Sketch-to-image on Sketchy (test)
0.74FIDLOTS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LOTSTraining Protocol=Proposed (Current), Conditioning (Visual/Textual)=Local/Local2026.02 | 0.74 | 0.66 | 0.826 | 0.706 | 0.7 | 0.691 | |
| IP-AdapterTraining Protocol=Fine-tuned, Conditioning (Visual/Textual)=Global/Global2026.02 | 0.75 | 0.621 | 0.799 | 0.751 | 0.59 | 0.637 | |
| LOTS*Training Protocol=Proposed (Prior), Conditioning (Visual/Textual)=Local/Local2026.02 | 0.79 | 0.651 | 0.818 | 0.709 | 0.692 | 0.651 | |
| ControlNetTraining Protocol=Fine-tuned, Conditioning (Visual/Textual)=Global/Global2026.02 | 0.82 | 0.655 | 0.812 | 0.76 | 0.652 | 0.583 | |
| ControlNetTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=Global/Global2026.02 | 0.96 | 0.633 | 0.801 | 0.709 | 0.579 | 0.623 | |
| Multi-ControlNetTraining Protocol=Fine-tuned, Conditioning (Visual/Textual)=Local/Global2026.02 | 0.96 | 0.634 | 0.799 | 0.722 | 0.61 | 0.546 | |
| Multi-ControlNetTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=Local/Global2026.02 | 0.98 | 0.624 | 0.786 | 0.687 | 0.528 | 0.638 | |
| SDTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=None/Global2026.02 | 1.03 | 0.613 | 0.753 | 0.694 | 0.43 | 0.652 | |
| AnyControlTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=Local/Global2026.02 | 1.06 | 0.608 | 0.788 | 0.688 | 0.554 | 0.495 | |
| SDXLTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=None/Global2026.02 | 1.09 | 0.567 | 0.757 | 0.781 | 0.547 | 0.661 | |
| GLIGENTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=None/Local2026.02 | 1.1 | 0.544 | 0.709 | 0.282 | 0.213 | 0.594 | |
| GLIGENTraining Protocol=Fine-tuned, Conditioning (Visual/Textual)=None/Local2026.02 | 1.12 | 0.57 | 0.734 | 0.33 | 0.292 | 0.511 | |
| T2I-AdapterTraining Protocol=Fine-tuned, Conditioning (Visual/Textual)=Global/Global2026.02 | 1.25 | 0.571 | 0.753 | 0.726 | 0.536 | 0.597 | |
| Multi-T2I-AdapterTraining Protocol=Fine-tuned, Conditioning (Visual/Textual)=Local/Global2026.02 | 1.36 | 0.561 | 0.741 | 0.754 | 0.487 | 0.592 | |
| T2I-AdapterTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=Global/Global2026.02 | 2.03 | 0.543 | 0.726 | 0.644 | 0.506 | 0.503 | |
| Multi-T2I-AdapterTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=Local/Global2026.02 | 2.25 | 0.52 | 0.709 | 0.527 | 0.371 | 0.489 | |
| IP-AdapterTraining Protocol=Zero-shot, Conditioning (Visual/Textual)=Global/Global2026.02 | 2.48 | 0.54 | 0.706 | 0.432 | 0.326 | 0.71 |