2025
Normalize Filters! Classical Wisdom for Deep Vision
NeurIPS 2025poster
Classical image filters, such as those for averaging or differencing, are carefully normalized to ensure consistency, interpretability, and to avoid artifacts like intensity shifts, halos, or ringing. In contrast, convolutional filters learned end-to-end in deep networks lack such constraints. Altho…