no code implementations • 17 Mar 2023 • Daehan Kim, Minseok Seo, KwanYong Park, Inkyu Shin, Sanghyun Woo, In-So Kweon, Dong-Geol Choi
In specific, we achieve domain mixup in two-step: cut and paste.
1 code implementation • CVPR 2020 • Chaoning Zhang, Philipp Benz, Tooba Imtiaz, In-So Kweon
We utilize this vector representation to understand adversarial examples by disentangling the clean images and adversarial perturbations, and analyze their influence on each other.
no code implementations • 13 Jul 2020 • Philipp Benz, Chaoning Zhang, Tooba Imtiaz, In-So Kweon
We repeat the process of Data to Model (DtM) and Data from Model (DfM) in sequence and explore the loss of feature mapping information by measuring the accuracy drop on the original validation dataset.
no code implementations • CVPR 2013 • Hyeongwoo Kim, Hailin Jin, Sunil Hadap, In-So Kweon
Our method is based on a novel observation that for most natural images the dark channel can provide an approximate specular-free image.