Region Mixup
arXiv:2409.15028v1h-index: 4
Originality Synthesis-oriented
AI Analysis
This is an incremental improvement for computer vision researchers and practitioners.
The paper tackles the problem of improving generalization in visual recognition by extending mixup data augmentation to combine regions from multiple images, rather than blending entire images.
This paper introduces a simple extension of mixup (Zhang et al., 2018) data augmentation to enhance generalization in visual recognition tasks. Unlike the vanilla mixup method, which blends entire images, our approach focuses on combining regions from multiple images.