DreamBench
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Subject-driven Image Generation | DreamBench | DINO Score81.6 | 100 | |
| Subject-driven Generation | DreamBench | DINO Score0.823 | 28 | |
| Subject-driven Generation | DreamBench (test) | DINO Score0.774 | 25 | |
| Customized Text-to-Image Generation | DreamBench (test) | DINO Score0.774 | 21 | |
| Subject-driven Contextual Image Editing | DreamBench++ Multiple-Object | DINO-I Score0.568 | 10 | |
| Customized Image Generation | DreamBench | CLIP-I Score88.5 | 10 | |
| Subject-driven Generation | DreamBench 5 (test) | CLIP-I0.9527 | 9 | |
| Multi-subject driven generation | DreamBench multi-subject (test) | CLIP-I Score74.5 | 8 | |
| Concept-preservation human alignment | DreamBench++ | H-H Score0.763 | 8 | |
| Subject-driven Generation | DreamBench subject generation | DINO Score0.6724 | 8 | |
| Subject-driven Image Generation | DreamBench v2 (test) | Subject Fidelity Score90 | 8 | |
| Personalized Image Generation | DreamBench 30 distinct personalized subjects | CLIP-T0.377 | 7 | |
| Subject-driven Contextual Image Editing | DreamBench++ Single-Object | DINO-I Score0.874 | 6 | |
| Subject-driven text-to-image generation | DreamBench (test) | Subject Alignment Win Rate80.4 | 6 | |
| Subject-driven Text-to-Image Generation | DreamBench | Subject Fidelity37 | 5 | |
| Personalization | DreamBench-Abs Single-Concept 1.0 | CP0.73 | 5 | |
| Personalization | DreamBench-Abs Multi-Concept 1.0 | CP0.7 | 5 | |
| Text-to-Image Generation | Dreambench++ | Concept Preservation55.9 | 5 | |
| Concept preservation | DreamBench++ | Spearman Correlation0.748 | 4 | |
| Aesthetic Quality Assessment | DreamBench | Metric- | 0 |
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