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On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation Paradigm

6 December 2023

Papers citing "On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation Paradigm"

34 / 34 papers shown

Title
Optimizing Distributional Geometry Alignment with Optimal Transport for Generative Dataset Distillation Xiao Cui Yulei Qin Wengang Zhou Hongsheng Li Houqiang Li DD OT 136 1 0 29 Nov 2025
VideoCompressa: Data-Efficient Video Understanding via Joint Temporal Compression and Spatial Reconstruction Shaobo Wang Tianle Niu Runkang Yang Deshan Liu Xu He Zichen Wen Conghui He Xuming Hu Linfeng Zhang VGen 170 0 0 24 Nov 2025
Learning from Dense Events: Towards Fast Spiking Neural Networks Training via Event Dataset Distillation Shuhan Ye Yi Yu Qixin Zhang Chenqi Kong Qiangqiang Wu Kun Wang Xudong Jiang 112 0 0 15 Nov 2025
Diffusion Models as Dataset Distillation Priors Duo Su Huyu Wu Huanran Chen Yiming Shi Y. Wang Xi Ye Jun Zhu DD 254 0 0 20 Oct 2025
Improving Clinical Dataset Condensation with Mode Connectivity-based Trajectory Surrogates Pafue Christy Nganjimi A. Soltan Danielle Belgrave Lei A. Clifton David Clifton A. Thakur DD AI4CE 200 0 0 07 Oct 2025
Beyond Random: Automatic Inner-loop Optimization in Dataset Distillation Muquan Li Hang Gou Dongyang Zhang Shuang Liang Xiurui Xie Deqiang Ouyang Ke Qin DD 192 1 0 06 Oct 2025
Learning Robust Diffusion Models from Imprecise Supervision Dong-Dong Wu Jiacheng Cui Wei Wang Zhiqiang She Masashi Sugiyama DiffM 300 0 0 03 Oct 2025
Rectified Decoupled Dataset Distillation: A Closer Look for Fair and Comprehensive Evaluation Xinhao Zhong Shuoyang Sun Xulin Gu Chenyang Zhu Bin Chen Yaowei Wang DD 182 0 0 24 Sep 2025
Efficient Multimodal Dataset Distillation via Generative Models Zhenghao Zhao Haoxuan Wang Junyi Wu Yuzhang Shang Gaowen Liu Yan Yan DD 227 1 0 18 Sep 2025
EDITS: Enhancing Dataset Distillation with Implicit Textual Semantics Qianxin Xia Jiawei Du Guoming Lu Zhiyong Shu Jielei Wang 104 0 0 17 Sep 2025
Enhancing Diffusion-based Dataset Distillation via Adversary-Guided Curriculum Sampling Lexiao Zou Gongwei Chen Yanda Chen Miao Zhang DD 197 0 0 02 Aug 2025
Dataset Condensation with Color Compensation Huyu Wu Duo Su Junjie Hou Guang Li DD 330 0 0 02 Aug 2025
Shapley Machine: A Game-Theoretic Framework for N-Agent Ad Hoc Teamwork Jianhong Wang Yang Li Samuel Kaski Jonathan Lawry 205 10 0 12 Jun 2025
Dynamic-Aware Video Distillation: Optimizing Temporal Resolution Based on Video Semantics Yinjie Zhao Heng Zhao Bihan Wen Yew-Soon Ong Joey Tianyi Zhou VGen 139 1 0 28 May 2025
MGD $^3$ : Mode-Guided Dataset Distillation using Diffusion Models Jeffrey A. Chan-Santiago Praveen Tirupattur Gaurav Kumar Nayak Gaowen Liu Mubarak Shah DD 260 3 0 25 May 2025
CONCORD: Concept-Informed Diffusion for Dataset Distillation Jianyang Gu Haonan Wang Ruoxi Jia Saeed Vahidian Vyacheslav Kungurtsev Wei Jiang Yiran Chen DiffM DD 1.3K 0 0 23 May 2025
Improving the generalization of gait recognition with limited datasets Qian Zhou Xianda Guo Jilong Wang Chuanfu Shen Zhongyuan Wang Hua Zou Qin Zou Chao Liang 411 0 0 21 May 2025
DD-Ranking: Rethinking the Evaluation of Dataset Distillation Zekai Li Xinhao Zhong Samir Khaki Zhiyuan Liang Yuhao Zhou ... Konstantinos N Plataniotis Zinan Lin Bo Zhao Yang You Kai Wang DD 576 9 0 19 May 2025
Equally Critical: Samples, Targets, and Their Mappings in Datasets Runkang Yang Peng Sun Xinyi Shang Yi Tang Tao Lin 150 0 0 17 May 2025
Leveraging Multi-Modal Information to Enhance Dataset Distillation Zhe Li Hadrien Reynaud Bernhard Kainz DD 388 1 0 13 May 2025
GPS: Distilling Compact Memories via Grid-based Patch Sampling for Efficient Online Class-Incremental Learning Mingchuan Ma Yuhao Zhou Jindi Lv Yuxin Tian Dan Si Shujian Li Qing Ye Jiancheng Lv CLL 284 0 0 14 Apr 2025
A Large-Scale Study on Video Action Dataset Condensation Yang Chen Sheng Guo Bo Zheng Limin Wang DD 400 6 0 13 Mar 2025
Distilling Dataset into Neural FieldInternational Conference on Learning Representations (ICLR), 2025 DongHyeok Shin Heesun Bae Gyuwon Sim Wanmo Kang Il-Chul Moon DD 358 4 0 05 Mar 2025
Dataset Distillation with Neural Characteristic Function: A Minmax PerspectiveComputer Vision and Pattern Recognition (CVPR), 2025 Shaobo Wang Yicun Yang Ziqiang Liu Chenghao Sun Xuming Hu Conghui He Li Zhang DD 373 28 0 28 Feb 2025
Elucidating the Design Space of Dataset CondensationNeural Information Processing Systems (NeurIPS), 2024 Shitong Shao Zikai Zhou Huanran Chen Zhiqiang Shen DD 677 24 0 20 Jan 2025
Dataset Distillation via Committee Voting Jiacheng Cui Zhaoyi Li Xiaochen Ma Xinyue Bi Yaxin Luo Zhiqiang Shen DD FedML 339 7 0 13 Jan 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 727 21 0 31 Dec 2024
Emphasizing Discriminative Features for Dataset Distillation in Complex ScenariosComputer Vision and Pattern Recognition (CVPR), 2024 Kai Wang Zekai Li Zhi-Qi Cheng Samir Khaki A. Sajedi Ramakrishna Vedantam Konstantinos N. Plataniotis Alexander G. Hauptmann Yang You DD 313 11 0 22 Oct 2024
Diversity-Driven Synthesis: Enhancing Dataset Distillation through Directed Weight AdjustmentNeural Information Processing Systems (NeurIPS), 2024 Jiawei Du Xin Zhang Juncheng Hu Wenxin Huang Joey Tianyi Zhou DD 327 22 0 26 Sep 2024
Breaking Class Barriers: Efficient Dataset Distillation via Inter-Class Feature CompensatorInternational Conference on Learning Representations (ICLR), 2024 Xin Zhang Jiawei Du Ping Liu Joey Tianyi Zhou DD 462 7 0 13 Aug 2024
GIFT: Unlocking Full Potential of Labels in Distilled Dataset at Near-zero CostInternational Conference on Learning Representations (ICLR), 2024 Xinyi Shang Peng Sun Tao Lin 291 8 0 23 May 2024
Dataset Distillation via the Wasserstein Metric Haoyang Liu Yijiang Li Tiancheng Xing Ke Chen Vibhu Dalal Luwei Li Jingrui He Haohan Wang DD 395 22 0 30 Nov 2023
Efficient Dataset Distillation via Minimax DiffusionComputer Vision and Pattern Recognition (CVPR), 2023 Jianyang Gu Saeed Vahidian Vyacheslav Kungurtsev Haonan Wang Wei Jiang Yang You Yiran Chen DD 236 60 0 27 Nov 2023
What Neural Networks Memorize and Why: Discovering the Long Tail via Influence EstimationNeural Information Processing Systems (NeurIPS), 2020 Vitaly Feldman Chiyuan Zhang TDI 490 559 0 09 Aug 2020