2 papers
q-bio.NC2026
Dissociating spatial frequency reliance from adversarial robustness advantages in neurally guided deep convolutional neural networks
Zhenan Shao, Tianyu Ren, Chengxiao Wang +2
Deep convolutional neural networks (DCNNs) have rivaled humans on many visual tasks, yet they remain vulnerable to near-imperceptible perturbations generated by adversarial attacks…
cs.CV2025
Probing Human Visual Robustness with Neurally-Guided Deep Neural Networks
Zhenan Shao, Linjian Ma, Yiqing Zhou +4
Humans effortlessly navigate the dynamic visual world, yet deep neural networks (DNNs), despite excelling at many visual tasks, are surprisingly vulnerable to minor image perturbat…