Text-to-Image Generation on GenEval (GenEval and Reduction Metrics)
77GenEval ScoreSANA-Sprint
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SANA-SprintModel=Linear DiT, Memory (%)=(100%)2025.08 | 77 | — | |
| OriginalModel=SD3.5 Large Turbo, Memory (%)=(100%)2025.08 | 71 | — | |
| Hierarchical Position Pruning + PWPModel=SD3.5 Large Turbo, Memory (%)=(79.4%)2025.08 | 71 | 2.5 | |
| Hierarchical Position Pruning + PWP + QuantizationModel=SD3.5 Large Turbo, Memory (%)=(22.5%)2025.08 | 69 | 4.8 | |
| OriginalModel=FLUX.1 Schnell, Memory (%)=(100%)2025.08 | 66 | — | |
| Sensitivity-Guided Distillation (SGDistill)Model=SD3.5 Large Turbo, Memory (%)=(71.5%)2025.08 | 64 | 10.1 | |
| HierarchicalPrune (All)Model=FLUX.1 Schnell, Memory (%)=(19.6%)2025.08 | 64 | 3.2 | |
| HierarchicalPrune (+Quant, All)Model=SD3.5 Large Turbo, Memory (%)=(20.5%)2025.08 | 62 | 13.3 | |
| Hierarchical Position Pruning + PWPModel=SD3.5 Large Turbo, Memory (%)=(71.5%)2025.08 | 46 | 31.9 | |
| BK-SDMModel=FLUX.1 Schnell, Memory (%)=(70.5%)2025.08 | 45 | 19.8 | |
| BK-SDMModel=SD3.5 Large Turbo, Memory (%)=(79.4%)2025.08 | 38 | 38.2 | |
| KOALAModel=FLUX.1 Schnell, Memory (%)=(70.5%)2025.08 | 38 | 28.7 | |
| KOALAModel=SD3.5 Large Turbo, Memory (%)=(79.4%)2025.08 | 37 | 41.2 | |
| BK-SDM (+Quant)Model=SD3.5 Large Turbo, Memory (%)=(22.5%)2025.08 | 34 | 43.3 | |
| KOALA (+Quant)Model=SD3.5 Large Turbo, Memory (%)=(22.5%)2025.08 | 33 | 46.4 | |
| Hierarchical Position Pruning (HPP)Model=SD3.5 Large Turbo, Memory (%)=(79.4%)2025.08 | 3 | 79.4 | |
| Hierarchical Position Pruning (HPP)Model=SD3.5 Large Turbo, Memory (%)=(71.5%)2025.08 | 0 | 88.4 |