| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DreamBench | WeGen | DINO Score0.823 | 30 | 1d ago | |
| DreamBench (test) | DINO Score0.774 | 25 | 3mo ago | ||
| DreamBench v1 (test) | UNO | DINO Score0.852 | 11 | 1mo ago | |
| EditCanvas | Abs. Score9.41 | 10 | 3mo ago | ||
| DreamBench 5 (test) | FreeGraftor | CLIP-I0.9527 | 9 | 1mo ago | |
| Subject-driven generation (test) | BLIP-Diffusion | Time (s)1.44 | 9 | 1mo ago | |
| DreamBench subject generation | MCA-Ctrl | DINO Score0.6724 | 8 | 3mo ago | |
| WM-ID (test) | ArtiFade | IDINO0.589 | 8 | 3mo ago | |
| DreamBooth | GateControl | Parameters (M)18.9 | 6 | 2mo ago | |
| CelebA-HQ 30 classes | LoRA | Clip-T Score0.227 | 6 | 2mo ago | |
| Multi-task Image-driven Generation Evaluation Set | UnicAdapter | CLIP-I0.645 | 6 | 3mo ago | |
| WM-OOD (test) | Textual Inversion | IDINO0.488 | 6 | 3mo ago | |
| DreamBooth random 7 subjects | OFT | Subject Fidelity76.2 | 6 | 3mo ago | |
| DreamBench and XVerseBench (test) | Dual Layer Aggregation | Score (1-10)7.26 | 5 | 8d ago | |
| DreamBooth 25 subjects (test) | DINO0.703 | 5 | 3mo ago | ||
| Constructed multimodal reasoning benchmark 350 samples (test) | DLA | CLIP-T Score0.3208 | 4 | 8d ago | |
| DreamBench++ 1.0 (test) | Ours | GPT-4o Score3.119 | 4 | 8d ago |