DiffusionDB
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Watermarking | DiffusionDB | PSNR39.49 | 17 | |
| Text-to-Image Generation | DiffusionDB prompts on FLUX.1 (dev) | Latency (s)4.28 | 15 | |
| Watermark Verification | DiffusionDB (test) | TPR@1%FPR90.4 | 15 | |
| Quality Preservation | DiffusionDB (test) | FID47.11 | 13 | |
| Watermark Extraction | DiffusionDB (test) | Clean Success Rate1 | 10 | |
| Watermark Removal | DiffusionDB-2M | LPIPS0.609 | 9 | |
| Multimodal Oil Painting Generation | DiffusionDB stylized | Gram Similarity0.619 | 8 | |
| Image Forgery Classification | DiffusionDB | Accuracy83.8 | 7 | |
| Prompt Stealing | DiffusionDB in-the-wild (50 images) | CLIP Score0.863 | 7 | |
| Text-to-Image Generation | DiffusionDB Real User Prompts 466 prompts (test) | Win Count1,508 | 7 | |
| Text-to-Image Synthesis | DiffusionDB Human Prompts 2M | HPS22.35 | 6 | |
| Image Editing | DiffusionDB User Study (test) | Semantic Alignment Score4.03 | 5 | |
| Image Quality Assessment | DiffusionDB | CLIP-FID1.7 | 5 | |
| Text-to-image prompt optimization | DiffusionDB | Aesthetic Score6.57 | 5 | |
| Watermarking | DiffusionDB | Bit Accuracy (None)100 | 2 | |
| Prompt Inversion | DiffusionDB 100 random queries | Faithfulness Score (Initial)1.94 | 2 | |
| Text-to-Image | DiffusionDB 100 random queries | Faithfulness Score (Initial)2.62 | 2 |
Showing 17 of 17 rows