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Sketch-to-Image Generation on Sketchy In the Wild

1.16FID

IP-Adapter

Updated 4d ago

Evaluation Results

Method	Links
IP-Adapter 2026.02		1.16	0.603	0.788	0.757	0.601	0.673
LOTS* 2026.02		1.19	0.629	0.808	0.749	0.663	0.673
LOTS 2026.02		1.23	0.636	0.817	0.735	0.684	0.709
ControlNet 2026.02		1.24	0.635	0.799	0.763	0.649	0.565
ControlNet 2026.02		1.37	0.62	0.786	0.71	0.54	0.616
Multi-ControlNet 2026.02		1.37	0.619	0.782	0.683	0.513	0.635
Multi-ControlNet 2026.02		1.37	0.626	0.793	0.734	0.604	0.535
AnyControl 2026.02		1.41	0.602	0.792	0.697	0.568	0.538
SD 2026.02		1.46	0.614	0.759	0.703	0.438	0.645
SDXL 2026.02		1.46	0.566	0.759	0.787	0.541	0.661
GLIGEN 2026.02		1.57	0.538	0.709	0.293	0.223	0.599
GLIGEN 2026.02		1.58	0.566	0.732	0.322	0.317	0.512
T2I-Adapter 2026.02		1.6	0.582	0.752	0.757	0.511	0.606
Multi-T2I-Adapter 2026.02		1.72	0.57	0.739	0.741	0.481	0.599
T2I-Adapter 2026.02		2.54	0.535	0.725	0.638	0.522	0.495
Multi-T2I-Adapter 2026.02		2.64	0.521	0.707	0.495	0.365	0.487
IP-Adapter 2026.02		2.75	0.539	0.708	0.406	0.319	0.714