Robust Generalization Against Photon-Limited Corruptions via Worst-Case Sharpness Minimization

Author:

Huang Zhuo1,Zhu Miaoxi2,Xia Xiaobo1,Shen Li3,Yu Jun4,Gong Chen5,Han Bo6,Du Bo2,Liu Tongliang1

Affiliation:

1. The University of Sydney,Sydney AI Centre

2. Institute of Artificial Intelligence, School of Computer Science,National Engineering Research Center for Multimedia Software

3. JD Explore Academy

4. University of Science and Technology of China,Department of Automation

5. School of Computer Science and Engineering, Nanjing University of Science and Technology,Key Laboratory of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education

6. Hong Kong Baptist University,Department of Computer Science

Funder

STI 2030-Major

Australian Research Council

Natural Science Foundation of China

USTC-IAT Application Sci. & Tech. Achievement Cultivation Program

Sci. & Tech. Innovation Special Zone

NSF

Publisher

IEEE

Reference71 articles.

1. Fairness without demographics in repeated loss minimization;hashimoto;ICML,2018

2. Adversarial weight perturbation helps robust generalization;wu;NeurIPS,2020

3. Explaining and harnessing adversarial examples;goodfellow;ICLRE,2015

4. Mitigating neural network overconfidence with logit normalization;wei;ICML,2022

5. A baseline for detecting misclassified and out-of-distribution examples in neural networks;hendrycks;ICLRE,2017

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2. Sharpness-Aware Minimization for Out-of-Distribution Generalization;Communications in Computer and Information Science;2023-11-13

3. PADDLES: Phase-Amplitude Spectrum Disentangled Early Stopping for Learning with Noisy Labels;2023 IEEE/CVF International Conference on Computer Vision (ICCV);2023-10-01

4. Enhancing Fine-Tuning based Backdoor Defense with Sharpness-Aware Minimization;2023 IEEE/CVF International Conference on Computer Vision (ICCV);2023-10-01

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