Suspect Face Generation on ID-FFHQ
59.233AF Match RateID-SD (ours)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ID-SD (ours)Text input=true, LQ input=true, Sketch input=true, Backbone=SD-1.52026.05 | 59.233 | 0.3181 | 73.558 | 0.5963 | 29.835 | 0.8643 | 0.4694 | 0.6323 | -0.1805 | |
| ControlNet-SD (Sketch)Text input=true, LQ input=false, Sketch input=true, Backbone=SD-1.52026.05 | 44.019 | 0.27 | 51.142 | 0.5214 | 32.524 | 0.8462 | 0.5299 | 0.4758 | -0.5306 | |
| ID-PA (ours)Text input=true, LQ input=true, Sketch input=true, Backbone=PixArt-α2026.05 | 40.418 | 0.2675 | 62.06 | 0.5629 | 27.946 | 0.8519 | 0.4631 | 0.5642 | 0.9706 | |
| ControlNet-PA (Sketch)Text input=true, LQ input=false, Sketch input=true, Backbone=PixArt-α2026.05 | 25.513 | 0.2226 | 36.663 | 0.5049 | 31.86 | 0.8347 | 0.578 | 0.4891 | 0.8473 | |
| DiffFaceSketchText input=false, LQ input=false, Sketch input=true, Backbone=VQF42026.05 | 23.354 | 0.2123 | 43.825 | 0.5023 | 61.419 | 0.8327 | 0.3782 | 0.5316 | — | |
| ID-PA (zero text)Text input=false, LQ input=true, Sketch input=true, Backbone=PixArt-α2026.05 | 11.774 | 0.1633 | 23.47 | 0.4223 | 54.828 | 0.8326 | 0.5161 | 0.5088 | — | |
| ControlNet-PA (Dual Branch)Text input=true, LQ input=true, Sketch input=true, Backbone=PixArt-α2026.05 | 11.541 | 0.1766 | 28.311 | 0.4866 | 30.077 | 0.8264 | 0.5018 | 0.529 | 0.7259 | |
| Conditional Image (Condition Baseline)Text input=false, LQ input=true, Sketch input=true, Backbone=PixArt-α2026.05 | 11.056 | 0.1418 | 0.929 | 0.2775 | 405.33 | 0.7619 | 0.5305 | 0.4277 | — | |
| T2I-Adapter (Dual Branch)Text input=true, LQ input=true, Sketch input=true, Backbone=SD-1.52026.05 | 3.142 | 0.1125 | 5.923 | 0.3767 | 36.527 | 0.7982 | 0.509 | 0.4489 | 1.2896 | |
| ControlNet-PA (LQ)Text input=true, LQ input=true, Sketch input=false, Backbone=PixArt-α2026.05 | 1.278 | 0.084 | 5.226 | 0.3545 | 35.947 | 0.7629 | 0.5797 | 0.3868 | 0.216 | |
| OSDFaceText input=false, LQ input=true, Sketch input=false, Backbone=SD-2.12026.05 | 0.894 | 0.086 | 4.104 | 0.3613 | 38.645 | 0.7887 | 0.4471 | 0.5086 | — | |
| ControlNet-SD (LQ)Text input=true, LQ input=true, Sketch input=false, Backbone=SD-1.52026.05 | 0.581 | 0.0644 | 2.865 | 0.3069 | 46.927 | 0.7416 | 0.5739 | 0.4164 | -1.1448 | |
| PixArt-α (Model Baseline)Text input=true, LQ input=false, Sketch input=false, Backbone=PixArt-α2026.05 | 0.155 | 0.0377 | 0.077 | 0.1958 | 90.828 | 0.6935 | 0.7403 | 0.3601 | 4.9889 |