Image Generation on MS-COCO 2017
28.43PSNRHeatKV
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HeatKVBudget=20%, Model=Infinity-2B, KV Cache Size=7800 MB2026.05 | 28.43 | — | — | — | — | 0.044 | — | — | — | 1.02 | — | |
| SDiTSteps=10, Ratio=0.62026.01 | 27.72 | 60.41 | 29.06 | 8.78 | 0.84 | 0.09 | 5.8 | 1.26 | — | — | — | |
| HeatKVBudget=20%, Model=Infinity-8B, KV Cache Size=17062 MB2026.05 | 27.44 | — | — | — | — | 0.043 | — | — | — | 1.04 | — | |
| SDiTSteps=30, Ratio=0.52026.01 | 25.96 | 30.03 | 21.59 | 4.78 | 0.85 | 0.12 | 14.32 | 1.66 | — | — | — | |
| SDiTSteps=10, Ratio=0.42026.01 | 25.84 | 69.34 | 28.32 | 14.13 | 0.79 | 0.14 | 4.81 | 1.52 | — | — | — | |
| ScaleKVBudget=20%, Model=Infinity-8B, KV Cache Size=17062 MB2026.05 | 25.6 | — | — | — | — | 0.059 | — | — | — | 1.44 | — | |
| HeatKVBudget=10%, Model=Infinity-2B, KV Cache Size=3900 MB2026.05 | 25.4 | — | — | — | — | 0.073 | — | — | — | 1.67 | — | |
| RASSteps=10, Ratio=0.652026.01 | 25.03 | 70.34 | 28.49 | 19.26 | 0.76 | 0.17 | 6.03 | 1.22 | — | — | — | |
| ScaleKVBudget=20%, Model=Infinity-2B, KV Cache Size=7800 MB2026.05 | 24.93 | — | — | — | — | 0.079 | — | — | — | 1.94 | — | |
| HeatKVBudget=10%, Model=Infinity-8B, KV Cache Size=8531 MB2026.05 | 24.41 | — | — | — | — | 0.072 | — | — | — | 1.8 | — | |
| RASSteps=10, Ratio=0.452026.01 | 23.84 | 84.07 | 27.21 | 30.38 | 0.72 | 0.21 | 5.44 | 1.34 | — | — | — | |
| SDiTSteps=10, Ratio=0.22026.01 | 23.69 | 91.41 | 26.22 | 31.85 | 0.73 | 0.24 | 3.72 | 1.97 | — | — | — | |
| SDiTSteps=30, Ratio=0.252026.01 | 23.37 | 31.62 | 21.65 | 8.18 | 0.77 | 0.13 | 10.29 | 2.31 | — | — | — | |
| SnapKVBudget=20%, Model=Infinity-2B, KV Cache Size=7800 MB2026.05 | 23.26 | — | — | — | — | 0.108 | — | — | — | 3.11 | — | |
| ScaleKVBudget=10%, Model=Infinity-8B, KV Cache Size=8531 MB2026.05 | 23.25 | — | — | — | — | 0.085 | — | — | — | 2.13 | — | |
| RASSteps=10, Ratio=0.252026.01 | 23.06 | 104.43 | 25.19 | 49.22 | 0.69 | 0.26 | 4.3 | 1.7 | — | — | — | |
| ScaleKVBudget=10%, Model=Infinity-2B, KV Cache Size=3900 MB2026.05 | 22.88 | — | — | — | — | 0.113 | — | — | — | 2.59 | — | |
| HACKBudget=20%, Model=Infinity-2B, KV Cache Size=7800 MB2026.05 | 22.79 | — | — | — | — | 0.122 | — | — | — | 3.29 | — | |
| SnapKVBudget=20%, Model=Infinity-8B, KV Cache Size=17062 MB2026.05 | 22.72 | — | — | — | — | 0.102 | — | — | — | 3.09 | — | |
| RASSteps=30, Ratio=0.52026.01 | 22.57 | 32.67 | 21.68 | 11.74 | 0.73 | 0.26 | 13.92 | 1.7 | — | — | — | |
| StreamingLLMBudget=20%, Model=Infinity-8B, KV Cache Size=17062 MB2026.05 | 22.32 | — | — | — | — | 0.111 | — | — | — | 3.29 | — | |
| HeatKVBudget=4%, Model=Infinity-2B, KV Cache Size=1590 MB2026.05 | 22.14 | — | — | — | — | 0.127 | — | — | — | 2.7 | — | |
| StreamingLLMBudget=20%, Model=Infinity-2B, KV Cache Size=7800 MB2026.05 | 22 | — | — | — | — | 0.139 | — | — | — | 3.52 | — | |
| HACKBudget=20%, Model=Infinity-8B, KV Cache Size=17062 MB2026.05 | 21.99 | — | — | — | — | 0.11 | — | — | — | 2.8 | — | |
| SDiTSteps=30, Ratio=0.1252026.01 | 21.85 | 35.5 | 21.84 | 14.23 | 0.71 | 0.2 | 7.91 | 3 | — | — | — | |
| HeatKVBudget=4%, Model=Infinity-8B, KV Cache Size=3478 MB2026.05 | 21.78 | — | — | — | — | 0.111 | — | — | — | 2.71 | — | |
| SnapKVBudget=10%, Model=Infinity-2B, KV Cache Size=3900 MB2026.05 | 21.56 | — | — | — | — | 0.148 | — | — | — | 4.42 | — | |
| RASSteps=30, Ratio=0.252026.01 | 21.23 | 39.25 | 21.78 | 20.82 | 0.68 | 0.24 | 10.31 | 2.3 | — | — | — | |
| HACKBudget=10%, Model=Infinity-2B, KV Cache Size=3900 MB2026.05 | 21.05 | — | — | — | — | 0.162 | — | — | — | 4.3 | — | |
| RASSteps=30, Ratio=0.1252026.01 | 20.97 | 41.95 | 21.91 | 23.52 | 0.66 | 0.27 | 8.1 | 2.93 | — | — | — | |
| HACKBudget=10%, Model=Infinity-8B, KV Cache Size=8531 MB2026.05 | 20.94 | — | — | — | — | 0.135 | — | — | — | 3.8 | — | |
| ScaleKVBudget=4%, Model=Infinity-2B, KV Cache Size=1590 MB2026.05 | 20.88 | — | — | — | — | 0.168 | — | — | — | 4.92 | — | |
| ScaleKVBudget=4%, Model=Infinity-8B, KV Cache Size=3478 MB2026.05 | 20.69 | — | — | — | — | 0.137 | — | — | — | 3.71 | — | |
| SnapKVBudget=10%, Model=Infinity-8B, KV Cache Size=8531 MB2026.05 | 20.65 | — | — | — | — | 0.144 | — | — | — | 4.77 | — | |
| StreamingLLMBudget=10%, Model=Infinity-8B, KV Cache Size=8531 MB2026.05 | 20.57 | — | — | — | — | 0.152 | — | — | — | 4.78 | — | |
| SnapKVBudget=4%, Model=Infinity-2B, KV Cache Size=1590 MB2026.05 | 20.18 | — | — | — | — | 0.183 | — | — | — | 4.85 | — | |
| StreamingLLMBudget=10%, Model=Infinity-2B, KV Cache Size=3900 MB2026.05 | 19.58 | — | — | — | — | 0.199 | — | — | — | 4.87 | — | |
| HACKBudget=4%, Model=Infinity-8B, KV Cache Size=3478 MB2026.05 | 19.34 | — | — | — | — | 0.185 | — | — | — | 5.57 | — | |
| SnapKVBudget=4%, Model=Infinity-8B, KV Cache Size=3478 MB2026.05 | 19.21 | — | — | — | — | 0.185 | — | — | — | 6.57 | — | |
| StreamingLLMBudget=4%, Model=Infinity-8B, KV Cache Size=3478 MB2026.05 | 19.11 | — | — | — | — | 0.197 | — | — | — | 6.57 | — | |
| HACKBudget=4%, Model=Infinity-2B, KV Cache Size=1590 MB2026.05 | 18.73 | — | — | — | — | 0.231 | — | — | — | 5.82 | — | |
| StreamingLLMBudget=4%, Model=Infinity-2B, KV Cache Size=1590 MB2026.05 | 18.55 | — | — | — | — | 0.239 | — | — | — | 6.15 | — | |
| EAGLEBackbone=Lumina-mGPT, Training-Free=✗, Lossless=✓2026.03 | — | — | — | — | — | — | — | 2.1 | 2.94 | 30.68 | 31.73 | |
| Emu3Training-Free=✓, Lossless=✓2026.03 | — | — | — | — | — | — | — | 1 | 1 | 31.12 | 31.05 | |
| GSDBackbone=Lumina-mGPT, Training-Free=✓, Lossless=✗, G=102026.03 | — | — | — | — | — | — | — | 3.62 | 3.39 | 33.12 | 31.25 | |
| LANTERN++Backbone=Lumina-mGPT, Training-Free=✗, Lossless=✗, k=10, λ=22026.03 | — | — | — | — | — | — | — | 2.28 | 3.19 | 29.96 | 30.11 | |
| Lumina-mGPTTraining-Free=✓, Lossless=✓2026.03 | — | — | — | — | — | — | — | 1 | 1 | 30.79 | 31.31 | |
| OriginalSteps=30, Ratio=12026.01 | — | 29.63 | 21.52 | — | — | — | 23.72 | — | — | — | — | |
| OriginalSteps=10, Ratio=12026.01 | — | 51.48 | 29.66 | — | — | — | 7.31 | — | — | — | — | |
| SJDBackbone=Lumina-mGPT, Training-Free=✓, Lossless=✓2026.03 | — | — | — | — | — | — | — | 2.05 | 2.22 | 31.13 | 31.33 | |
| SJDBackbone=Emu3, Training-Free=✓, Lossless=✓2026.03 | — | — | — | — | — | — | — | 2.01 | 2.32 | 30.74 | 30.95 | |
| SJD-PACBackbone=Lumina-mGPT, Training-Free=✓, Lossless=✓2026.03 | — | — | — | — | — | — | — | 3.8 | 4.51 | 30.69 | 31.21 | |
| SJD-PACBackbone=Emu3, Training-Free=✓, Lossless=✓2026.03 | — | — | — | — | — | — | — | 3.25 | 4.31 | 31.1 | 30.99 | |
| SJD2Backbone=Lumina-mGPT, Training-Free=✗, Lossless=✗2026.03 | — | — | — | — | — | — | — | 2.81 | 4.02 | 31.4 | 31.8 | |
| SJD2Backbone=Emu3, Training-Free=✗, Lossless=✗2026.03 | — | — | — | — | — | — | — | 2.54 | 5.62 | 31.5 | 30.4 |