Morgan Heisler

SemAug: Semantically Meaningful Image Augmentations for Object Detection through Language Grounding

"Data augmentation is an essential technique in improving the generalization of deep neural networks. The majority of existing image-domain augmentations either rely on geometric and structural transformations, or apply different kinds of photometric distortions. In this paper, we propose an effecti…