Cui-Xia Li

Wavelet-Guided Frequency-Domain Adaptive Learning: Balancing Adversarial Defense and High-Fidelity Image Reconstruction

Deep learning has achieved remarkable success across diverse domains, including image recognition, segmentation, and restoration. However, adversarial attacks—where imperceptible perturbations are introduced to normal images to mislead models—pose significant security risks to deep neural networks, underscoring the cri...