Discovering Multiple and Diverse Directions for Cognitive Image Properties

no code implementations • 23 Feb 2022 • Umut Kocasari, Alperen Bag, Oguz Kaan Yuksel, Pinar Yanardag

While previous work has focused on discovering a single direction that performs a desired editing operation such as zoom-in, limited work has been done on the discovery of multiple and diverse directions that can achieve the desired edit.

Semantic Perturbations with Normalizing Flows for Improved Generalization

1 code implementation • ICCV 2021 • Oguz Kaan Yuksel, Sebastian U. Stich, Martin Jaggi, Tatjana Chavdarova

We find that our latent adversarial perturbations adaptive to the classifier throughout its training are most effective, yielding the first test accuracy improvement results on real-world datasets -- CIFAR-10/100 -- via latent-space perturbations.

Data Augmentation