MMA-Diffusion
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Nudity Removal | MMA-Diffusion | ASR94.9 | 45 | |
| Text-to-image | MMA-Diffusion (test) | ASR39.9 | 39 | |
| Safe Text-to-Image Generation | MMA-Diffusion | Automatic Safety Rate96.2 | 33 | |
| Safe generation against nudity prompts | MMA-Diffusion | ASR11.5 | 19 | |
| Concept Unlearning | MMA-Diffusion | MMA-Diffusion96.8 | 16 | |
| Adversarial Robustness in Concept Erasing | MMA-Diffusion | MMA-Diffusion Score67.9 | 14 | |
| Unlearning Nudity | MMA-Diffusion | Targeted Unlearning Efficacy55.3 | 13 | |
| Safe Generation Rate | MMA Diffusion | GPT-4o0.7525 | 8 | |
| Prompt-Image Alignment | MMA Diffusion | CLIPScore0.7269 | 8 | |
| Safe Image Generation | MMA-Diffusion | DSR97.5 | 6 | |
| Image Generation | MMA-Diffusion | Nudity Rate3 | 2 | |
| Safety Filter Bypass | MMA Diffusion | NSFW-TC6.2 | 1 |
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