| Direct Inversion+MasaCtrl | 87.94 | 22.64 | 24.38 | 24.70 | Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code | |
| Direct Inversion+Pix2Pix-Zero | 138.98 | 21.53 | 23.31 | 49.22 | Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code | |
| DDIM Inversion+Prompt-to-Prompt | 208.80 | 17.87 | 25.01 | 69.43 | Prompt-to-Prompt Image Editing with Cross Attention Control | |
| Negative-Prompt Inversion+Prompt-to-Prompt | 69.01 | 26.21 | 24.61 | 16.17 | Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models | - |
| Virtual Inversion+Prompt-to-Prompt+LCM | 55.85 | 26.64 | 24.57 | 15.61 | Inversion-Free Image Editing with Natural Language | |
| StyleDiffusion+Prompt-to-Prompt | 66.10 | 26.05 | 24.78 | 11.65 | StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing | |
| Virtual Inversion+Prompt-to-Prompt | 47.98 | 27.52 | 24.89 | 14.22 | Inversion-Free Image Editing with Natural Language | |
| DDIM Inversion+Pix2Pix-Zero | 172.22 | 20.44 | 22.80 | 61.68 | Zero-shot Image-to-Image Translation | |
| Direct Inversion+Prompt-to-Prompt | 54.55 | 27.22 | 25.02 | 11.65 | Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code | |
| DDIM Inversion+Plug-and-Play | 113.46 | 22.28 | 25.41 | 28.22 | Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation | |
| Direct Inversion+Plug-and-Play | 106.06 | 22.46 | 25.41 | 24.29 | Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code | |
| Null-Text Inversion+Prompt-to-Prompt | 60.67 | 27.03 | 24.75 | 13.44 | Null-text Inversion for Editing Real Images using Guided Diffusion Models | |
| Virtual Inversion+ViMAEdit | 45.67 | 28.27 | 25.91 | 12.65 | Vision-guided and Mask-enhanced Adaptive Denoising for Prompt-based Image Editing | |
| Virtual Inversion+Unified Attention Control+LCM | 47.58 | 28.51 | 25.03 | 13.78 | Inversion-Free Image Editing with Natural Language | |