notesum.ai
Published at October 31Adversarial Attacks of Vision Tasks in the Past 10 Years: A Survey
cs.CV
cs.CR
Released Date: October 31, 2024
Authors: Chiyu Zhang1, Xiaogang Xu2, Jiafei Wu3, Zhe Liu4, Lu Zhou1
Aff.: 1Nanjing University of Aeronautics and Astronautics, China; 2The Chinese University of Hong Kong, China; 3The University of Hong Kong, China; 4Zhejiang Lab, China

| Model | Class | Backbone |
| ND Models | N-Basic | - |
| FC Models | N-Basic | FC |
| Normal CNNs | N-Basic | CNN |
| Normal ViTs | N-Basic | ViT |
| CLIP (Radford et al., 2021) | N-Basic | Transformer |
| VAE (Kingma, 2013) | N-Archi | FC, CNN |
| VAE-GAN (Larsen et al., 2016) | N-Archi | FC, CNN |
| Single ATs (Kurakin et al., 2016; Tramèr et al., 2017a) | AT | CNN |
| Ensemble ATs (Tramèr et al., 2017a) | AT | CNN |
| ARS (Salman et al., 2019) | AT | CNN |
| RS (Cohen et al., 2019) | AT | CNN |
| ALP (Kannan et al., 2018) | AT | CNN |
| Bit-Red (Xu, 2017) | DD-Trans | CNN |
| JPEG (Guo et al., 2017) | DM-Trans | CNN |
| R&P (Xie et al., 2017a) | DM-Trans | CNN |
| FD (Liu et al., 2019) | DM-Trans | CNN |
| NRP (Naseer et al., 2020) | DM-Deno | CNN |
| HGD (Liao et al., 2018) | DM-Deno | CNN |
| ComDefend (Jia et al., 2019) | DM-Deno | CNN |
| DiffPure (Nie et al., 2022) | DM-Deno | CNN, ViT |
| DeM (Xie et al., 2019a) | DM-Deno + AT | CNN |
| NIPS-r3 (3), 2017) | DM-Trans + AT | CNN |