arxivcs.CVcs.AI2026-07-03
Pooling-Based Context Modeling for Convolution-Free Deep Image Prior
Convolutional Neural Networks (CNNs) achieve strong denoising performance by exploiting spatial context from neighboring pixels. Deep Image Prior (DIP) leverages this property to restore images from a single noisy input without requiring large datasets. However, the over-paramete…