Facial Image Editing on AffectNet
72.8AccuracyControlla
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ControllaType=Structured Geometry2026.05 | 72.8 | 68 | 31.2 | 86.1 | 13.4 | |
| FLUX.1 KontextType=Unified Editing2026.05 | 69.1 | 65 | 31.4 | 86.2 | 17.1 | |
| DB + ControlNet++Type=Hybrid2026.05 | 67.5 | 62 | 31.1 | 85.6 | 22.1 | |
| ICEditType=Instruction Editing2026.05 | 67.5 | 64 | 31.1 | 85.8 | 17.8 | |
| EmoGenType=Emotion Generation2026.05 | 66.8 | 56 | 28.9 | 83.9 | 21.2 | |
| Emu EditType=Instruction Editing2026.05 | 66.8 | 62 | 30.7 | 85.2 | 19.8 | |
| ACE++Type=Instruction Editing2026.05 | 65.9 | 61 | 30.1 | 84.6 | 19 | |
| DiffusionCLIPType=Latent Editing2026.05 | 65.6 | 54 | 28.1 | 85.2 | 23.7 | |
| FlowChefType=Flow Control2026.05 | 64.7 | 63 | 29.7 | 85 | 20.5 | |
| EmoEditType=Emotion Editing2026.05 | 64.6 | 59 | 29.9 | 84.4 | 19.3 | |
| Null-Text InversionType=Diffusion Inversion2026.05 | 64.1 | 52 | 27.5 | 87.1 | 24.5 | |
| EMOPortraitsType=Emotion Editing2026.05 | 63.8 | 57 | 29.3 | 85.2 | 20.1 | |
| Plug-and-PlayType=Attention Editing2026.05 | 63.5 | 50 | 26.8 | 83.2 | 25.3 | |
| InstructPix2PixType=Instruction Editing2026.05 | 63.2 | 54 | 28.1 | 81.2 | 25.6 | |
| ControlNet++Type=Improved Control2026.05 | 63.1 | 59 | 29.5 | 86.1 | 20.4 | |
| LooseControlType=Relaxed Control2026.05 | 62.4 | 58 | 29.1 | 85.4 | 21.3 | |
| ControlNetType=Conditioning2026.05 | 60.3 | 56 | 28.4 | 85.7 | 24.1 | |
| DiffusionRigType=Facial Control2026.05 | 58.1 | 50 | 27.1 | 84.3 | 23.3 | |
| Prompt-to-PromptType=Attention Control2026.05 | 56.7 | 45 | 25.5 | 78.2 | 27.9 | |
| DreamBoothType=Personalization2026.05 | 56.4 | 48 | 26.4 | 85.1 | 22.7 |