Text-to-Image Generation on User Study Human Evaluation
60VisualPrompter PreferenceVisualPrompter
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VisualPrompterT2I Model=SD v1.5, Aspect=Semantic, Compared Against=BeautifulPrompt2025.06 | 60 | 26 | 14 | — | — | — | — | — | |
| VisualPrompterT2I Model=SD v1.5, Aspect=Semantic, Compared Against=NeuroPrompts2025.06 | 58 | 24 | 18 | — | — | — | — | — | |
| VisualPrompterT2I Model=SD v1.5, Aspect=Semantic, Compared Against=Promptist2025.06 | 52 | 27 | 21 | — | — | — | — | — | |
| VisualPrompterT2I Model=SD v1.5, Aspect=Aesthetics, Compared Against=Promptist2025.06 | 44 | 39 | 17 | — | — | — | — | — | |
| VisualPrompterT2I Model=FLUX-dev, Aspect=Semantic, Compared Against=NeuroPrompts2025.06 | 44 | 30 | 26 | — | — | — | — | — | |
| VisualPrompterT2I Model=FLUX-dev, Aspect=Semantic, Compared Against=BeautifulPrompt2025.06 | 44 | 31 | 25 | — | — | — | — | — | |
| VisualPrompterT2I Model=FLUX-dev, Aspect=Semantic, Compared Against=Promptist2025.06 | 43 | 39 | 18 | — | — | — | — | — | |
| VisualPrompterT2I Model=SD v1.5, Aspect=Aesthetics, Compared Against=NeuroPrompts2025.06 | 41 | 43 | 16 | — | — | — | — | — | |
| VisualPrompterT2I Model=FLUX-dev, Aspect=Aesthetics, Compared Against=Promptist2025.06 | 37 | 41 | 22 | — | — | — | — | — | |
| VisualPrompterT2I Model=SD v1.5, Aspect=Aesthetics, Compared Against=BeautifulPrompt2025.06 | 35 | 46 | 19 | — | — | — | — | — | |
| VisualPrompterT2I Model=FLUX-dev, Aspect=Aesthetics, Compared Against=NeuroPrompts2025.06 | 34 | 46 | 20 | — | — | — | — | — | |
| VisualPrompterT2I Model=FLUX-dev, Aspect=Aesthetics, Compared Against=BeautifulPrompt2025.06 | 27 | 49 | 24 | — | — | — | — | — | |
| Base ModelComparison=vs Contextual Space repulsion2026.03 | — | — | — | 12.9 | 6.9 | 15.5 | 13.8 | 12.3 | |
| CADSComparison=vs Contextual Space repulsion2026.03 | — | — | — | 30 | 11.1 | 11.1 | 15.6 | 16.9 | |
| Competitors (Average)Comparison=vs Contextual Space repulsion2026.03 | — | — | — | 22 | 13.1 | 14 | 15.6 | 16.2 | |
| Contextual Space repulsionComparison Model=Base Model2026.03 | — | — | — | 71.6 | 49.1 | 25 | 57.8 | 50.9 | |
| Contextual Space repulsionComparison Model=CADS2026.03 | — | — | — | 52.2 | 67.8 | 74.4 | 74.4 | 67.2 | |
| Contextual Space repulsionComparison Model=SGI2026.03 | — | — | — | 56.7 | 15.6 | 13.3 | 31.1 | 29.2 | |
| Contextual Space repulsionComparison Model=PG2026.03 | — | — | — | 80 | 82.2 | 67.8 | 83.3 | 78.3 | |
| Contextual Space repulsionComparison Model=SPARKE2026.03 | — | — | — | 34.4 | 85.9 | 79.7 | 87.5 | 71.9 | |
| Contextual Space repulsionComparison Model=Average2026.03 | — | — | — | 61.1 | 58 | 48.9 | 65.1 | 58.3 | |
| PGComparison=vs Contextual Space repulsion2026.03 | — | — | — | 14.4 | 12.2 | 13.3 | 10 | 12.5 | |
| SGIComparison=vs Contextual Space repulsion2026.03 | — | — | — | 11.1 | 31.1 | 22.2 | 27.8 | 23.1 | |
| SPARKEComparison=vs Contextual Space repulsion2026.03 | — | — | — | 53.1 | 3.1 | 4.7 | 9.4 | 17.6 |