Text-to-Image Generation on MSCOCO 2017 (val)
0.34CLIP ScoreAR
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ARModel=JanusPro-7B, Drafter=None2026.05 | 0.34 | — | — | — | — | 1 | 1 | 27 | — | — | |
| GSDModel=JanusPro-7B, Drafter=EAGLE-12026.05 | 0.34 | — | — | — | — | 1.2 | 1 | 25.9 | — | — | |
| ARModel=Lumina-mGPT-7B-768, Drafter=None2026.05 | 0.33 | — | — | — | — | 1 | 1 | 29.4 | — | — | |
| NaiveModel=Lumina-mGPT-7B-768, Drafter=EAGLE-12026.05 | 0.33 | — | — | — | — | 2.1 | 1.8 | 28.8 | — | — | |
| LANTERN++Model=Lumina-mGPT-7B-768, Drafter=EAGLE-12026.05 | 0.33 | — | — | — | — | 2.4 | 1.7 | 33.2 | — | — | |
| GSDModel=Lumina-mGPT-7B-768, Drafter=EAGLE-12026.05 | 0.33 | — | — | — | — | 2.5 | 2.5 | 31 | — | — | |
| CASCADEModel=Lumina-mGPT-7B-768, Drafter=EAGLE-1, Threshold parameters (τpos, τseq)=(0.95, 0.925)2026.05 | 0.33 | — | — | — | — | 3 | 2.6 | 31.3 | — | — | |
| NaiveModel=JanusPro-7B, Drafter=EAGLE-12026.05 | 0.32 | — | — | — | — | 1.3 | 1.2 | 26.4 | — | — | |
| CASCADEModel=JanusPro-7B, Drafter=EAGLE-1, Threshold parameters (τpos, τseq)=(0.85, 0.5)2026.05 | 0.32 | — | — | — | — | 1.8 | 2.5 | 27.1 | — | — | |
| ARBase Model=LGpt7B, Temperature=12026.06 | 0.3136 | 1 | 1 | — | 0.2904 | — | — | 36.25 | 106.5 | 0.1297 | |
| SJDBase Model=LGpt7B, Temperature=12026.06 | 0.3134 | 1.9 | 2.23 | — | 0.2905 | — | — | 34.01 | 56 | 0.1323 | |
| JDBase Model=LGpt7B, Temperature=12026.06 | 0.3131 | 1.02 | 1.04 | — | 0.2889 | — | — | 35.51 | 104.4 | 0.1288 | |
| GSDBase Model=LGpt7B, Temperature=12026.06 | 0.3121 | 2.58 | 3.31 | — | 0.2874 | — | — | 36.38 | 41.2 | 0.1309 | |
| SJD+LBase Model=LGpt7B, Temperature=12026.06 | 0.312 | 2.41 | 3.15 | — | 0.2845 | — | — | 36.52 | 44.1 | 0.1315 | |
| SJD++Base Model=LGpt7B, Temperature=12026.06 | 0.3101 | 3.12 | 6.44 | — | 0.2892 | — | — | 35.12 | 34.1 | 0.1247 | |
| AnoleTemperature (T)=02025.12 | 0.3086 | 1 | 1 | 1 | 0.2309 | — | — | — | — | — | |
| ADT-TreeTemperature (T)=02025.12 | 0.3081 | 2.21 | 3.4 | 3.86 | 0.2331 | — | — | — | — | — | |
| EAGLE-2Temperature (T)=02025.12 | 0.3078 | 1.62 | 2.91 | 5 | 0.2338 | — | — | — | — | — | |
| PathSpecBase Model=LGpt7B, Temperature=12026.06 | 0.306 | 3.95 | 5.55 | — | 0.2706 | — | — | 38.14 | 26.9 | 0.1288 | |
| EAGLE-2Temperature (T)=12025.12 | 0.3047 | 0.76 | 1.11 | 5 | 0.2361 | — | — | — | — | — | |
| ADT-TreeTemperature (T)=12025.12 | 0.3047 | 1.06 | 1.1 | 2.09 | 0.2367 | — | — | — | — | — | |
| AnoleTemperature (T)=12025.12 | 0.3042 | 1 | 1 | 1 | 0.236 | — | — | — | — | — | |
| ADT-Tree+LANTERNTemperature (T)=12025.12 | 0.3016 | 1.53 | 1.87 | 2.1 | 0.2331 | — | — | — | — | — | |
| LANTERNTemperature (T)=12025.12 | 0.3005 | 1.38 | 2 | 5 | 0.2303 | — | — | — | — | — | |
| ADT-Tree+LANTERNTemperature (T)=02025.12 | 0.2965 | 3.13 | 4.86 | 5.15 | 0.2191 | — | — | — | — | — | |
| LANTERNTemperature (T)=02025.12 | 0.2955 | 3.03 | 4.25 | 5 | 0.2188 | — | — | — | — | — | |
| ARModel=LlamaGen-XL-2, Drafter=None2026.05 | 0.29 | — | — | — | — | 1 | 1 | 40.5 | — | — | |
| NaiveModel=LlamaGen-XL-2, Drafter=EAGLE-12026.05 | 0.29 | — | — | — | — | 1.8 | 1.3 | 40.8 | — | — | |
| LANTERNModel=LlamaGen-XL-2, Drafter=EAGLE-12026.05 | 0.29 | — | — | — | — | 1.7 | 1.4 | 47.4 | — | — | |
| LANTERN++Model=LlamaGen-XL-2, Drafter=EAGLE-12026.05 | 0.29 | — | — | — | — | 1.9 | 1.9 | 42.1 | — | — | |
| GSDModel=LlamaGen-XL-2, Drafter=EAGLE-12026.05 | 0.29 | — | — | — | — | 2.8 | 2.6 | 37.7 | — | — | |
| CASCADEModel=LlamaGen-XL-2, Drafter=EAGLE-1, Threshold parameters (τpos, τseq)=(0.85, 0.5)2026.05 | 0.29 | — | — | — | — | 3.3 | 3.8 | 40.4 | — | — | |
| JDBase Model=Emu3, Temperature=12026.06 | 0.1932 | 0.99 | 1.01 | — | 0.2928 | — | — | 110.29 | 392.3 | 0.1341 | |
| ARBase Model=Emu3, Temperature=12026.06 | 0.1904 | 1 | 1 | — | 0.2911 | — | — | 109.19 | 391.3 | 0.1323 | |
| SJDBase Model=Emu3, Temperature=12026.06 | 0.1904 | 1.76 | 2.32 | — | 0.29 | — | — | 106.12 | 221.4 | 0.125 | |
| SJD+LBase Model=Emu3, Temperature=12026.06 | 0.1897 | 1.75 | 2.31 | — | 0.2919 | — | — | 106.4 | 222.5 | 0.1238 | |
| GSDBase Model=Emu3, Temperature=12026.06 | 0.1883 | 2.64 | 3.47 | — | 0.2927 | — | — | 112.64 | 148.1 | 0.1204 | |
| SJD++Base Model=Emu3, Temperature=12026.06 | 0.1861 | 3.02 | 6.32 | — | 0.2921 | — | — | 110.21 | 129.3 | 0.1243 | |
| PathSpecBase Model=Emu3, Temperature=12026.06 | 0.1857 | 3.89 | 5.11 | — | 0.2727 | — | — | 113.26 | 100.6 | 0.1163 |