ImageNet-256 imagenet-256-2 Leaderboard
Auto-discovered from papers reporting ImageNet-256 (IS). Β· Metric: IS (higher is better) Β· π’ Updated 10h ago
| # | Model | IS | Paper |
|---|---|---|---|
| 1 | Patch Size 8, Hidden Size 768 | 328.81 | link |
| 2 | Patch Size 16, Hidden Size 768 | 325.90 | link |
| 3 | Patch Size 16, Hidden Size 768 Γ 3 | 315.22 | link |
| 4 | Patch Size 16, Hidden Size 768 Γ 2 | 314.25 | link |
| 5 | Patch Size 16, Hidden Size 768 Γ 1.5 | 313.76 | link |
| 6 | DDT | 310.60 | link |
| 7 | DDT-XL/2 | 310.60 | link |
| 8 | UNITE-XL (Ours) | 309.90 | link |
| 9 | Drifting Model, L/16 | 307.50 | link |
| 10 | REPA | 306.30 | link |
| 11 | eMIGM-H | 305.99 | link |
| 12 | REPA-SiT-XL/2 | 305.70 | link |
| 13 | SiT-XL/2 + REPA [3] | 305.70 | link |
| 14 | SiT-XL/2+REPA (Yu et al., 2024) | 305.70 | link |
| 15 | eMIGM-L | 304.16 | link |
| 16 | SiT-XL/2 CAR-Flow Joint+cfg=1.5 | 304.00 | link |
| 17 | MAR-H | 303.70 | link |
| 18 | JiT-H/16 | 303.40 | link |
| 19 | REPA-E | 302.90 | link |
| 20 | Drifting Model, B/16 | 299.70 | link |
| 21 | JiT-L/16 | 298.50 | link |
| 22 | PixNerd-XL/16 | 297.00 | link |
| 23 | MAR-L | 296.00 | link |
| 24 | UNITE-L (Ours) | 296.00 | link |
| 25 | LightningDiT-XL/2 (Yao et al., 2025) | 295.30 | link |
| 26 | UNITE-B (Ours) | 294.10 | link |
| 27 | PixelDiT/16 ( Yu et al. , 2025 ) | 292.70 | link |
| 28 | PixelDiT-XL/16 [10] | 292.70 | link |
| 29 | JiT-G/16 ( Li and He , 2025 ) | 292.60 | link |
| 30 | 0.8 | 292.10 | link |
| 31 | AdvFlow-XL/2 (Lin et al., 2025) | 284.20 | link |
| 32 | 0.5 | 282.20 | link |
| 33 | 0.7 | 282.20 | link |
| 34 | PixelFlow | 282.10 | link |
| 35 | PixelFlow-XL/4 | 282.10 | link |
| 36 | iMeanFlow-XL/2 (Geng et al., 2025b) | 282.00 | link |
| 37 | iMF-XL/2 [14] | 282.00 | link |
| 38 | + Using Ξ FM | 281.95 | link |
| 39 | MAR-B | 281.70 | link |
| 40 | 0.0 (full noise) | 281.10 | link |
| 41 | SiT-XL/2 cfg=1.5 | 280.20 | link |
| 42 | eMIGM-B | 278.97 | link |
| 43 | DiT-XL/2 (Peebles and Xie, 2023) | 278.20 | link |
| 44 | 0.75 | 278.00 | link |
| 45 | SiT-XL/2 | 277.50 | link |
| 46 | 1.0 (no augmentation) | 275.70 | link |
| 47 | JiT-B/16 | 275.10 | link |
| 48 | RAE-B | 275.10 | link |
| 49 | pMF-H/16 (ours) | 268.80 | link |
| 50 | REPA-B | 268.30 | link |
| 51 | VDM++ [7] | 267.70 | link |
| 52 | VDM++, UViT/2 ( Kingma and Gao , 2023 ) | 267.70 | link |
| 53 | 0.6 | 267.10 | link |
| 54 | StyleGAN-XL ( Sauer et al. , 2022 ) | 265.10 | link |
| 55 | Drifting Model, B/2 | 263.20 | link |
| 56 | pMF-L/16 (ours) | 262.60 | link |
| 57 | RAE | 262.60 | link |
| 58 | RAE-DiT DH-XL/2 | 262.60 | link |
| 59 | RAE + DiT DH-XL/2 [4] | 262.60 | link |
| 60 | RAE+DiT-XL/2 (Zheng et al., 2025) | 262.60 | link |
| 61 | Drifting Model, L/2 | 258.90 | link |
| 62 | SiD | 256.30 | link |
| 63 | SiD, UViT/2 ( Hoogeboom et al. , 2023 ) | 256.30 | link |
| 64 | SiD, UViT [6] | 256.30 | link |
| 65 | pMF-B/16 (ours) | 254.60 | link |
| 66 | eMIGM-S | 254.48 | link |
| 67 | MeanFlow-XL/2 [13] | 247.50 | link |
| 68 | GigaGAN ( Kang et al. , 2023 ) | 225.50 | link |
| 69 | eMIGM-XS | 224.91 | link |
| 70 | FrequencyBooster-H/16 | 199.48 | link |
| 71 | ADM-G ( Dhariwal and Nichol , 2021 ) | 186.70 | link |
| 72 | RIN | 182.00 | link |
| 73 | MaskDiT | 177.90 | link |
| 74 | BigGAN-deep [15] | 171.40 | link |
| 75 | PixelGen-XL/16 | 159.20 | link |
| 76 | REPA-XL-2 | 157.80 | link |
| 77 | BigGAN ( Brock et al. , 2018 ) | 152.80 | link |
| 78 | PixelGen-L/16 | 131.70 | link |
| 79 | SiT-XL | 131.70 | link |
| 80 | DiT-XL | 121.50 | link |
| 81 | DDT-L/2 | 112.90 | link |
| 82 | LDM-4-G | 103.50 | link |
| 83 | PixelFlow-XL | 103.30 | link |
| 84 | Shortcut-XL/2 [12] | 102.70 | link |
| 85 | MIND-B | 100.16 | link |
| 86 | JiT-L/2 | 90.50 | link |
| 87 | PixNerd-XL | 88.90 | link |
| 88 | DeCo-XL/16 | 88.20 | link |
| 89 | SiT-XL/2 CAR-Flow Joint | 87.96 | link |
| 90 | REPA-L/2 | 87.30 | link |
| 91 | SiT-XL/2 CAR-Flow Target-only | 85.66 | link |
| 92 | SiT-B/2 | 84.26 | link |
| 93 | SiT-XL/2 CAR-Flow Source-only | 83.42 | link |
| 94 | DiT-B/2 | 73.00 | link |
| 95 | JiT (Baseline) | 64.10 | link |
| 96 | MIND-S | 60.32 | link |
| 97 | DeCo-L/16 | 48.40 | link |
| 98 | PixNerd-L/16 | 43.00 | link |
| 99 | SiT-S/2 | 43.00 | link |
| 100 | DiT-L/2 | 36.50 | link |
| 101 | PixDDT-L/16 | 36.20 | link |
| 102 | DiT-S/2 | 34.57 | link |
| 103 | PixelFlow-L/4 | 24.70 | link |