dataset-distillation 开源项目推荐（28 个）

gszfwsb /NCFM

PyTorch官方实现了CVPR 2025中论文《带神经特征函数的数据集蒸馏：极小极大视角》（NCFM）（全分，重点）。

Emory-Melody /awesome-graph-reduction

[IJCAI 2024] Papers about graph reduction including graph coarsening, graph condensation, graph sparsification, graph summarization, etc.

ChandlerBang /GCond

[ICLR'22][KDD'22][IJCAI'24][NeurIPS'25] Implementation of "Graph Condensation for Graph Neural Networks"

VILA-Lab /SRe2L

(NeurIPS 2023 spotlight) Large-scale Dataset Distillation/Condensation, 50 IPC (Images Per Class) achieves the highest 60.8% on original ImageNet-1K val set.

snu-mllab /Efficient-Dataset-Condensation

Official PyTorch implementation of "Dataset Condensation via Efficient Synthetic-Data Parameterization" (ICML'22)

NUS-HPC-AI-Lab /DATM

ICLR 2024, Towards Lossless Dataset Distillation via Difficulty-Aligned Trajectory Matching

Liu-Hy /WMDD

Official PyTorch implementation of the paper "Dataset Distillation via the Wasserstein Metric" (ICCV 2025).

XYGaoG /Graph-Condensation-Papers

Awesome Graph Condensation Papers, [TKDE 25] Graph Condensation: A Survey.

AsafShul /PoDD

Official PyTorch Implementation for the "Distilling Datasets Into Less Than One Image" paper.

liuyugeng /baadd

Code for Backdoor Attacks Against Dataset Distillation

VILA-Lab /OD3

[ICLR 2026] Optimization-free Dataset Distillation for Object Detection. Paper at: https://arxiv.org/abs/2506.01942

VILA-Lab /DELT

(CVPR 2025) Official implementation to DELT: A Simple Diversity-driven EarlyLate Training for Dataset Distillation which outperforms SOTA top 1-acc by +1.3% and increases diversity per class by +5%

VITA-Group /ProgressiveDD

[ICLR 2024] "Data Distillation Can Be Like Vodka: Distilling More Times For Better Quality" by Xuxi Chen*, Yu Yang*, Zhangyang Wang, Baharan Mirzasoleiman

mashijie1028 /TrustDD

(Pattern Recognition 2025) Towards Trustworthy Dataset Distillation

Jiacheng8 /FADRM

Fast and Accurate Data Residual Matching for Dataset Distillation (Neurips 2025)

EnnengYang /An-Efficient-Dataset-Condensation-Plugin

An Efficient Dataset Condensation Plugin and Its Application to Continual Learning. NeurIPS, 2023.

kghandour /dd3d

Dataset Distillation on 3D Point Clouds using Gradient Matching

yumozi /GUARD

Official PyTorch implementation of the paper "Towards Adversarially Robust Dataset Distillation by Curvature Regularization" (AAAI 2025).

thisis05 /TaLK

[EMNLP'26 Findings] Official Implementation of "TaLK: Text-attributed Graph Dataset Distillation via Coupling Language Model with Graph-Aware Kernel"

Jiacheng8 /HALD

Hard Labels In! Rethinking the Role of Hard Labels in Mitigating Local Semantic Drift (ICML 2026)