notesum.ai

Published at May 9

NeurIPS

Released Date: May 9, 2024

Authors: Ruijie Zhu¹, Yanzhe Liang¹, Hanzhi Chang¹, Jiacheng Deng¹, Jiahao Lu¹, Wenfei Yang¹, Tianzhu Zhang¹, Yongdong Zhang¹

Aff.: ¹University of Science and Technology of China / Deep Space Exploration Lab

Method	Sieve			Plate			Bell			Press
Method	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$
3D-GS [10]	23.16	0.8203	0.2247	16.14	0.6970	0.4093	21.01	0.7885	0.2503	22.89	0.8163	0.2904
TiNeuVox [59]	21.49	0.8265	0.3176	20.58	0.8027	0.3317	23.08	0.8242	0.2568	24.47	0.8613	0.3001
HyperNeRF [49]	25.43	0.8798	0.1645	18.93	0.7709	0.2940	23.06	0.8097	0.2052	26.15	0.8897	0.1959
NeRF-DS [73]	25.78	0.8900	0.1472	20.54	0.8042	0.1996	23.19	0.8212	0.1867	25.72	0.8618	0.2047
Deformable-3DGS [17]	25.14	0.8674	0.1502	18.82	0.7404	0.3554	25.42	0.8481	0.1570	25.41	0.8614	0.1918
Ours	26.17	0.8884	0.1502	21.01	0.8213	0.1907	26.33	0.8688	0.1490	26.63	0.8865	0.1955
Method	Cup			As			Basin			Mean
Method	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$
3D-GS [10]	21.71	0.8304	0.2548	22.69	0.8017	0.2994	18.42	0.7170	0.3153	20.29	0.7816	0.2920
TiNeuVox [59]	19.71	0.8109	0.3643	21.26	0.8289	0.3967	20.66	0.8145	0.2690	21.61	0.8234	0.2766
HyperNeRF [49]	24.59	0.8770	0.1650	25.58	0.8949	0.1777	20.41	0.8199	0.1911	23.45	0.8488	0.1990
NeRF-DS [73]	24.91	0.8741	0.1737	25.13	0.8778	0.1741	19.96	0.8166	0.1855	23.60	0.8494	0.1816
Deformable-3DGS [17]	24.76	0.8876	0.1544	26.08	0.8827	0.1832	19.61	0.7888	0.1871	23.61	0.8394	0.1970
Ours	24.97	0.8916	0.1556	26.56	0.8902	0.1757	20.11	0.8126	0.1865	24.54	0.8656	0.1719