PhD thesis public presentation | Adrien Foucart
Channel: Adrien Foucart
Date: 2023-02-20

00:00 Foreword
00:29 Introduction & context - digital pathology, deep learning, annotations
07:40 Imperfect annotations - effects & learning strategies
12:42 Evaluation of algorithms - IoU problems, inter-observer variability, complex tasks
24:55 Competitions in digital pathology image analysis - review and recommandations
28:55 Conclusions and the future of AI in digital pathology

I defended my PhD thesis on October 25th, 2022. It was streamed online, but I forgot to record it... So here it is, re-recorded from home a few months later.

Title: "Impact of real-world annotations on the training and evaluation of deep learning algorithms in digital pathology"
Adrien Foucart, Laboratory of Image Synthesis and Analysis, Université Libre de Bruxelles.

Manuscript available online: https://research.adfoucart.be/thesis/index.html

Supervisors:
Christine Decaestecker and Olivier Debeir

Jury:
Hugues Bersini
Gauthier Lafruit
Geert Litjens
Raphaël Marée
Isabelle Salmon
Gianluca Bontempi