| Dataset | Conditioning Type | Metric (higher = better) | BOY | Baselines (cGAN, SPADE, DeepFill‑v2) | |---------|-------------------|--------------------------|-----|--------------------------------------| | | 5 random RGB points | FID ↓ 12.3 (BOY) vs. 24.7 (cGAN) / 21.1 (SPADE) | 12.3 | 24.7 / 21.1 | | COCO‑Stuff | 10 semantic keypoints | mIoU ↑ 0.68 vs. 0.45 (SPADE) / 0.51 (Pix2Pix) | 0.68 | 0.45 / 0.51 | | Cityscapes | 8 depth samples | LPIPS ↓ 0.112 vs. 0.209 (DeepFill‑v2) | 0.112 | 0.209 | | Real‑world sketches (user study) | Human‑drawn line art (≈ 30 strokes) | Mean Opinion Score 4.2/5 vs. 3.3 (SPADE) | 4.2 | 3.3 |
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