Lanning Zhang

Q-Norm: Robust Representation Learning via Quality-Adaptive Normalization

Although deep neural networks have achieved remarkable success in various computer vision tasks, they face significant challenges in degraded image understanding due to domain shifts caused by quality variations. Drawing biological inspiration from the human visual system (HVS), which dynamically ad…