Computer Vision and Pattern Recognition · Computer Science
Distill the Best, Ignore the Rest: Improving Dataset Distillation with Loss-Value-Based Pruning
Brian B. Moser, Federico Raue, Tobias C. Nauen, Stanislav Frolov +1
2026-01-06
Computer Vision and Pattern Recognition · Computer Science
Hierarchical Features Matter: A Deep Exploration of Progressive Parameterization Method for Dataset Distillation
Xinhao Zhong, Hao Fang, Bin Chen, Xulin Gu +3
2025-03-20
Computer Vision and Pattern Recognition · Computer Science
Dataset Distillation by Matching Training Trajectories
George Cazenavette, Tongzhou Wang, Antonio Torralba, Alexei A. Efros +1
2022-03-23
Computer Vision and Pattern Recognition · Computer Science
Dataset Distillation via Adversarial Prediction Matching
Mingyang Chen, Bo Huang, Junda Lu, Bing Li +3
2023-12-15
Computer Vision and Pattern Recognition · Computer Science
Parameterizing Dataset Distillation via Gaussian Splatting
Chenyang Jiang, Zhengcen Li, Hang Zhao, Qiben Shan +2
2026-03-19
Computer Vision and Pattern Recognition · Computer Science
Generative Dataset Distillation: Balancing Global Structure and Local Details
Longzhen Li, Guang Li, Ren Togo, Keisuke Maeda +2
2024-04-30
Machine Learning · Computer Science
A Comprehensive Study on Dataset Distillation: Performance, Privacy, Robustness and Fairness
Zongxiong Chen, Jiahui Geng, Derui Zhu, Herbert Woisetschlaeger +4
2023-05-30
Computer Vision and Pattern Recognition · Computer Science
Data Distillation Can Be Like Vodka: Distilling More Times For Better Quality
Xuxi Chen, Yu Yang, Zhangyang Wang, Baharan Mirzasoleiman
2023-10-12
Computer Vision and Pattern Recognition · Computer Science
Boost Self-Supervised Dataset Distillation via Parameterization, Predefined Augmentation, and Approximation
Sheng-Feng Yu, Jia-Jiun Yao, Wei-Chen Chiu
2025-08-06
Computer Vision and Pattern Recognition · Computer Science
Generalizing Dataset Distillation via Deep Generative Prior
George Cazenavette, Tongzhou Wang, Antonio Torralba, Alexei A. Efros +1
2023-05-05
Computer Vision and Pattern Recognition · Computer Science
Towards Consistent and Efficient Dataset Distillation via Diffusion-Driven Selection
Xinhao Zhong, Shuoyang Sun, Xulin Gu, Zhaoyang Xu +3
2025-11-14
Computer Vision and Pattern Recognition · Computer Science
Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching
Qianxin Xia, Jiawei Du, Xin Zhang, Yuhan Zhang +2
2026-05-12
Machine Learning · Computer Science
Prioritize Alignment in Dataset Distillation
Zekai Li, Ziyao Guo, Wangbo Zhao, Tianle Zhang +7
2024-10-15
Computer Vision and Pattern Recognition · Computer Science
Generative Dataset Distillation Based on Self-knowledge Distillation
Longzhen Li, Guang Li, Ren Togo, Keisuke Maeda +2
2025-01-09
Computer Vision and Pattern Recognition · Computer Science
Latent Video Dataset Distillation
Ning Li, Antai Andy Liu, Jingran Zhang, Justin Cui
2025-04-29