Emirhan Kurtuluş

Tied-Augment: Controlling Representation Similarity Improves Data Augmentation

2023 · arXiv (Cornell University)

Data augmentation methods have played an important role in the recent advance of deep learning models, and have become an indispensable component of state-of-the-art models in semi-supervised, self-supervised, and supervised training for vision. Despite incurring …