Research on adversarial attacks and defense performance of image classification models for automated driving systems

TANG Jun; HUANG Wenjing; LI Shuang; WU Zili

doi:10.13890/j.issn.1000-128X.2025.01.100

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Research on adversarial attacks and defense performance of image classification models for automated driving systems

Intelligent Technology | 更新时间：2025-05-06

- Research on adversarial attacks and defense performance of image classification models for automated driving systems
- “In the field of autonomous driving, researchers have conducted white box adversarial attacks on the image classification model ResNet and proposed solutions to ensure safety.”
- Electric Drive for Locomotives Issue 1, Pages: 25-34(2025)
- 作者机构：
  
  中车株洲电力机车研究所有限公司，湖南株洲 412001
- 作者简介：
- 基金信息：
- DOI：10.13890/j.issn.1000-128X.2025.01.100
  CLC： U268.4;TP183
- Received：02 September 2024，
  
  Revised：07 November 2024，
  
  Published：10 January 2025
- 稿件说明：
移动端阅览
唐军, 黄文静, 李爽, 等. 面向自动驾驶系统图像分类模型的对抗攻击及防御性能研究[J]. 机车电传动, 2025(1): 25-34.

TANG Jun, HUANG Wenjing, LI Shuang, et al. Research on adversarial attacks and defense performance of image classification models for automated driving systems[J]. Electric drive for locomotives,2025(1): 25-34.
唐军, 黄文静, 李爽, 等. 面向自动驾驶系统图像分类模型的对抗攻击及防御性能研究[J]. 机车电传动, 2025(1): 25-34. DOI：10.13890/j.issn.1000-128X.2025.01.100.唐军, 黄文静, 李爽, 等. 面向自动驾驶系统图像分类模型的对抗攻击及防御性能研究[J]. 机车电传动, XXXX(XX): 1-10.

TANG Jun, HUANG Wenjing, LI Shuang, et al. Research on adversarial attacks and defense performance of image classification models for automated driving systems[J]. Electric drive for locomotives,2025(1): 25-34. DOI：10.13890/j.issn.1000-128X.2025.01.100.TANG Jun, HUANG Wenjing, LI Shuang, et al. Research of adversarial attack and defense performance for automatic drive system, s image classification model[J]. Electric drive for locomotives,XXXX(XX): 1-10.

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Research on adversarial attacks and defense performance of image classification models for automated driving systems

DOI：10.13890/j.issn.1000-128X.2025.01.100