Image Generation on ImageNet-1K LAION2B (test)
98.5Acc (Many-shot)NAO-centroid + SeedSelect
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NAO-centroid + SeedSelectTinit (sec)=25, Topt (sec)=292023.06 | 98.5 | 96.9 | 85.1 | 94.3 | 6.4 | |
| SeedSelectTinit (sec)=0, Topt (sec)=2982023.06 | 97.8 | 95.8 | 76.1 | 91.3 | 6.5 | |
| Sphere projection + SeedSelectTinit (sec)=0.1, Topt (sec)=722023.06 | 97.1 | 95.1 | 74.2 | 90.2 | 8.6 | |
| Normalized Euclidean + SeedSelectTinit (sec)=0, Topt (sec)=2852023.06 | 88.1 | 84.8 | 70.9 | 82 | 19.2 | |
| NAO-centroidTinit (sec)=252023.06 | 56.8 | 55.6 | 41.1 | 52.2 | 9.8 | |
| Sphere projectionTinit (sec)=0.12023.06 | 52 | 48.9 | 26.5 | 44 | 12.3 | |
| Normalized EuclideanTinit (sec)=02023.06 | 45.3 | 39.8 | 20.1 | 36 | 45.8 | |
| EuclideanTinit (sec)=02023.06 | 0 | 0 | 0 | 0 | 51.1 | |
| Euclidean + SeedSelectTinit (sec)=0, Topt (sec)=inf2023.06 | 0 | 0 | 0 | 0 | 65.7 |