Using mixup as a regularizer can surprisingly improve accuracy and out-of-distribution robustness

We show that the effectiveness of the well celebrated Mixup can be further improved if instead of using it as the sole learning objective, it is utilized as an additional regularizer to the standard cross-entropy loss. This simple change not only improves accuracy but also significantly improves the...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों: Pinto, F, Yang, H, Lim, SN, Torr, PHS, Dokania, PK
स्वरूप: Conference item
भाषा:English
प्रकाशित: Curran Associates, Inc 2023