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Adrian Galdran

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

Sep 14, 2022
Adrian Galdran, Gustavo Carneiro, Miguel Ángel González Ballester

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Calibrating Segmentation Networks with Margin-based Label Smoothing

Sep 09, 2022
Balamurali Murugesan, Bingyuan Liu, Adrian Galdran, Ismail Ben Ayed, Jose Dolz

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Test Time Transform Prediction for Open Set Histopathological Image Recognition

Jun 27, 2022
Adrian Galdran, Katherine J. Hewitt, Narmin L. Ghaffari, Jakob N. Kather, Gustavo Carneiro, Miguel A. González Ballester

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Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge

Feb 24, 2022
Sharib Ali, Noha Ghatwary, Debesh Jha, Ece Isik-Polat, Gorkem Polat, Chen Yang, Wuyang Li, Adrian Galdran, Miguel-Ángel González Ballester, Vajira Thambawita, Steven Hicks, Sahadev Poudel, Sang-Woong Lee, Ziyi Jin, Tianyuan Gan, ChengHui Yu, JiangPeng Yan, Doyeob Yeo, Hyunseok Lee, Nikhil Kumar Tomar, Mahmood Haithmi, Amr Ahmed, Michael A. Riegler, Christian Daul, Pål Halvorsen, Jens Rittscher, Osama E. Salem, Dominique Lamarque, Renato Cannizzaro, Stefano Realdon, Thomas de Lange, James E. East

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FUSeg: The Foot Ulcer Segmentation Challenge

Jan 02, 2022
Chuanbo Wang, Amirreza Mahbod, Isabella Ellinger, Adrian Galdran, Sandeep Gopalakrishnan, Jeffrey Niezgoda, Zeyun Yu

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

Nov 30, 2021
Bingyuan Liu, Ismail Ben Ayed, Adrian Galdran, Jose Dolz

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A Hierarchical Multi-Task Approach to Gastrointestinal Image Analysis

Nov 16, 2021
Adrian Galdran, Gustavo Carneiro, Miguel A. González Ballester

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Convolutional Nets Versus Vision Transformers for Diabetic Foot Ulcer Classification

Nov 12, 2021
Adrian Galdran, Gustavo Carneiro, Miguel A. González Ballester

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Double Encoder-Decoder Networks for Gastrointestinal Polyp Segmentation

Oct 05, 2021
Adrian Galdran, Gustavo Carneiro, Miguel A. González Ballester

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Balanced-MixUp for Highly Imbalanced Medical Image Classification

Sep 20, 2021
Adrian Galdran, Gustavo Carneiro, Miguel A. González Ballester

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