Augment on Manifold: Mixup Regularization with UMAP

no code implementations • 20 Dec 2023 • Yousef El-Laham, Elizabeth Fons, Dillon Daudert, Svitlana Vyetrenko

Evaluations across diverse regression tasks show that UMAP Mixup is competitive with or outperforms other Mixup variants, show promise for its potential as an effective tool for enhancing the generalization performance of deep learning models.

Data Augmentation Dimensionality Reduction