notesum.ai

Published at December 3

Sustainable Self-evolution Adversarial Training

cs.CV

cs.AI

Released Date: December 3, 2024

Authors: Wenxuan Wang¹, Chenglei Wang¹, Huihui Qi¹, Menghao Ye¹, Xuelin Qian¹, Peng Wang¹, Yanning Zhang¹

Aff.: ¹Northwestern Polytechnical University

Arxiv: http://arxiv.org/pdf/2412.02270v1

Refer to caption

Method	FGSM	PGD	SIM	DIM	VNIM	Clean
PGD-AT(Madry et al., 2017)	71.61	78.04	60.56	70.38	69.46	83.01
TRADES(Zhang et al., 2019)	58.57	69.32	63.75	71.03	62.17	62.41
MART (Wang et al., 2019)	67.33	70.78	68.09	53.24	69.21	71.55
AWP (Wu et al., 2020)	49.99	68.75	59.93	70.74	44.88	79.67
RNA (Dong et al., 2022)	57.25	63.54	72.02	64.93	70.15	77.65
LBGAT (Cui et al., 2021)	65.35	73.19	75.54	68.38	72.37	83.22
Baseline (CAD)	68.21	72.49	73.12	71.18	73.35	60.52
SSEAT (Ours)	74.86	78.35	76.79	74.10	77.92	81.92