DeCO: Discriminative Evidence Composition for Fine-Grained Dataset Distillation

arXiv:2608.25480 · cs.CV, cs.AI · Submitted 2026-08-26 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-08-26

Updated: 2026-08-26

Code: https://github.com/Guang000/Awesome-Dataset-Distillation

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Distillation — 50× in this paper · explained in 2 episodes
• Benchmark — 9× in this paper · explained in 2 episodes
• Accuracy — 8× in this paper · explained in 1 episode
• Core — 6× in this paper · explained in 2 episodes
• Transformer — 4× in this paper · explained in 2 episodes
• Redundancy — 3× in this paper · explained in 2 episodes
• Aggregation — 2× in this paper · explained in 1 episode
• Data Augmentation — 2× in this paper · explained in 7 episodes
• Diffusion Model — 2× in this paper · explained in 8 episodes
• Distribution Matching — 2× in this paper · explained in 2 episodes
• Institutional Review Board — 2× in this paper
• Adam — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 3 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Transformer Architecture — 1× in this paper · explained in 2 episodes

Sources

• Dataset Distillation via Committee Voting
• See Better Before Looking Closer: Weakly Supervised Data Augmentation Network for Fine-Grained Visual Classification
• Decoupled Audio-Visual Dataset Distillation
• Fine-Grained Visual Classification of Aircraft
• Dataset Distillation

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