Machine Learning · Computer Science
MixupE: Understanding and Improving Mixup from Directional Derivative Perspective
Yingtian Zou, Vikas Verma, Sarthak Mittal, Wai Hoh Tang +5
2023-10-17
Machine Learning · Computer Science
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup
Muthu Chidambaram, Xiang Wang, Chenwei Wu, Rong Ge
2024-11-06
Machine Learning · Computer Science
The Benefits of Mixup for Feature Learning
Difan Zou, Yuan Cao, Yuanzhi Li, Quanquan Gu
2023-03-16
Machine Learning · Computer Science
Mixup Augmentation with Multiple Interpolations
Lifeng Shen, Jincheng Yu, Hansi Yang, James T. Kwok
2024-06-04
Machine Learning · Computer Science
A Survey on Mixup Augmentations and Beyond
Xin Jin, Hongyu Zhu, Siyuan Li, Zedong Wang +5
2025-04-24
Computer Vision and Pattern Recognition · Computer Science
AlignMixup: Improving Representations By Interpolating Aligned Features
Shashanka Venkataramanan, Ewa Kijak, Laurent Amsaleg, Yannis Avrithis
2022-03-29
Computer Vision and Pattern Recognition · Computer Science
Data Augmentation by Selecting Mixed Classes Considering Distance Between Classes
Shungo Fujii, Yasunori Ishii, Kazuki Kozuka, Tsubasa Hirakawa +2
2022-09-13
Computer Vision and Pattern Recognition · Computer Science
Survey: Image Mixing and Deleting for Data Augmentation
Humza Naveed, Saeed Anwar, Munawar Hayat, Kashif Javed +1
2023-02-08
Computer Vision and Pattern Recognition · Computer Science
MixUp-MIL: A Study on Linear & Multilinear Interpolation-Based Data Augmentation for Whole Slide Image Classification
Michael Gadermayr, Lukas Koller, Maximilian Tschuchnig, Lea Maria Stangassinger +4
2023-12-11
Computer Vision and Pattern Recognition · Computer Science
Background Mixup Data Augmentation for Hand and Object-in-Contact Detection
Koya Tango, Takehiko Ohkawa, Ryosuke Furuta, Yoichi Sato
2022-03-02
Machine Learning · Computer Science
Augment on Manifold: Mixup Regularization with UMAP
Yousef El-Laham, Elizabeth Fons, Dillon Daudert, Svitlana Vyetrenko
2024-01-23
Machine Learning · Computer Science
Mixup Regularization: A Probabilistic Perspective
Yousef El-Laham, Niccolò Dalmasso, Svitlana Vyetrenko, Vamsi K. Potluru +1
2025-06-16
Machine Learning · Computer Science
How Does Mixup Help With Robustness and Generalization?
Linjun Zhang, Zhun Deng, Kenji Kawaguchi, Amirata Ghorbani +1
2021-03-19
Computer Vision and Pattern Recognition · Computer Science
MiAMix: Enhancing Image Classification through a Multi-stage Augmented Mixed Sample Data Augmentation Method
Wen Liang, Youzhi Liang, Jianguo Jia
2023-08-16
Computer Vision and Pattern Recognition · Computer Science
OpenMixup: Open Mixup Toolbox and Benchmark for Visual Representation Learning
Siyuan Li, Zedong Wang, Zicheng Liu, Juanxi Tian +4
2024-10-08
Computer Vision and Pattern Recognition · Computer Science
RoIMix: Proposal-Fusion among Multiple Images for Underwater Object Detection
Wei-Hong Lin, Jia-Xing Zhong, Shan Liu, Thomas Li +1
2020-03-25
Machine Learning · Computer Science
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability
Chengtai Cao, Fan Zhou, Yurou Dai, Jianping Wang +1
2024-06-05