UNCARIA: UNcertainty estimation in CARdiac Image Analysis

Project Information

UNCARIA

Grant agreement ID: 892297

DOI

10.3030/892297

Project closed

EC signature date 10 March 2020

Start date 1 September 2021

End date 29 February 2024

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost

€ 224 071,20

EU contribution

€ 224 071,20

Coordinated by

UNIVERSIDAD POMPEU FABRA
Spain

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (9)

Why is the winner the best

Author(s): Matthias Eisenmann; Dejan Štepec; et. al.
Published in: CVPR, Issue 1, 2024, Page(s) 19955-19966
Publisher: IEEE Computer Society
DOI: 10.5281/zenodo.8113175

Balanced-MixUp for Highly Imbalanced Medical Image Classification

Author(s): Galdran, Adrian; Carneiro, Gustavo; Ballester, Miguel A. González
Published in: Medical Image Computing and Computer Assisted Intervention - MICCAI 2021, Issue 1, 2021
Publisher: Springer
DOI: 10.1007/978-3-030-87240-3_31

Why is the winner the best?

Author(s): Matthias Eisenmann, Annika Reinke, Vivienn Weru, Minu Dietlinde Tizabi, Fabian Isensee, Tim J Adler, Sharib Ali, Vincent Andrearczyk, Marc Aubreville, Ujjwal Baid, Spyridon Bakas, Niranjan Balu, Sophia Bano, Jorge Bernal, Sebastian Bodenstedt, Alessandro Casella, Veronika Cheplygina, Marie Daum, Marleen de Bruijne, Adrien Depeursinge, Reuben Dorent, Jan Egger, David G Ellis, Sandy Engelhardt, Mela
Published in: Computer Vision and Pattern Recognition (CVPR), 2023
Publisher: IEEE / CVF
DOI: 10.48550/arxiv.2303.17719

The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration

Author(s): Bingyuan Liu, Ismail Ben Ayed, Adrian Galdran, Jose Dolz
Published in: Computer Vision and Pattern Recognition (CVPR), 2022
Publisher: IEEE/CVF
DOI: 10.1109/cvpr52688.2022.00018

On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness

Author(s): Adrian Galdran; Gustavo Carneiro; Miguel A. González Ballester
Published in: Diabetic Foot Ulcers Grand Challenge, Issue 2, 2023, ISBN 9783031263538
Publisher: Springer
DOI: 10.1007/978-3-031-26354-5_4

Test Time Transform Prediction for Open Set Histopathological Image Recognition

Author(s): Adrian Galdran, Katherine J Hewitt, Narmin Ghaffari Laleh, Jakob N Kather, Gustavo Carneiro, Miguel A González Ballester
Published in: Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022, ISBN 978-3-031-16434-7
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-16434-7_26

Performance Metrics for Probabilistic Ordinal Classifiers

Author(s): Galdran, Adrian
Published in: MICCAI 2023, Issue Lecture Notes in Computer Science, vol 14222, 2023, ISBN 978-3-031-43897-4
Publisher: Springer
DOI: 10.1007/978-3-031-43898-1_35

Class Adaptive Network Calibration

Author(s): Bingyuan Liu, Jérôme Rony, Adrian Galdran, Jose Dolz, Ismail Ben Ayed
Published in: Computer Vision and Pattern Recognition (CVPR), 2023
Publisher: IEEE/CVF
DOI: 10.48550/arxiv.2211.15088

Multi-Head Multi-Loss Model Calibration

Author(s): Galdran, A., Verjans, J.W., Carneiro, G., González Ballester, M.A.
Published in: MICCAI 2023, 2023, ISBN 978-3-031-43898-1
Publisher: Springer
DOI: 10.1007/978-3-031-43898-1_11

Peer reviewed articles (6)

Calibrating segmentation networks with margin-based label smoothing

Author(s): Balamurali Murugesan, Bingyuan Liu, Adrian Galdran, Ismail Ben Ayed, Jose Dolz
Published in: Medical Image Analysis, 2023, ISSN 1361-8415
Publisher: Elsevier BV
DOI: 10.1016/j.media.2023.102826

State-of-the-art retinal vessel segmentation with minimalistic models

Author(s): Adrian Galdran, André Anjos, José Dolz, Hadi Chakor, Hervé Lombaert, Ismail Ben Ayed
Published in: Scientific Reports, 2022, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-022-09675-y

Do we really need dice? The hidden region-size biases of segmentation losses

Author(s): Bingyuan Liu, Jose Dolz, Adrian Galdran, Riadh Kobbi, Ismail Ben Ayed
Published in: Medical Image Analysis, 2024, ISSN 1361-8415
Publisher: Elsevier BV
DOI: 10.1016/j.media.2023.103015

FUSeg: The Foot Ulcer Segmentation Challenge

Author(s): Chuanbo Wang,Amirreza Mahbod, Isabella Ellinger,Adrian Galdran,Sandeep Gopalakrishnan,Jeffrey Niezgoda, Zeyun Yu
Published in: Information, Issue March 2024, 15(3), 140, 2024, ISSN 2078-2489
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/info15030140

Polyp and Surgical Instrument Segmentation with Double Encoder-Decoder Networks

Author(s): Adrian Galdran
Published in: Nordic Machine Intelligence, 2021, ISSN 2703-9196
Publisher: University of Oslo
DOI: 10.5617/nmi.9107

Deepdrid: Diabetic retinopathy—grading and image quality estimation challenge

Author(s): Ruhan Liu, Xiangning Wang, Qiang Wu, Ling Dai, Xi Fang, Tao Yan, Jaemin Son, Shiqi Tang, Jiang Li, Zijian Gao, Adrian Galdran, JM Poorneshwaran, Hao Liu, Jie Wang, Yerui Chen, Prasanna Porwal, Gavin Siew Wei Tan, Xiaokang Yang, Chao Dai, Haitao Song, Mingang Chen, Huating Li, Weiping Jia, Dinggang Shen, Bin Sheng, Ping Zhang
Published in: Patterns, 2022, ISSN 2666-3899
Publisher: Elsevier
DOI: 10.1016/j.patter.2022.100512

Book chapters (1)

Convolutional Nets Versus Vision Transformers for Diabetic Foot Ulcer Classification

Author(s): Adrian Galdran; Gustavo Carneiro; Miguel A. González Ballester
Published in: Diabetic Foot Ulcers Grand Challenge, Issue 1, 2023, ISBN 9783030949068
Publisher: Springer
DOI: 10.1007/978-3-030-94907-5_2