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Conference 12033 > Paper 12033-49
Paper 12033-49

Efficient endoscopic frame informativeness assessment by reusing the encoder of the primary CAD task

In person: 23 February 2022 • 2:40 PM - 3:00 PM PST

Abstract

The majority of encouraging results published for endoscopic Computer-Aided Detection (CAD) algorithms employ datasets adhering to high-quality standards that cannot be guaranteed at peripheral medical centres. Several Frame Informativeness Assessment (FIA) systems have been proposed in the literature to address low-quality endoscopic frames. However, current state-of-the-art implies sequential use of FIA and CAD, affecting the time performance of both algorithms. Since these algorithms process similar images, we hypothesize that part of the learned features can be leveraged for both systems, enabling optimized implementation. We explore this case for early Barrett cancer detection by integrating the FIA within the CAD system.

Presenter

Fons van der Sommen
Technische Univ. Eindhoven (Netherlands), Eindhoven Artificial Intelligence Systems Institute (Netherlands)
dr. van der Sommen is a passionate scientist and educator, holding a MSc. in Electrical Engineering (2012, cum laude) and a PhD in Computer Vision (2017, cum laude). Driven by a personal tragedy, a passion for science and a desire to contribute to this world, he applies his understanding of machine learning and computer vision in healthcare, where he aims to develop novel assistive technologies for medical doctors, helping them with early diagnosis and effective treatment of disease.
Author
Technische Univ. Eindhoven (Netherlands)
Presenter/Author
Fons van der Sommen
Technische Univ. Eindhoven (Netherlands), Eindhoven Artificial Intelligence Systems Institute (Netherlands)
Author
Technische Univ. Eindhoven (Netherlands)
Author
Technische Univ. Eindhoven (Netherlands)
Author
Amsterdam UMC (Netherlands)
Author
Amsterdam UMC (Netherlands)
Author
Amsterdam UMC (Netherlands)
Author
Amsterdam UMC (Netherlands)
Author
Technische Univ. Eindhoven (Netherlands)