SOTAVerified

Dataset Distillation

Dataset distillation is the task of synthesizing a small dataset such that models trained on it achieve high performance on the original large dataset. A dataset distillation algorithm takes as input a large real dataset to be distilled (training set), and outputs a small synthetic distilled dataset, which is evaluated via testing models trained on this distilled dataset on a separate real dataset (validation/test set). A good small distilled dataset is not only useful in dataset understanding, but has various applications (e.g., continual learning, privacy, neural architecture search, etc.).

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 216 papers

TitleStatusHype
Behaviour DistillationCode0
Image Distillation for Safe Data Sharing in HistopathologyCode0
A Label is Worth a Thousand Images in Dataset DistillationCode1
Hierarchical Features Matter: A Deep Exploration of GAN Priors for Improved Dataset Distillation—0
Mitigating Bias in Dataset Distillation—0
What is Dataset Distillation Learning?Code1
Low-Rank Similarity Mining for Multimodal Dataset DistillationCode1
BACON: Bayesian Optimal Condensation Framework for Dataset DistillationCode0
SelMatch: Effectively Scaling Up Dataset Distillation via Selection-Based Initialization and Partial Updates by Trajectory Matching—0
Efficiency for Free: Ideal Data Are Transportable RepresentationsCode1
GIFT: Unlocking Full Potential of Labels in Distilled Dataset at Near-zero CostCode1
FedCache 2.0: Federated Edge Learning with Knowledge Caching and Dataset DistillationCode2
Curriculum Dataset Distillation—0
ATOM: Attention Mixer for Efficient Dataset DistillationCode0
Practical Dataset Distillation Based on Deep Support Vectors—0
Let's Focus: Focused Backdoor Attack against Federated Transfer Learning—0
Generative Dataset Distillation: Balancing Global Structure and Local Details—0
Self-supervised Dataset Distillation: A Good Compression Is All You NeedCode2
Exploiting Inter-sample and Inter-feature Relations in Dataset DistillationCode1
DiLM: Distilling Dataset into Language Model for Text-level Dataset DistillationCode1
Deep Support Vectors—0
Exploring the potential of prototype-based soft-labels data distillation for imbalanced data classification—0
Exploring the Impact of Dataset Bias on Dataset DistillationCode0
DD-RobustBench: An Adversarial Robustness Benchmark for Dataset DistillationCode0
Progressive trajectory matching for medical dataset distillation—0
Distilling Datasets Into Less Than One ImageCode1
Towards Adversarially Robust Dataset Distillation by Curvature RegularizationCode0
One Category One Prompt: Dataset Distillation using Diffusion Models—0
Latent Dataset Distillation with Diffusion Models—0
Distributional Dataset Distillation with Subtask DecompositionCode0
Improve Cross-Architecture Generalization on Dataset DistillationCode1
Group Distributionally Robust Dataset Distillation with Risk MinimizationCode1
Importance-Aware Adaptive Dataset Distillation—0
D^4: Dataset Distillation via Disentangled Diffusion ModelCode1
MIM4DD: Mutual Information Maximization for Dataset Distillation—0
Dataset Distillation via Adversarial Prediction MatchingCode0
Boosting the Cross-Architecture Generalization of Dataset Distillation through an Empirical StudyCode0
On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation ParadigmCode1
Unlocking the Potential of Federated Learning: The Symphony of Dataset Distillation via Deep Generative LatentsCode1
Dancing with Still Images: Video Distillation via Static-Dynamic DisentanglementCode1
Dataset Distillation via Curriculum Data Synthesis in Large Data EraCode1
Dataset Distillation via the Wasserstein Metric—0
Discovering Galaxy Features via Dataset DistillationCode0
Rethinking Backdoor Attacks on Dataset Distillation: A Kernel Method Perspective—0
QuickDrop: Efficient Federated Unlearning by Integrated Dataset Distillation—0
Efficient Dataset Distillation via Minimax DiffusionCode1
Dataset Distillation in Latent Space—0
Frequency Domain-based Dataset DistillationCode1
Embarassingly Simple Dataset DistillationCode1
Sequential Subset Matching for Dataset DistillationCode0
Show:102550
← PrevPage 3 of 5Next →

No leaderboard results yet.