SDXL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Copy Detection | SDXL (test) | Avg Similarity81.8 | 28 | |
| Text-to-Image Generation | SDXL 200 prompts (val) | ImageReward6.85 | 24 | |
| AI-generated image detection | SDXL generator v1.0 (test) | Accuracy66.79 | 11 | |
| Text-to-image generation | SDXL U-Net (test) | FID29.08 | 10 | |
| Text-to-Image Generation | SDXL | FID25.54 | 10 | |
| Prompt Refinement | SDXL unseen v1.0 (test) | ImageReward0.983 | 10 | |
| Super-Resolution | SDXL-Turbo | PSNR33.25 | 9 | |
| Fake image detection | SDXL v1.0 | AA95.17 | 9 | |
| Synthetic Image Detection | SDXL (open-source) | AUCROC0.814 | 9 | |
| Diffusion Model Fine-tuning | SDXL | GPU Hours4 | 8 | |
| Watermark Extraction | SDXL | Clean Extraction Rate100 | 8 | |
| Style-Driven Image Generation | SDXL Easy + Complex Averaged 1.0 (test) | Content Score0.329 | 7 | |
| LoRA Combination | SDXL v1.0 | CLIP Score (Style)61.59 | 6 | |
| Jailbreak Attack | SDXL | TASR (%)94.25 | 6 | |
| Tamper Localization | SDXL | F1 Score97 | 6 | |
| Image Generation | SDXL | FID9.12 | 6 | |
| Synthetic Image Detection | SDXL | Acc@EER73.7 | 6 | |
| Synthetic Image Detection | SDXL | AP79.9 | 6 | |
| Synthetic Image Detection | SDXL-DPO | AP87.4 | 6 | |
| Text-to-Image Backdoor Attack | SDXL TOA | ASR (%)100 | 5 | |
| Image Editing | SDXL-Turbo | PSNR22.49 | 5 | |
| NSFW image classification | SDXL T2I OOD | Accuracy74.48 | 4 | |
| Subject-driven Image Generation | SDXL Evaluation Set | Image Score0.561 | 4 | |
| Image Generation | SDXL 30% sparsity | Latency (ms)1,379.4 | 3 | |
| Text-to-Image Backdoor Attack | SDXL TSA | ASR100 | 3 |
Showing 25 of 27 rows