Triggering Failures: Out-Of-Distribution detection by learning from local adversarial attacks in Semantic Segmentation

Author:

Besnier Victor1,Bursuc Andrei2,Picard David3,Briot Alexandre1

Affiliation:

1. Valeo,Créteil,France

2. Valeo.ai,Paris,France

3. Univ Gustave Eiffel, CNRS,LIGM, Ecole des Ponts,Marne-la-Vallée,France

Publisher

IEEE

Reference67 articles.

1. Predictive uncertainty estimation via prior networks;malinin;NeurIPS,2018

2. Towards deep learning models resistant to adversarial attacks;madry;ICLRE,2018

3. Detecting the Unexpected via Image Resynthesis

4. Enhancing the reliability of out-of-distribution image detection in neural networks;liang;ICLRE,2018

5. A simple unified framework for detecting out-of-distribution samples and adversarial attacks;lee;NeurIPS,2018

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3. Learning to generate training datasets for robust semantic segmentation;2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV);2024-01-03

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