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Published at October 31

DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion

cs.CV

cs.AI

cs.GR

cs.RO

Released Date: October 31, 2024

Authors: Weicai Ye¹, Chenhao Ji², Zheng Chen³, Junyao Gao², Xiaoshui Huang⁴, Song-Hai Zhang³, Wanli Ouyang⁴, Tong He⁴, Cairong Zhao², Guofeng Zhang¹

Aff.: ¹State Key Lab of CAD&CG, Zhejiang University; ²Tongji University; ³Tsinghua University; ⁴Shanghai AI Laboratory

Arxiv: http://arxiv.org/abs/2410.24203v1

Refer to caption

	FID $\downarrow$	IS $\uparrow$	CS $\uparrow$	PSNR $\uparrow$	SSIM $\uparrow$	Inference time(s) $\downarrow$
$\mathit{K}$ = 1, $\mathit{S}$ = 10	73.30	3.40	22.14	29.99	0.69	30.06
$\mathit{K}$ = 2, $\mathit{S}$ = 10	66.02	3.34	22.92	32.04	0.79	33.12
$\mathit{K}$ = 3, $\mathit{S}$ = 10	69.89	3.58	22.76	32.29	0.81	35.79
$\mathit{K}$ = 4, $\mathit{S}$ = 6	68.39	3.57	22.74	33.32	0.86	26.61
$\mathit{K}$ = 4, $\mathit{S}$ = 8	67.30	3.54	22.66	33.00	0.84	32.23
$\mathit{K}$ = 4, $\mathit{S}$ = 10	65.98	3.37	22.59	33.39	0.87	37.91
$\mathit{K}$ = 4, $\mathit{S}$ = 12	62.79	3.26	22.65	32.89	0.83	43.72