Human Image Controllability and Editing on AffectHuman-43K (test)
76.4AccuracyControlla
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ControllaType=Structured Geometry2026.05 | 76.4 | 71 | 31.6 | 86.2 | 12.6 | |
| FLUX.1 KontextType=Unified Editing2026.05 | 74.3 | 67 | 32.1 | 86.2 | 15.9 | |
| DB + ControlNet++Type=Hybrid2026.05 | 73.8 | 64 | 31.8 | 88.2 | 21.4 | |
| ICEditType=Instruction Editing2026.05 | 73.1 | 66 | 31.8 | 85.8 | 16.6 | |
| Emu EditType=Instruction Editing2026.05 | 72.4 | 64 | 31.4 | 85.2 | 18.9 | |
| ACE++Type=Instruction Editing2026.05 | 71.8 | 63 | 31.1 | 84.6 | 17.8 | |
| EmoEditType=Emotion Editing2026.05 | 70.5 | 62 | 30.7 | 85.3 | 18.4 | |
| FlowChefType=Flow Control2026.05 | 70.1 | 65 | 30.4 | 85 | 19.8 | |
| EMOPortraitsType=Emotion Editing2026.05 | 69.8 | 60 | 30.1 | 86.1 | 19.2 | |
| ControlNet++Type=Improved Control2026.05 | 69.6 | 61 | 30.2 | 82.4 | 19.1 | |
| LooseControlType=Relaxed Control2026.05 | 68.8 | 60 | 29.8 | 81.8 | 20.3 | |
| EmoGenType=Emotion Generation2026.05 | 68.7 | 59 | 29.8 | 84.8 | 20.5 | |
| DiffusionCLIPType=Latent Editing2026.05 | 67.8 | 57 | 28.9 | 86.1 | 23.1 | |
| ControlNetType=Conditioning2026.05 | 67.4 | 58 | 29.1 | 80.1 | 24.3 | |
| Null-Text InversionType=Diffusion Inversion2026.05 | 66.4 | 55 | 28.3 | 88.2 | 23.8 | |
| InstructPix2PixType=Instruction Editing2026.05 | 65.5 | 56 | 28.8 | 82.3 | 24.9 | |
| Plug-and-PlayType=Attention Editing2026.05 | 65.1 | 53 | 27.5 | 84.2 | 24.7 | |
| DiffusionRigType=Facial Control2026.05 | 64.2 | 52 | 27.8 | 87.4 | 22.1 | |
| DreamBoothType=Personalization2026.05 | 62.6 | 50 | 27.1 | 88.2 | 21.4 | |
| Prompt-to-PromptType=Attention Control2026.05 | 58.9 | 47 | 26.3 | 80.1 | 27.1 |