Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation

Author:

Li Zeju1ORCID,Kamnitsas Konstantinos1ORCID,Dou Qi2ORCID,Qin Chen3ORCID,Glocker Ben1ORCID

Affiliation:

1. Department of Computing, BioMedIA Group, Imperial College London, London, U.K

2. Department of Computer Science and Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong

3. I-X and the Department of Electrical and Electronic Engineering, Imperial College London, London, U.K

Funder

ERC under the EU's Horizon 2020 Research and Innovation Program

China Scholarship Council (CSC) Imperial Scholarship

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Science Applications,Radiological and Ultrasound Technology,Software

Reference40 articles.

1. Generative image translation for data augmentation of bone lesion pathology;gupta;arXiv 1902 02248,2019

2. Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks

3. Explaining and harnessing adversarial examples;goodfellow;arXiv 1412 6572,2014

4. The Art of Data Augmentation

5. The KiTS19 challenge data: 300 kidney tumor cases with clinical context, CT semantic segmentations, and surgical outcomes;heller;arXiv 1904 00445,2019

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