Dataset Distillation on ImageNet-21K-P
34.4AccuracyLPQLD
Evaluation Results
| Method | Links | |
|---|---|---|
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=129G, Compression Ratio=10x, Backbone=ResNet-182026.04 | 34.4 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=32G, Compression Ratio=40x, Backbone=ResNet-182026.04 | 33.8 | |
| LPLDIPC=20, Label Pruning Rate=10x, Image Storage=5G, Label Storage=129G, Backbone=ResNet-182024.10 | 31.3 | |
| LPLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=129G, Compression Ratio=10x, Backbone=ResNet-182026.04 | 31.3 | |
| LPLDIPC=20, Label Pruning Rate=1x, Image Storage=5G, Label Storage=1285G, Backbone=ResNet-182024.10 | 30.3 | |
| LPLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1285G, Compression Ratio=1x, Backbone=ResNet-182026.04 | 30.3 | |
| LPLDIPC=20, Label Pruning Rate=40x, Image Storage=5G, Label Storage=32G, Backbone=ResNet-182024.10 | 29.4 | |
| LPLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=32G, Compression Ratio=40x, Backbone=ResNet-182026.04 | 29.4 | |
| D3SIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1285G, Compression Ratio=1x, Backbone=ResNet-182026.04 | 28.5 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=65G, Compression Ratio=10x, Backbone=ResNet-182026.04 | 28.2 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=12G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.04 | 27.7 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=14G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.04 | 27.1 | |
| D3SIPC=10, Image Storage (I)=3G, Label Storage {z, F}=643G, Compression Ratio=1x, Backbone=ResNet-182026.04 | 26.9 | |
| CDAIPC=20, Label Pruning Rate=1x, Image Storage=5G, Label Storage=1285G, Backbone=ResNet-182024.10 | 26.4 | |
| CDAIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1285G, Compression Ratio=1x, Backbone=ResNet-182026.04 | 26.4 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=13G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.04 | 26.1 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=16G, Compression Ratio=40x, Backbone=ResNet-182026.04 | 25.6 | |
| LPLDIPC=10, Label Pruning Rate=1x, Image Storage=3G, Label Storage=643G, Backbone=ResNet-182024.10 | 25.4 | |
| LPLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=643G, Compression Ratio=1x, Backbone=ResNet-182026.04 | 25.4 | |
| LPLDIPC=10, Label Pruning Rate=10x, Image Storage=3G, Label Storage=65G, Backbone=ResNet-182024.10 | 24.1 | |
| LPLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=65G, Compression Ratio=10x, Backbone=ResNet-182026.04 | 24.1 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=2.7G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.04 | 24.1 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=6.6G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.04 | 23.9 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=3.3G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.04 | 23.9 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=6.4G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.04 | 23.5 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=6.0G, Compression Ratio=~100x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.04 | 23.3 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1.6G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.04 | 23.3 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=3.1G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.04 | 23 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1.7G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.04 | 22.7 | |
| CDAIPC=10, Label Pruning Rate=1x, Image Storage=3G, Label Storage=643G, Backbone=ResNet-182024.10 | 22.6 | |
| CDAIPC=10, Image Storage (I)=3G, Label Storage {z, F}=643G, Compression Ratio=1x, Backbone=ResNet-182026.04 | 22.6 | |
| LPQLDIPC=20, Image Storage (I)=5G, Label Storage {z, F}=2.3G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.04 | 21.9 | |
| LPLDIPC=10, Label Pruning Rate=40x, Image Storage=3G, Label Storage=16G, Backbone=ResNet-182024.10 | 21.3 | |
| LPLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=16G, Compression Ratio=40x, Backbone=ResNet-182026.04 | 21.3 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=1.6G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.04 | 20.9 | |
| SRe2LIPC=20, Label Pruning Rate=1x, Image Storage=5G, Label Storage=1285G, Backbone=ResNet-182024.10 | 20.5 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=1.6G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.04 | 20.5 | |
| SRe2LIPC=20, Image Storage (I)=5G, Label Storage {z, F}=1285G, Compression Ratio=1x, Backbone=ResNet-182026.04 | 20.5 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=1.3G, Compression Ratio=~400x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.04 | 19.8 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=0.8G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=20x, Backbone=ResNet-182026.04 | 19.2 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=1.2G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=10x, Backbone=ResNet-182026.04 | 18.9 | |
| SRe2LIPC=10, Label Pruning Rate=1x, Image Storage=3G, Label Storage=643G, Backbone=ResNet-182024.10 | 18.5 | |
| SRe2LIPC=10, Image Storage (I)=3G, Label Storage {z, F}=643G, Compression Ratio=1x, Backbone=ResNet-182026.04 | 18.5 | |
| LPQLDIPC=10, Image Storage (I)=3G, Label Storage {z, F}=0.8G, Compression Ratio=~500x, Setting (Base Label Pruning Rate)=40x, Backbone=ResNet-182026.04 | 18.1 |