Text-to-3D Facial Expression Generation on Txt2Emote Implicit Expression Descriptions
0.66L1 Distance (Head)EmoteGPT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EmoteGPTTraining (Exp)=Yes, Training (Imp)=Yes2026.07 | 0.66 | 0.57 | 0.48 | 44 | 1.09 | 2.69 | |
| EmoteGPT2026.07 | 0.66 | — | — | — | 1.09 | 2.69 | |
| EmoteGPT2026.07 | 0.7 | — | — | — | 1.19 | 2.93 | |
| Vicuna-1.5-7bTraining (Exp)=Yes, Training (Imp)=Yes2026.07 | 0.71 | 0.49 | 0.39 | 41 | 1.21 | 2.94 | |
| CLIPTraining (Exp)=Yes, Training (Imp)=Yes2026.07 | 0.73 | 0.49 | 0.41 | 41 | 1.24 | 3.04 | |
| EmoteGPTTraining (Exp)=Yes, Training (Imp)=No2026.07 | 0.74 | 0.49 | 0.44 | 41 | 1.3 | 3.27 | |
| Vicuna-1.5-7bTraining (Exp)=Yes, Training (Imp)=No2026.07 | 0.8 | 0.47 | 0.34 | 38 | 1.35 | 3.37 | |
| FLAMETraining (Exp)=No, Training (Imp)=No2026.07 | 0.83 | — | — | — | 1.41 | 3.57 | |
| CLIPTraining (Exp)=Yes, Training (Imp)=No2026.07 | 0.84 | 0.36 | 0.28 | 32 | 1.45 | 3.7 | |
| Portrait3D2026.07 | 1.03 | — | — | — | 1.74 | 4.43 | |
| HumanNorm2026.07 | 1.05 | — | — | — | 1.8 | 4.64 | |
| Z-image-Turbo2026.07 | 1.26 | — | — | — | 2.12 | 5.22 | |
| SDXL2026.07 | 1.34 | — | — | — | 2.22 | 5.33 | |
| Flux.1[dev]2026.07 | 1.43 | — | — | — | 2.33 | 5.5 | |
| Describe3DTraining (Exp)=No, Training (Imp)=No2026.07 | — | 0.19 | 0.08 | 19 | — | — |