Autoregressive Image Generation on MS-COCO (test)
154.42NFESCD
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SCDBackbone=Janus-Pro (7B), Window Size (L)=32, Coupling=πGS2025.10 | 154.42 | 5.388 | — | — | 37.49 | 22.43 | — | |
| SCDBackbone=Janus-Pro (7B), Window Size (L)=32, Coupling=πMC2025.10 | 154.76 | 5.471 | — | — | 38.34 | 22.17 | — | |
| SCDBackbone=Janus-Pro (7B), Window Size (L)=16, Coupling=πGS2025.10 | 189.99 | 6.336 | — | — | 37.13 | 22.53 | — | |
| SCDBackbone=Janus-Pro (7B), Window Size (L)=16, Coupling=πMC2025.10 | 190.21 | 6.345 | — | — | 37.46 | 22.19 | — | |
| SJDBackbone=Janus-Pro (7B), Window Size (L)=322025.10 | 318.01 | 10.582 | — | — | 37.76 | 21.8 | — | |
| SJDBackbone=Janus-Pro (7B), Window Size (L)=162025.10 | 319.93 | 10.213 | — | — | 37.96 | 22.25 | — | |
| SCDBackbone=Lumina-mGPT, Window Size (L)=64, Coupling=πMC2025.10 | 567.7 | 24.41 | 4.21 | 4.18 | 30.83 | 33.43 | 31.37 | |
| SCDBackbone=Lumina-mGPT, Window Size (L)=64, Coupling=πGS2025.10 | 568 | 24.24 | 4.21 | 4.21 | 30.9 | 32.8 | 31.37 | |
| Vanilla ARBackbone=Janus-Pro (7B)2025.10 | 576 | 13.218 | — | — | 37.96 | 22.39 | — | |
| SCDBackbone=Lumina-mGPT, Window Size (L)=32, Coupling=πGS2025.10 | 652.3 | 26.44 | 3.66 | 3.86 | 30.75 | 32.91 | 31.39 | |
| SCDBackbone=Lumina-mGPT, Window Size (L)=32, Coupling=πMC2025.10 | 666 | 26.77 | 3.59 | 3.81 | 30.79 | 33.56 | 31.32 | |
| GSDBackbone=Lumina-mGPT, Window Size (L)=32, Groups (G)=102025.10 | 701.4 | 29.13 | 3.4 | 3.5 | 33.21 | 26.78 | 31.25 | |
| SCDBackbone=Lumina-mGPT, Window Size (L)=16, Coupling=πMC2025.10 | 814.5 | 32.75 | 2.94 | 3.12 | 30.73 | 33.56 | 31.32 | |
| SCDBackbone=Lumina-mGPT, Window Size (L)=16, Coupling=πGS2025.10 | 819.4 | 32.89 | 2.92 | 3.1 | 30.78 | 32.77 | 31.37 | |
| GSDBackbone=Lumina-mGPT, Window Size (L)=32, Groups (G)=32025.10 | 925.9 | 38.98 | 2.58 | 2.62 | 31.5 | 29.76 | 31.33 | |
| SJDBackbone=Lumina-mGPT, Window Size (L)=322025.10 | 1,031.2 | 42.99 | 2.32 | 2.37 | 30.78 | 32.82 | 31.31 | |
| SJDBackbone=Lumina-mGPT, Window Size (L)=642025.10 | 1,035.9 | 42.98 | 2.31 | 2.37 | 30.81 | 32.76 | 31.31 | |
| SJDBackbone=Lumina-mGPT, Window Size (L)=162025.10 | 1,058.6 | 43.02 | 2.25 | 2.37 | 30.77 | 32.78 | 31.32 | |
| Vanilla ARBackbone=Lumina-mGPT2025.10 | 2,390 | 102.03 | 1 | 1 | 30.79 | 32.81 | 31.31 |