’s esophagus
Joost van der Putten,Jeroen de Groof,Fons van der Sommen,Maarten R. Struyvenberg,Svitlana Zinger,Wouter L. Curvers,Erik J. Schoon,Jacques J. Bergman +7 more
- 13 Oct 2019
TL;DR: A large-scale endoscopic data set is employed, consisting of 494, 355 images, to pre-train several instances of the proposed GastroNet architecture, after which several data sets that are increasingly closer to the target domain are used in a multi-stage transfer learning strategy.
21
A deep learning system for detection of early Barrett's neoplasia: a model development and validation study.
Kiki Fockens,Martijn R. Jong,Jelmer Jukema,Tim Boers,C. H. J. Kusters,Joost van der Putten,Roos E. Pouw,L. Duits,N. S. M. Montazeri,S. N. van Munster,Bas L. Weusten,Lorenza Alvarez Herrero,M. Houben,Wouter B. Nagengast,Jessie Westerhof,Alaa Alkhalaf,R.C. Mallant-Hent,P. Scholten,K. Ragunath,S. Seewald,Peter Elbe,F. Baldaque-Silva,M. Barret,Jacobo Ortiz Fernández-Sordo,G. M. Villarejo,O. Pech,T. Beyna,F. van der Sommen,P. D. de With,Albert J. de Groof,J. J. Bergman,Alaa Alkhalaf,Lorenza Alvarez Herrero,F. Baldaque-Silva,M. Barret,J. J. Bergman,T. Beyna,R. Bisschops,Tim Boers,Wouter L. Curvers,Pierre H Deprez,L. Duits,Peter Elbe,J. M. Esteban,Gary W. Falk,Kiki Fockens,Eric Ganguly,Gregory G. Ginsberg,Albert J. de Groof,R. Haidry,M. Houben,Anthony Infantolino,Prasad G. Iyer,Martijn R. Jong,Pieter-Jan De Jonge,Jelmer Jukema,Arjun K Koch,Srinadh Komanduri,Vani J. Konda,C. H. J. Kusters,Philippe Leclercq,Cadman L. Leggett,Arnaud Lemmers,Charles J. Lightdale,R.C. Mallant-Hent,Guiomar Moral Villarejo,V. Muthusamy,Wouter B. Nagengast,Jacobo Ortiz Fernández-Sordo,O. Pech,Ian Penman,Douglas K. Pleskow,Roos E. Pouw,Joost van der Putten,K. Ragunath,P. Scholten,S. Seewald,Amritha Sethi,Michael S Smith,F. van der Sommen,Arvind Trindade,Sachin Wani,Irving Waxman,Jessie Westerhof,Bas L. Weusten,P. D. de With,Herbert C. Wolfsen +86 more
TL;DR: CADe outperformed endoscopists in detecting Barrett's oesophagus neoplasia and, when used as an assistive tool, it improved their detection rate.
20