1.

Record Nr.

UNISA996558469603316

Autore

Sudre Carole H

Titolo

Uncertainty for Safe Utilization of Machine Learning in Medical Imaging [[electronic resource] ] : 5th International Workshop, UNSURE 2023, Held in Conjunction with MICCAI 2023, Vancouver, BC, Canada, October 12, 2023, Proceedings / / edited by Carole H. Sudre, Christian F. Baumgartner, Adrian Dalca, Raghav Mehta, Chen Qin, William M. Wells

Pubbl/distr/stampa

Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2023

ISBN

3-031-44336-5

Edizione

[1st ed. 2023.]

Descrizione fisica

1 online resource (232 pages)

Collana

Lecture Notes in Computer Science, , 1611-3349 ; ; 14291

Altri autori (Persone)

BaumgartnerChristian F

DalcaAdrian

MehtaRaghav

QinChen

WellsWilliam M

Disciplina

006.3

Soggetti

Artificial intelligence

Image processing - Digital techniques

Computer vision

Computers

Application software

Artificial Intelligence

Computer Imaging, Vision, Pattern Recognition and Graphics

Computing Milieux

Computer and Information Systems Applications

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di contenuto

Uncertainty estimation and modelling -- Out of Distribution management and domain shift robustness -- Bayesian deep learning and uncertainty calibration.

Sommario/riassunto

This book constitutes the refereed proceedings of the 5th Workshop on Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, UNSURE 2023, held in conjunction with MICCAI 2023 in Vancouver, Canada, in October 2023. For this workshop, 21 papers from 32



submissions were accepted for publication. The accepted papers cover the fields of uncertainty estimation and modeling, as well as out of distribution management, domain shift robustness, Bayesian deep learning and uncertainty calibration.