| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text-to-Image Generation | Stable Diffusion v1.5 | FID (5k)5.03 | 27 | |
| Image Watermarking | Stable Diffusion V2.1 | Bit Acc.1 | 20 | |
| Text-to-Image Generation | Stable Diffusion DrawBench | Time Per Sample0.69 | 15 | |
| Memorization Detection | Stable Diffusion v1.4 | AUC0.999 | 13 | |
| Concept Erasure | Stable Diffusion Church object v1.4 | ASR11 | 13 | |
| Text-to-Image Generation | Stable Diffusion 512x512 v1.5 (test) | HPSv2.10.2482 | 13 | |
| Concept Erasure | Stable Diffusion Nudity Concept v1.4 | ASR 1100 | 12 | |
| Image Generation | Stable Diffusion (SD) 1.4 | CLIP Score26.35 | 12 | |
| AI-generated image detection | Stable Diffusion generator v3.0 (test) | Accuracy83.58 | 11 | |
| AI-generated image detection | Stable Diffusion generator v2.1 (test) | Accuracy60.98 | 11 | |
| AI-generated image detection | Stable Diffusion generator v1.5 (test) | Accuracy92.3 | 11 | |
| AI-generated image detection | Stable Diffusion generator v1.4 (test) | Accuracy95.4 | 11 | |
| Generative Image Watermarking | Stable Diffusion Server Scenario v1-5 (test) | CLIP Score0.3669 | 10 | |
| Memorization Detection | Stable Diffusion v2.0 | AUC0.991 | 8 | |
| Image Immunization | Stable Diffusion V2.0 | Feat. Sim. (C)0.694 | 7 | |
| Image Immunization | Stable Diffusion V1.4 | Feat. Sim. (C)0.743 | 7 | |
| Image Immunization | Stable Diffusion V2.0 (test) | Feat. Sim. (CLIP)0.694 | 7 | |
| Image Immunization | Stable Diffusion 1.4 (test) | Feat. Sim. (CLIP)0.743 | 7 | |
| AI-generated image detection | Stable Diffusion (val) | Accuracy99.79 | 7 | |
| Watermarking Efficiency | Stable Diffusion 512x512 (test) | Generation Time (s)2.614 | 7 | |
| Image Immunization | Stable Diffusion v1.5 | Feat. Sim. (C)0.744 | 6 | |
| Universal Image Immunization | Stable Diffusion V2.0 | Feat. Sim. (C)0.694 | 6 | |
| Universal Image Immunization | Stable Diffusion V1.4 | Feat. Sim. C0.743 | 6 | |
| AI Image Detection | Stable Diffusion | Accuracy99.79 | 6 | |
| Watermark Verification | Stable Diffusion 31 | Verification Accuracy (Clean)100 | 6 |