3 papers
cs.CV2026
A Unified Framework for the Mechanics of Information in Convolutional Neural Network Image Space
Aryan Shukla, Matthew Toews
This paper introduces a unified mathematical framework for modeling information propagation through convolutional neural networks (CNNs), with the aim of connecting descriptions of…
cs.CV2025
The Mechanics of CNN Filtering with Rectification
Liam Frija-Altarac, Matthew Toews
This paper proposes elementary information mechanics as a new model for understanding the mechanical properties of convolutional filtering with rectification, inspired by physical…
cs.CV2025
NTIRE 2025 Challenge on HR Depth from Images of Specular and Transparent Surfaces
Pierluigi Zama Ramirez, Fabio Tosi, Luigi Di Stefano +36
This paper reports on the NTIRE 2025 challenge on HR Depth From images of Specular and Transparent surfaces, held in conjunction with the New Trends in Image Restoration and Enhanc…