Junxi Chen

activity

20232026

most citedSurvey on Adversarial Attack and Defense for Medical Image Analysis: Methods and Challenges

52 citations · 53 across the 5 of their papers we have counts for

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3 papers · 1 filter

cs.CV2025

Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking

Junxi Chen, Junhao Dong, Xiaohua Xie

Recently, the Image Prompt Adapter (IP-Adapter) has been increasingly integrated into text-to-image diffusion models (T2I-DMs) to improve controllability. However, in this paper, w…

cs.CV2024★ 1 cited

Exploring Adversarial Attacks against Latent Diffusion Model from the Perspective of Adversarial Transferability

Junxi Chen, Junhao Dong, Xiaohua Xie

Recently, many studies utilized adversarial examples (AEs) to raise the cost of malicious image editing and copyright violation powered by latent diffusion models (LDMs). Despite t…

cs.CV2023

Releasing Inequality Phenomenon in $ℓ_{\infty}$ -norm Adversarial Training via Input Gradient Distillation

Junxi Chen, Junhao Dong, Xiaohua Xie +1

Adversarial training (AT) is considered the most effective defense against adversarial attacks. However, a recent study revealed that $\ell_{\infty}$-norm adversarial training (\…

Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking

Exploring Adversarial Attacks against Latent Diffusion Model from the Perspective of Adversarial Transferability

Releasing Inequality Phenomenon in ℓ∞​-norm Adversarial Training via Input Gradient Distillation

Releasing Inequality Phenomenon in $ℓ_{\infty}$ -norm Adversarial Training via Input Gradient Distillation