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ResearchFormerly WizWand

Dataset Distillation on ImageNet-21K-P

34.4AccuracyLPQLD
17.44821.84926.2530.651Oct 21, 2024Jan 20, 2025Apr 21, 2025Jul 21, 2025Oct 20, 2025Jan 19, 2026Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=129G, Compression Ratio=10x, Backbone=ResNet-182026.0434.4
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=32G, Compression Ratio=40x, Backbone=ResNet-182026.0433.8
LPLDIPC=20, Label Pruning Rate=10x, Image Storage=5G, Label Storage=129G, Backbone=ResNet-182024.1031.3
LPLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=129G, Compression Ratio=10x, Backbone=ResNet-182026.0431.3
LPLDIPC=20, Label Pruning Rate=1x, Image Storage=5G, Label Storage=1285G, Backbone=ResNet-182024.1030.3
LPLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1285G, Compression Ratio=1x, Backbone=ResNet-182026.0430.3
LPLDIPC=20, Label Pruning Rate=40x, Image Storage=5G, Label Storage=32G, Backbone=ResNet-182024.1029.4
LPLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=32G, Compression Ratio=40x, Backbone=ResNet-182026.0429.4
D3SIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1285G, Compression Ratio=1x, Backbone=ResNet-182026.0428.5
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=65G, Compression Ratio=10x, Backbone=ResNet-182026.0428.2
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=12G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.0427.7
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=14G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.0427.1
D3SIPC=10, Image Storage (I)=3G, Label Storage {z, F}=643G, Compression Ratio=1x, Backbone=ResNet-182026.0426.9
CDAIPC=20, Label Pruning Rate=1x, Image Storage=5G, Label Storage=1285G, Backbone=ResNet-182024.1026.4
CDAIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1285G, Compression Ratio=1x, Backbone=ResNet-182026.0426.4
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=13G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.0426.1
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=16G, Compression Ratio=40x, Backbone=ResNet-182026.0425.6
LPLDIPC=10, Label Pruning Rate=1x, Image Storage=3G, Label Storage=643G, Backbone=ResNet-182024.1025.4
LPLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=643G, Compression Ratio=1x, Backbone=ResNet-182026.0425.4
LPLDIPC=10, Label Pruning Rate=10x, Image Storage=3G, Label Storage=65G, Backbone=ResNet-182024.1024.1
LPLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=65G, Compression Ratio=10x, Backbone=ResNet-182026.0424.1
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=2.7G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.0424.1
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=6.6G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.0423.9
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=3.3G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.0423.9
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=6.4G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.0423.5
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=6.0G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.0423.3
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1.6G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.0423.3
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=3.1G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.0423
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1.7G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.0422.7
CDAIPC=10, Label Pruning Rate=1x, Image Storage=3G, Label Storage=643G, Backbone=ResNet-182024.1022.6
CDAIPC=10, Image Storage (I)=3G, Label Storage {z, F}=643G, Compression Ratio=1x, Backbone=ResNet-182026.0422.6
LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=2.3G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.0421.9
LPLDIPC=10, Label Pruning Rate=40x, Image Storage=3G, Label Storage=16G, Backbone=ResNet-182024.1021.3
LPLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=16G, Compression Ratio=40x, Backbone=ResNet-182026.0421.3
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=1.6G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.0420.9
SRe2LIPC=20, Label Pruning Rate=1x, Image Storage=5G, Label Storage=1285G, Backbone=ResNet-182024.1020.5
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=1.6G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.0420.5
SRe2LIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1285G, Compression Ratio=1x, Backbone=ResNet-182026.0420.5
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=1.3G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.0419.8
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=0.8G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.0419.2
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=1.2G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.0418.9
SRe2LIPC=10, Label Pruning Rate=1x, Image Storage=3G, Label Storage=643G, Backbone=ResNet-182024.1018.5
SRe2LIPC=10, Image Storage (I)=3G, Label Storage {z, F}=643G, Compression Ratio=1x, Backbone=ResNet-182026.0418.5
LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=0.8G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.0418.1