Class-conditioned image generation on ImageNet-1K 1.0 (test val)
35.59FIDFINE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FINEBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Learngene2024.09 | 35.59 | 7.42 | 37.34 | |
| FINEBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Learngene2024.09 | 36.53 | 6.92 | 36.79 | |
| TLEGBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Learngene2024.09 | 39.72 | 8.9 | 36.4 | |
| Share InitBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Transfer2024.09 | 40.62 | 9.38 | 34.45 | |
| TLEGBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Learngene2024.09 | 41.15 | 9.98 | 34.8 | |
| FINEBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Learngene2024.09 | 41.24 | 8.27 | 34.25 | |
| Laptop-diffBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Transfer2024.09 | 41.52 | 8.6 | 34.85 | |
| Share InitBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Transfer2024.09 | 41.78 | 7.77 | 33.27 | |
| FINEBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Learngene2024.09 | 42.33 | 6.89 | 32.34 | |
| FINEBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Learngene2024.09 | 42.74 | 8.45 | 31.55 | |
| Share InitBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Transfer2024.09 | 43.76 | 8.37 | 32.25 | |
| TLEGBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Learngene2024.09 | 44.32 | 9.63 | 32.23 | |
| FINEBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Learngene2024.09 | 44.38 | 8.86 | 31.41 | |
| TLEGBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Learngene2024.09 | 45.02 | 9.61 | 31.15 | |
| FINEBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Learngene2024.09 | 45.34 | 7.18 | 30.46 | |
| LiGOBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Transfer2024.09 | 45.96 | 9.19 | 31.76 | |
| Share InitBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Transfer2024.09 | 46.26 | 9.69 | 30.88 | |
| TLEGBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Learngene2024.09 | 46.69 | 8.92 | 30.85 | |
| LiGOBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Transfer2024.09 | 46.95 | 9.9 | 31.21 | |
| TLEGBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Learngene2024.09 | 47.22 | 8.94 | 30.23 | |
| LiGOBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Transfer2024.09 | 47.45 | 11.12 | 31.54 | |
| Laptop-diffBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Transfer2024.09 | 47.5 | 11.6 | 31.09 | |
| Laptop-diffBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Transfer2024.09 | 47.84 | 9.28 | 30.52 | |
| FINEBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Learngene2024.09 | 48.72 | 8.77 | 28.27 | |
| TLEGBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Learngene2024.09 | 49.04 | 9.96 | 28.76 | |
| Heur-LGBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Learngene2024.09 | 49.06 | 10.64 | 32.1 | |
| Share InitBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Transfer2024.09 | 49.41 | 11.44 | 28.06 | |
| Laptop-diffBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Transfer2024.09 | 49.51 | 12.14 | 29.28 | |
| BK-SDMBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Transfer2024.09 | 50.9 | 12.76 | 30.25 | |
| Share InitBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Transfer2024.09 | 51.06 | 10.58 | 28 | |
| BK-SDMBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Transfer2024.09 | 51.15 | 11.35 | 30.05 | |
| BK-SDMBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Transfer2024.09 | 51.47 | 10.91 | 30.24 | |
| FINEBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Learngene2024.09 | 51.58 | 11.5 | 27.52 | |
| Laptop-diffBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Transfer2024.09 | 52.57 | 12.13 | 27.46 | |
| LiGOBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Transfer2024.09 | 52.6 | 10.49 | 27.34 | |
| Laptop-diffBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Transfer2024.09 | 52.73 | 10.95 | 26.97 | |
| LiGOBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Transfer2024.09 | 52.87 | 10.56 | 27.89 | |
| TLEGBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Learngene2024.09 | 53 | 13.85 | 27.99 | |
| LiGOBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Transfer2024.09 | 53.22 | 13.43 | 27.54 | |
| Auto-LGBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Learngene2024.09 | 53.37 | 10.72 | 27.39 | |
| Share InitBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Transfer2024.09 | 53.43 | 9.6 | 26.8 | |
| LiGOBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Transfer2024.09 | 54.25 | 12.88 | 27.28 | |
| TLEGBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Learngene2024.09 | 54.97 | 14.32 | 26.76 | |
| Heur-LGBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Learngene2024.09 | 55.34 | 12.43 | 26.58 | |
| Heur-LGBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Learngene2024.09 | 55.97 | 13.72 | 25.65 | |
| BK-SDMBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Transfer2024.09 | 56.13 | 12.92 | 27 | |
| Auto-LGBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Learngene2024.09 | 56.94 | 10.76 | 26.06 | |
| LiGOBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Transfer2024.09 | 57.25 | 11.82 | 26.23 | |
| FINEBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Learngene2024.09 | 57.47 | 10.06 | 24.52 | |
| BK-SDMBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Transfer2024.09 | 58.09 | 13.1 | 26.29 | |
| Heur-LGBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Learngene2024.09 | 58.41 | 12.61 | 25.12 | |
| Share InitBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Transfer2024.09 | 58.54 | 12.38 | 24.89 | |
| LiGOBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Transfer2024.09 | 58.8 | 12.71 | 24.47 | |
| He-InitBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Direct2024.09 | 58.99 | 9.36 | 23.47 | |
| Share InitBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Transfer2024.09 | 59.03 | 14 | 24.61 | |
| He-InitBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Direct2024.09 | 59.64 | 10.85 | 22.61 | |
| Auto-LGBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Learngene2024.09 | 59.8 | 11.39 | 25.32 | |
| Auto-LGBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Learngene2024.09 | 59.98 | 13.97 | 25.98 | |
| Auto-LGBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Learngene2024.09 | 60.42 | 15.22 | 25.92 | |
| Heur-LGBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Learngene2024.09 | 60.88 | 14.32 | 23.4 | |
| BK-SDMBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Transfer2024.09 | 61.67 | 15.81 | 24.36 | |
| LiGOBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Transfer2024.09 | 62.04 | 14.14 | 23.55 | |
| MimeticBackbone=DiT-L, Depth=L12, Parameters (M)=231.16 M, FLOPs (G)=77.53 G, Initialization Category=Direct2024.09 | 62.09 | 13.29 | 22.7 | |
| Heur-LGBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Learngene2024.09 | 62.57 | 13.2 | 23.52 | |
| TLEGBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Learngene2024.09 | 62.88 | 17.66 | 22.78 | |
| Laptop-diffBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Transfer2024.09 | 63.02 | 11.9 | 23.33 | |
| BK-SDMBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Transfer2024.09 | 63.44 | 13.34 | 22.99 | |
| BK-SDMBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Transfer2024.09 | 63.76 | 16.73 | 23.26 | |
| Auto-LGBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Learngene2024.09 | 64.07 | 12.87 | 24.09 | |
| MimeticBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Direct2024.09 | 64.45 | 11.55 | 22.13 | |
| MimeticBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Direct2024.09 | 64.47 | 11.76 | 21.84 | |
| MimeticBackbone=DiT-L, Depth=L10, Parameters (M)=193.38 M, FLOPs (G)=64.62 G, Initialization Category=Direct2024.09 | 64.55 | 14.31 | 21.55 | |
| He-InitBackbone=DiT-L, Depth=L8, Parameters (M)=155.61 M, FLOPs (G)=51.70 G, Initialization Category=Direct2024.09 | 64.91 | 15.16 | 20.84 | |
| Heur-LGBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Learngene2024.09 | 65.49 | 14.64 | 22.96 | |
| He-InitBackbone=DiT-B, Depth=L12, Parameters (M)=130.32 M, FLOPs (G)=43.62 G, Initialization Category=Direct2024.09 | 65.61 | 10.31 | 20.72 | |
| Auto-LGBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Learngene2024.09 | 66.7 | 18.23 | 22.59 | |
| Share InitBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Transfer2024.09 | 66.87 | 13.38 | 22.35 | |
| MimeticBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Direct2024.09 | 66.98 | 9.91 | 21 | |
| Auto-LGBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Learngene2024.09 | 68.03 | 20.39 | 22.46 | |
| Laptop-diffBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Transfer2024.09 | 68.71 | 20.06 | 21 | |
| MimeticBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Direct2024.09 | 69.79 | 15.99 | 19.31 | |
| He-InitBackbone=DiT-B, Depth=L10, Parameters (M)=109.06 M, FLOPs (G)=36.36 G, Initialization Category=Direct2024.09 | 70.73 | 14.05 | 19.04 | |
| Heur-LGBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Learngene2024.09 | 70.84 | 16.84 | 19.94 | |
| He-InitBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Direct2024.09 | 71.39 | 15.52 | 19.41 | |
| MimeticBackbone=DiT-B, Depth=L8, Parameters (M)=87.80 M, FLOPs (G)=29.09 G, Initialization Category=Direct2024.09 | 72.04 | 15.2 | 19.7 | |
| He-InitBackbone=DiT-L, Depth=L6, Parameters (M)=117.83 M, FLOPs (G)=38.78 G, Initialization Category=Direct2024.09 | 72.57 | 14.66 | 19.19 | |
| MimeticBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Direct2024.09 | 77.55 | 14.95 | 18.15 | |
| Auto-LGBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Learngene2024.09 | 77.66 | 15.95 | 18.73 | |
| He-InitBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Direct2024.09 | 78.46 | 20.81 | 17.98 | |
| MimeticBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Direct2024.09 | 79.87 | 17.55 | 18.58 | |
| He-InitBackbone=DiT-B, Depth=L6, Parameters (M)=66.55 M, FLOPs (G)=21.82 G, Initialization Category=Direct2024.09 | 80.37 | 16.49 | 17.2 | |
| BK-SDMBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Transfer2024.09 | 80.55 | 15.07 | 17.82 | |
| Heur-LGBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Learngene2024.09 | 81.37 | 18.21 | 17.73 | |
| Auto-LGBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Learngene2024.09 | 81.63 | 19.81 | 18.18 | |
| MimeticBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Direct2024.09 | 81.76 | 15.44 | 16.69 | |
| Heur-LGBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Learngene2024.09 | 84.14 | 21.48 | 16.21 | |
| BK-SDMBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Transfer2024.09 | 85.39 | 20.5 | 16.21 | |
| He-InitBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Direct2024.09 | 87.23 | 16.44 | 16.09 | |
| Laptop-diffBackbone=DiT-B, Depth=L4, Parameters (M)=45.29 M, FLOPs (G)=14.56 G, Initialization Category=Transfer2024.09 | 105.9 | 28.5 | 12.99 | |
| Laptop-diffBackbone=DiT-L, Depth=L4, Parameters (M)=80.05 M, FLOPs (G)=25.87 G, Initialization Category=Transfer2024.09 | 107.92 | 25.06 | 12.92 |