Colorization on ImageNet 10k images (val)
100AuC (non-rebalanced)Ground Truth
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ground Truth2016.03 | 100 | 100 | 68.3 | 50 | |
| Larsson et al.Params (MB)=588, Feats (MB)=495, Runtime (ms)=122.12016.03 | 91.7 | 65.9 | 59.4 | — | |
| Colorful Image Colorization (class)Params (MB)=129, Feats (MB)=142, Runtime (ms)=22.12016.03 | 91.6 | 65.1 | 56.6 | — | |
| Colorful Image Colorization (L2, ft)Params (MB)=129, Feats (MB)=127, Runtime (ms)=17.8, Mode=Fine-tuned from classification2016.03 | 91.5 | 66.2 | 56.5 | — | |
| Colorful Image Colorization (L2)Params (MB)=129, Feats (MB)=127, Runtime (ms)=17.8, Loss=L2 regression2016.03 | 91.2 | 64.4 | 54.9 | — | |
| Dahl2016.03 | 90.4 | 58.9 | 48.7 | — | |
| Colorful Image Colorization (full)Params (MB)=129, Feats (MB)=142, Runtime (ms)=22.12016.03 | 89.5 | 67.3 | 56 | — | |
| Gray2016.03 | 89.1 | 58 | 52.7 | — | |
| Random2016.03 | 84.2 | 57.3 | 41 | — |