Maintaining Natural Image Statistics with the Contextual Loss

3 code implementations • 13 Mar 2018 • Roey Mechrez, Itamar Talmi, Firas Shama, Lihi Zelnik-Manor

Maintaining natural image statistics is a crucial factor in restoration and generation of realistic looking images.

Image Super-Resolution Surface Normal Estimation

The Contextual Loss for Image Transformation with Non-Aligned Data

3 code implementations • ECCV 2018 • Roey Mechrez, Itamar Talmi, Lihi Zelnik-Manor

Feed-forward CNNs trained for image transformation problems rely on loss functions that measure the similarity between the generated image and a target image.

Template Matching with Deformable Diversity Similarity

1 code implementation • CVPR 2017 • Itamar Talmi, Roey Mechrez, Lihi Zelnik-Manor

We propose a novel measure for template matching named Deformable Diversity Similarity -- based on the diversity of feature matches between a target image window and the template.

Template Matching