Controllable Image Generation and Editing on CelebA-HQ (test)
73.6AccuracyControlla
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ControllaType=Structured Geometry2026.05 | 73.6 | 69 | 31.4 | 86.8 | 13.1 | |
| FLUX.1 KontextType=Unified Editing2026.05 | 73 | 65 | 31.4 | 86.2 | 17.1 | |
| DB + ControlNet++Type=Hybrid2026.05 | 72.2 | 62 | 31.1 | 87.8 | 21.7 | |
| ICEditType=Instruction Editing2026.05 | 71.8 | 64 | 31.1 | 85.8 | 17.8 | |
| Emu EditType=Instruction Editing2026.05 | 71 | 62 | 30.7 | 85.2 | 19.5 | |
| ACE++Type=Instruction Editing2026.05 | 70.6 | 61 | 30.1 | 84.6 | 18.7 | |
| EmoEditType=Emotion Editing2026.05 | 69.5 | 61 | 30.3 | 84.8 | 18.9 | |
| EMOPortraitsType=Emotion Editing2026.05 | 68.9 | 59 | 29.7 | 85.6 | 19.6 | |
| FlowChefType=Flow Control2026.05 | 68.6 | 63 | 29.7 | 85 | 20.3 | |
| ControlNet++Type=Improved Control2026.05 | 68.2 | 59 | 29.5 | 86.1 | 20.4 | |
| EmoGenType=Emotion Generation2026.05 | 67.8 | 58 | 29.2 | 84.2 | 20.8 | |
| LooseControlType=Relaxed Control2026.05 | 67.4 | 58 | 29.1 | 85.4 | 21.1 | |
| DiffusionCLIPType=Latent Editing2026.05 | 66.7 | 55 | 28.4 | 86.1 | 23.3 | |
| ControlNetType=Conditioning2026.05 | 65.8 | 56 | 28.4 | 85.7 | 24.2 | |
| Null-Text InversionType=Diffusion Inversion2026.05 | 65.2 | 53 | 27.8 | 87.5 | 24.1 | |
| Plug-and-PlayType=Attention Editing2026.05 | 64.3 | 51 | 27 | 84.8 | 24.8 | |
| InstructPix2PixType=Instruction Editing2026.05 | 64.3 | 55 | 28.4 | 81.7 | 25.1 | |
| DiffusionRigType=Facial Control2026.05 | 62.9 | 50 | 27.1 | 86.4 | 23.1 | |
| DreamBoothType=Personalization2026.05 | 61.3 | 48 | 26.4 | 87.1 | 22.7 | |
| Prompt-to-PromptType=Attention Control2026.05 | 57.8 | 46 | 25.9 | 79.1 | 27.3 |