notesum.ai

Published at November 25

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation

cs.CV

Released Date: November 25, 2024

Authors: Yuxuan Yang¹, Jingyao Wang², Tao Geng¹, Wenwen Qiang², Changwen Zheng², Fuchun Sun³

Aff.: ¹Nanjing Forestry University, Nanjing, China; ²University of Chinese Academy of Sciences, Beijing, China; ³Department of Computer Science and Technology, Tsinghua University, Beijing, China

Arxiv: http://arxiv.org/abs/2411.16301v1

	DesignHelper-Graphic Design						DesignHelper-Renderings
	Image $\rightarrow$ Text			Text $\rightarrow$ Image			Image $\rightarrow$ Text			Text $\rightarrow$ Image
Model	R@1	R@5	R@10	R@1	R@5	R@10	R@1	R@5	R@10	R@1	R@5	R@10
CLIP	67.5	74.9	77.0	40.1	52.8	55.4	78.1	85.1	88.0	44.2	64.8	71.5
SD-XL	68.7	76.9	79.2	42.6	54.3	56.8	79.1	86.7	90.4	46.1	67.3	72.5
CLIPOOD	64.8	71.6	74.2	38.7	49.1	52.8	75.0	82.1	84.7	40.9	61.5	68.3
AltCLIP	69.4	77.5	81.4	45.2	54.6	59.1	80.2	87.9	91.3	48.2	67.6	74.4
iDesignerCLIP	68.5	75.3	79.4	43.2	54.8	57.9	79.3	86.1	90.7	46.3	65.9	73.8
DiffDesign	74.9	82.4	84.6	49.3	59.6	61.7	85.9	91.6	94.8	50.2	69.8	77.4