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

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

13 September 2022

M. A. G. Ballester

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

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Title
Plex: Towards Reliability using Pretrained Large Model Extensions Dustin Tran J. Liu Michael W. Dusenberry Du Phan Mark Collier ... D. Sculley Y. Gal Zoubin Ghahramani Jasper Snoek Balaji Lakshminarayanan VLM 116 126 0 15 Jul 2022
Test Time Transform Prediction for Open Set Histopathological Image Recognition Adrian Galdran. Katherine J. Hewitt Katherine J. Hewitt Narmin L. Ghaffari Jakob N. Kather G. Carneiro M. A. G. Ballester 32 5 0 20 Jun 2022
Translating Clinical Delineation of Diabetic Foot Ulcers into Machine Interpretable Segmentation Connah Kendrick B. Cassidy Joseph M Pappachan C. O'Shea C. J. Fernández Elias C. Chacko Koshy Jacob N. Reeves Moi Hoon Yap 72 33 0 22 Apr 2022
Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge Sharib Ali N. Ghatwary Debesh Jha Ece Isik Polat Gorkem Polat ... Dominique Lamarque R. Cannizzaro S. Realdon Thomas de Lange J. East 121 64 0 24 Feb 2022
FUSeg: The Foot Ulcer Segmentation Challenge Chuanbo Wang Amirreza Mahbod Isabella Ellinger Adrian Galdran Sandeep Gopalakrishnan J. Niezgoda Zeyun Yu 94 39 0 02 Jan 2022
The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration Bingyuan Liu Ismail Ben Ayed Adrian Galdran Jose Dolz UQCV 85 71 0 30 Nov 2021
Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation S. Popescu D. Sharp James H. Cole Konstantinos Kamnitsas Ben Glocker 25 5 0 28 Apr 2021
Do We Really Need Dice? The Hidden Region-Size Biases of Segmentation Losses Bingyuan Liu Jose Dolz Adrian Galdran Riadh Kobbi Ismail Ben Ayed 57 20 0 18 Apr 2021
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Michael Yeung Evis Sala Carola-Bibiane Schönlieb L. Rundo 77 411 0 08 Feb 2021
SoftSeg: Advantages of soft versus binary training for image segmentation C. Gros A. Lemay Julien Cohen-Adad 74 73 0 18 Nov 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo Basel Alomair Jacob Steinhardt Justin Gilmer OOD 357 1,757 0 29 Jun 2020
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice J. Bertels Tom Eelbode Maxim Berman Dirk Vandermeulen F. Maes R. Bisschops Matthew Blaschko 129 257 0 05 Nov 2019
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 136 2,151 0 11 Jul 2017
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 488 22,143 0 09 Dec 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 171 3,480 0 07 Oct 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 245 8,722 0 15 Jun 2016