notesum.ai

Published at November 15

ColorEdit: Training-free Image-Guided Color editing with diffusion model

cs.CV

cs.AI

Released Date: November 15, 2024

Authors: Xingxi Yin¹, Zhi Li¹, Jingfeng Zhang¹, Chenglin Li¹, Yin Zhang¹

Aff.: ¹Zhejiang University

Arxiv: http://arxiv.org/abs/2411.10232v1

Refer to caption

	Generated dataset						ColorBench
Method	$DS\uparrow$	$SSIM\uparrow$	$CS\uparrow$	$L1^{Hue}_{obj}\downarrow$	$L1^{HSV}_{obj}\downarrow$	$LPIPS_{bg}\downarrow$	$SSIM\uparrow$	$LPIPS_{obj}\downarrow$	$LPIPS_{bg}\downarrow$
P2P	0.926	0.803	17.820	53.083	58.851	0.042	0.6238	0.332	0.035
PnP	0.890	0.762	17.765	54.837	58.659	0.058	0.5557	0.385	0.085
FreePromptEditing	0.911	0.726	17.897	52.504	58.619	0.077	0.6848	0.265	0.016
InstructPix2Pix	0.949	0.760	17.711	48.280	58.218	0.103	0.7750	0.145	0.044
Instructdiffusion	0.823	0.673	17.607	50.849	58.327	0.106	0.5517	0.232	0.153
MGIE	0.89	0.728	17.698	53.395	60.624	0.08	0.6756	0.208	0.076
Ours	0.957	0.83	17.906	50.800	56.655	0.016	0.7751	0.195	0.006