Text-to-Image Generation on HPS v2.1
33.02Overall ScoreElasticDiT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ElasticDiTResolution=10242026.05 | 33.02 | 34.28 | 32.91 | 33.1 | 31.78 | — | — | — | |
| ElasticDiT-flex-maxResolution=10242026.05 | 32.91 | 34.23 | 32.85 | 33.03 | 31.53 | — | — | — | |
| RG-LCM (HPS)†Steps=2, #Params=0.9B2025.09 | 32.88 | 30.85 | 33.66 | 33.35 | 33.66 | — | — | — | |
| ElasticDiT-flex-liteResolution=10242026.05 | 32.87 | 34.19 | 32.75 | 33.04 | 31.52 | — | — | — | |
| FLUX.1-devResolution=10242026.05 | 32.58 | 33.92 | 32.35 | 32.83 | 31.22 | — | — | — | |
| ElasticDiT-GRPOResolution=10242026.05 | 32.56 | 33.95 | 32.46 | 32.63 | 31.22 | — | — | — | |
| Soft-Di[M]O-MeissonicSteps=1, #Params=1.0B2025.09 | 32.35 | 30.45 | 32.8 | 32.54 | 33.63 | — | — | — | |
| Full-precision#Bits (W/A)=16/162026.06 | 32.23 | — | — | — | — | — | — | — | |
| Ours+LiteVAR#Bits (W/A)=4/82026.06 | 32.08 | — | — | — | — | — | — | — | |
| Ours+LiteVAR#Bits (W/A)=6/62026.06 | 32.04 | — | — | — | — | — | — | — | |
| Ours+LiteVAR#Bits (W/A)=4/62026.06 | 32.04 | — | — | — | — | — | — | — | |
| Ours#Bits (W/A)=6/62026.06 | 32.03 | — | — | — | — | — | — | — | |
| LiteVAR#Bits (W/A)=4/82026.06 | 32.03 | — | — | — | — | — | — | — | |
| BRECQ#Bits (W/A)=6/62026.06 | 32.01 | — | — | — | — | — | — | — | |
| LiteVAR#Bits (W/A)=6/62026.06 | 32.01 | — | — | — | — | — | — | — | |
| Soft-Di[M]O-Maskgen-L + TTSSteps=1, #Params=0.6B2025.09 | 31.95 | 30.01 | 32.33 | 32.2 | 33.25 | — | — | — | |
| MeanFlowSteps=42026.05 | 31.94 | 33.43 | 31.72 | 31.96 | 30.65 | — | — | 0.328 | |
| Ours#Bits (W/A)=4/82026.06 | 31.94 | — | — | — | — | — | — | — | |
| BRECQ#Bits (W/A)=4/82026.06 | 31.79 | — | — | — | — | — | — | — | |
| Hyper-FluxSteps=82026.05 | 31.78 | 33.41 | 31.56 | 31.83 | 30.31 | — | — | 0.327 | |
| Ours#Bits (W/A)=4/62026.06 | 31.7 | — | — | — | — | — | — | — | |
| PixArtResolution=10242026.05 | 31.65 | 32.9 | 31.58 | 31.58 | 30.53 | — | — | — | |
| BRECQ#Bits (W/A)=4/62026.06 | 31.62 | — | — | — | — | — | — | — | |
| LiteVAR#Bits (W/A)=4/62026.06 | 31.61 | — | — | — | — | — | — | — | |
| SD-3.5-mediumResolution=10242026.05 | 31.57 | 33.39 | 32.4 | 32.11 | 29.11 | — | — | — | |
| DG+CFG (Ours)Model=SD32026.07 | 31.57 | 32.94 | 31.78 | 31.71 | 29.85 | — | — | — | |
| FLUX TurboSteps=82026.05 | 31.49 | 32.94 | 31.23 | 31.78 | 30.01 | — | — | 0.328 | |
| TDM†Steps=4, #Params=0.9B2025.09 | 31.37 | 32.91 | 31.73 | 32.18 | 29.95 | — | — | — | |
| π-FlowSteps=42026.05 | 31.32 | 32.59 | 31.1 | 31.49 | 30.11 | — | — | 0.328 | |
| FLUX.1-devSteps=502026.05 | 31.26 | 32.5 | 31.06 | 31.51 | 29.96 | — | — | 0.327 | |
| S²-GuidanceModel=SD32026.07 | 31.09 | 32.14 | 31.32 | 31.7 | 29.19 | — | — | — | |
| Infinity-8BBackbone=Infinity-8B, Batch Size=1, Latency=1.47, Speedup=1.00×2026.05 | 31 | — | 31.28 | — | 29.49 | — | — | — | |
| FullBackbone=Infinity-8B, ηa=100%, ηc=100%, KV Size=16.86 GB, Attn. TFLOPs=78.542026.06 | 30.99 | 32.44 | 31.31 | 30.73 | 29.48 | — | — | — | |
| DG (Ours)Model=SD32026.07 | 30.95 | 32.14 | 31.05 | 31.5 | 29.09 | — | — | — | |
| Infinity-8BBackbone=Infinity-8B2026.02 | 30.92 | 32.4 | 31.17 | 30.78 | 29.35 | 1.51 | — | — | |
| HACK++Backbone=Infinity-8B, ηa=30%, ηc=10%, KV Size=1.69 GB, Attn. TFLOPs=31.532026.06 | 30.91 | 32.39 | 31.2 | 30.73 | 29.31 | — | — | — | |
| Full CacheBudget=100%, Model=Infinity-8B2026.05 | 30.9 | — | — | — | — | — | — | — | |
| ScaleKVBackbone=Infinity-8B, ηc=10%, KV Size=1.69 GB, Attn. TFLOPs=41.982026.06 | 30.88 | 32.34 | 31.18 | 30.66 | 29.33 | — | — | — | |
| HeatKVBudget=20%, Model=Infinity-8B2026.05 | 30.86 | — | — | — | — | — | — | — | |
| ScaleKVBudget=20%, Model=Infinity-8B2026.05 | 30.81 | — | — | — | — | — | — | — | |
| CFG-ZeroModel=SD32026.07 | 30.78 | 31.99 | 31.17 | 31.42 | 28.54 | — | — | — | |
| HeatKVBudget=10%, Model=Infinity-8B2026.05 | 30.75 | — | — | — | — | — | — | — | |
| ScaleKVBudget=10%, Model=Infinity-8B2026.05 | 30.73 | — | — | — | — | — | — | — | |
| HACKBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.542026.06 | 30.69 | 32.16 | 30.96 | 30.53 | 29.11 | — | — | — | |
| HeatKVBudget=4%, Model=Infinity-8B2026.05 | 30.66 | — | — | — | — | — | — | — | |
| Infinity-8B + LD-PruningBackbone=Infinity-8B, Batch Size=1, Latency=0.86, Speedup=1.71×2026.05 | 30.65 | — | 30.93 | — | 29.21 | — | — | — | |
| Infinity-8B + SkipVARBackbone=Infinity-8B, Batch Size=1, Latency=0.92, Speedup=1.60×2026.05 | 30.64 | — | 30.9 | — | 29.09 | — | — | — | |
| SDXLSteps=50, #Params=2.6B2025.09 | 30.63 | 32.84 | 31.36 | 30.86 | 27.48 | — | — | — | |
| HACKBudget=20%, Model=Infinity-8B2026.05 | 30.56 | — | — | — | — | — | — | — | |
| Infinity-2BBackbone=Infinity-2B, Batch Size=1, Latency=0.72, Speedup=1.00×2026.05 | 30.55 | — | 30.47 | — | 29.45 | — | — | — | |
| NOVABackbone=Infinity-8B2026.02 | 30.54 | 32.03 | 30.71 | 30.25 | 29.15 | 0.75 | — | — | |
| H2OBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.06 | 30.53 | 32.01 | 30.77 | 30.31 | 29.04 | — | — | — | |
| StreamingBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.06 | 30.52 | 31.9 | 30.75 | 30.29 | 29.14 | — | — | — | |
| SnapKVBudget=20%, Model=Infinity-8B2026.05 | 30.51 | — | — | — | — | — | — | — | |
| HeatKVBudget=20%, Model=Infinity-2B2026.05 | 30.51 | — | — | — | — | — | — | — | |
| Full CacheBudget=100%, Model=Infinity-2B2026.05 | 30.5 | — | — | — | — | — | — | — | |
| HeatKVBudget=10%, Model=Infinity-2B2026.05 | 30.5 | — | — | — | — | — | — | — | |
| HACK++Backbone=Infinity-2B, ηa=30%, ηc=10%, KV Size=0.77 GB, Attn. TFLOPs=14.322026.06 | 30.5 | 31.7 | 30.41 | 30.44 | 29.45 | — | — | — | |
| FullBackbone=Infinity-2B, ηa=100%, ηc=100%, KV Size=7.71 GB, Attn. TFLOPs=35.912026.06 | 30.49 | 31.64 | 30.43 | 30.48 | 29.41 | — | — | — | |
| CFGModel=SD32026.07 | 30.48 | 31.55 | 30.87 | 31.22 | 28.27 | — | — | — | |
| Infinity-2B + SkipVARBackbone=Infinity-2B, Batch Size=1, Latency=0.57, Speedup=1.26×2026.05 | 30.47 | — | 30.38 | — | 29.31 | — | — | — | |
| Infinity-2B + LD-PruningBackbone=Infinity-2B, Batch Size=1, Latency=0.55, Speedup=1.31×2026.05 | 30.47 | — | 30.39 | — | 29.35 | — | — | — | |
| SD-XLResolution=10242026.05 | 30.46 | 31.9 | 30.66 | 30.51 | 28.76 | — | — | — | |
| HeatKVBudget=4%, Model=Infinity-2B2026.05 | 30.45 | — | — | — | — | — | — | — | |
| SkipVARBackbone=Infinity-8B2026.02 | 30.44 | 32.01 | 30.58 | 30.46 | 29.09 | 0.82 | — | — | |
| ScaleKVBudget=20%, Model=Infinity-2B2026.05 | 30.42 | — | — | — | — | — | — | — | |
| StreamingLLMBudget=20%, Model=Infinity-8B2026.05 | 30.4 | — | — | — | — | — | — | — | |
| HACKBudget=10%, Model=Infinity-8B2026.05 | 30.4 | — | — | — | — | — | — | — | |
| Infinity-2B + LD-PruningBackbone=Infinity-2B, Batch Size=1, Latency=0.51, Speedup=1.41×2026.05 | 30.39 | — | 30.3 | — | 29.29 | — | — | — | |
| ScaleKVBackbone=Infinity-2B, ηc=10%, KV Size=0.77 GB, Attn. TFLOPs=19.192026.06 | 30.37 | 31.5 | 30.29 | 30.32 | 29.35 | — | — | — | |
| Infinity-2BBackbone=Infinity-2B2026.02 | 30.36 | 31.63 | 30.26 | 30.28 | 29.27 | 2.43 | — | — | |
| StreamingLLMBudget=20%, Model=Infinity-2B2026.05 | 30.36 | — | — | — | — | — | — | — | |
| ScaleKVBudget=4%, Model=Infinity-8B2026.05 | 30.35 | — | — | — | — | — | — | — | |
| HACK++Backbone=Infinity-8B, ηa=30%, ηc=1%, KV Size=0.17 GB, Attn. TFLOPs=26.502026.06 | 30.35 | 31.7 | 30.62 | 30.05 | 29.01 | — | — | — | |
| ScaleKVBudget=10%, Model=Infinity-2B2026.05 | 30.34 | — | — | — | — | — | — | — | |
| SnapKVBudget=20%, Model=Infinity-2B2026.05 | 30.31 | — | — | — | — | — | — | — | |
| SANA1.5-1.6BResolution=10242026.05 | 30.3 | 31.62 | 30.13 | 30.01 | 29.43 | — | — | — | |
| S2-GuidanceBackbone=Flux (De-distilled)2025.08 | 30.26 | 31.48 | 30.21 | 30.48 | 28.88 | — | 4.7 | — | |
| StreamingLLMBudget=10%, Model=Infinity-8B2026.05 | 30.26 | — | — | — | — | — | — | — | |
| HACK++Backbone=Infinity-2B, ηa=30%, ηc=1%, KV Size=0.08 GB, Attn. TFLOPs=12.112026.06 | 30.25 | 31.51 | 30.13 | 30.09 | 29.27 | — | — | — | |
| FastVARBackbone=Infinity-8B2026.02 | 30.24 | 31.8 | 30.42 | 29.89 | 29.87 | 0.79 | — | — | |
| Infinity-8B + LD-PruningBackbone=Infinity-8B, Batch Size=1, Latency=0.69, Speedup=2.13×2026.05 | 30.24 | — | 30.45 | — | 28.92 | — | — | — | |
| SkipVARBackbone=Infinity-2B2026.02 | 30.22 | 30.11 | 30.18 | 30.13 | 29.07 | 1.09 | — | — | |
| StreamingLLMBudget=10%, Model=Infinity-2B2026.05 | 30.21 | — | — | — | — | — | — | — | |
| SnapKVBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.06 | 30.21 | 31.72 | 30.44 | 29.96 | 28.7 | — | — | — | |
| CFG++Model=SD32026.07 | 30.21 | 31.57 | 30.76 | 30.96 | 27.54 | — | — | — | |
| NOVABackbone=Infinity-2B2026.02 | 30.2 | 31.4 | 30.06 | 30.21 | 29.11 | 0.84 | — | — | |
| SnapKVBudget=10%, Model=Infinity-8B2026.05 | 30.18 | — | — | — | — | — | — | — | |
| HACKBackbone=Infinity-2B, ηa=30%, ηc=30%, KV Size=2.31 GB, Attn. TFLOPs=15.342026.06 | 30.18 | 31.35 | 30.13 | 30.1 | 29.13 | — | — | — | |
| HACKBudget=20%, Model=Infinity-2B2026.05 | 30.17 | — | — | — | — | — | — | — | |
| CFGBackbone=Flux (De-distilled), NFE=1.4×2025.08 | 30.13 | 31.59 | 30.1 | 30.35 | 28.47 | — | 4.68 | — | |
| ExtraVAR2026.05 | 30.11 | 31.51 | 30.04 | 29.64 | 29.24 | — | — | — | |
| Infinity-8B + FastVARBackbone=Infinity-8B, Batch Size=1, Latency=0.76, Speedup=1.93×2026.05 | 30.09 | — | 30.26 | — | 28.72 | — | — | — | |
| HACKBudget=4%, Model=Infinity-8B2026.05 | 30.07 | — | — | — | — | — | — | — | |
| SnapKVBudget=10%, Model=Infinity-2B2026.05 | 30.05 | — | — | — | — | — | — | — | |
| ScaleKVBackbone=Infinity-2B, ηc=1%, KV Size=0.08 GB, Attn. TFLOPs=14.352026.06 | 30.05 | 31.27 | 29.88 | 29.83 | 29.23 | — | — | — | |
| StreamingLLMBudget=4%, Model=Infinity-8B2026.05 | 30.04 | — | — | — | — | — | — | — | |
| SnapKVBudget=4%, Model=Infinity-2B2026.05 | 30.04 | — | — | — | — | — | — | — | |
| CAKEBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.06 | 30.04 | 31.55 | 30.25 | 29.79 | 28.59 | — | — | — | |
| HACKBudget=10%, Model=Infinity-2B2026.05 | 29.99 | — | — | — | — | — | — | — |