StableDiffusion
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Immunization | StableDiffusion 1.4 (test) | PSNR16.84 | 20 | |
| Image Immunization | StableDiffusion v3 (test) | PSNR22.08 | 16 | |
| Image Editing Immunization | StableDiffusion v1.4 (Unseen Prompts) | PSNR16.55 | 8 | |
| Image Editing Immunization | StableDiffusion Original Prompt v1.4 | PSNR16.52 | 8 | |
| Text-guided Image Editing | StableDiffusion Evaluation Set 3 | CLIPScore0.3567 | 6 | |
| Counterfactual Generation | StableDiffusion 3 Evaluation Set | LogitTgt24.875 | 6 | |
| Style Transfer | StableDiffusion 3 (evaluation) | ||ΔG||F12.19 | 6 | |
| Human Preference | StableDiffusion Evaluation Set 3 | ImageReward1.9088 | 6 | |
| Image Generation | StableDiffusion | Speedup2.73 | 6 | |
| Image Immunization | StableDiffusion 3 (Unseen Prompts) | PSNR20.03 | 5 | |
| Image Immunization | StableDiffusion 3 (Original Prompt) | PSNR22.88 | 5 | |
| Image Immunization | StableDiffusion to Instructpix2pix Transfer 3 | PSNR18.6 | 4 |
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