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2302.14301
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A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking
28 February 2023
Yu Xie
Yinpeng Dong
Wenzhao Xiang
Xiaohu Yang
Hang Su
Junyi Zhu
YueFeng Chen
Yuan He
H. Xue
Shibao Zheng
OOD
VLM
AAML
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Papers citing
"A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking"
12 / 62 papers shown
Title
Towards Evaluating Transfer-based Attacks Systematically, Practically, and Fairly
Qizhang Li
Yiwen Guo
Wangmeng Zuo
Hao Chen
ELM
AAML
172
5
0
02 Nov 2023
OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift
Lin Li
Yifei Wang
Chawin Sitawarin
Michael W. Spratling
116
8
0
19 Oct 2023
Hindering Adversarial Attacks with Multiple Encrypted Patch Embeddings
AprilPyone Maungmaung
Isao Echizen
Hitoshi Kiya
AAML
90
2
0
04 Sep 2023
Improving Transferability of Adversarial Examples via Bayesian Attacks
Qizhang Li
Yiwen Guo
Xiaochen Yang
W. Zuo
Hao Chen
AAML
BDL
108
2
0
21 Jul 2023
Towards Reliable Evaluation and Fast Training of Robust Semantic Segmentation Models
Francesco Croce
Naman D. Singh
Matthias Hein
VLM
101
12
0
22 Jun 2023
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking
Shaohui Mei
Jiawei Lian
Xiaofei Wang
Yuru Su
Mingyang Ma
Lap-Pui Chau
AAML
174
12
0
21 Jun 2023
On the Importance of Backbone to the Adversarial Robustness of Object Detectors
Xiao-Li Li
Hang Chen
Xiaolin Hu
AAML
214
5
0
27 May 2023
A Survey on the Robustness of Computer Vision Models against Common Corruptions
Shunxin Wang
Raymond N. J. Veldhuis
Christoph Brune
N. Strisciuglio
OOD
VLM
227
18
0
10 May 2023
Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models
Naman D. Singh
Francesco Croce
Matthias Hein
OOD
194
79
0
03 Mar 2023
Improving Model Generalization by On-manifold Adversarial Augmentation in the Frequency Domain
Chang-rui Liu
Wenzhao Xiang
Yuan He
H. Xue
Shibao Zheng
Hang Su
91
4
0
28 Feb 2023
Improving the Accuracy-Robustness Trade-Off of Classifiers via Adaptive Smoothing
Yatong Bai
Brendon G. Anderson
Aerin Kim
Somayeh Sojoudi
AAML
253
22
0
29 Jan 2023
FACM: Intermediate Layer Still Retain Effective Features against Adversarial Examples
Xiangyuan Yang
Jie Lin
Hanlin Zhang
Xinyu Yang
Peng Zhao
AAML
119
0
0
02 Jun 2022
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