notesum.ai

Published at November 15

USP-Gaussian: Unifying Spike-based Image Reconstruction, Pose Correction and Gaussian Splatting

cs.CV

cs.AI

Released Date: November 15, 2024

Authors: Kang Chen¹, Jiyuan Zhang¹, Zecheng Hao¹, Yajing Zheng¹, Tiejun Huang¹, Zhaofei Yu¹

Aff.: ¹School of Computer Science, Peking University

Arxiv: http://arxiv.org/abs/2411.10504v1

[Uncaptioned image]

Methods	Wine				Tanabata				Factory				Outdoorpool				Avg
Methods	PSNR	SSIM	LPIPS		PSNR	SSIM	LPIPS		PSNR	SSIM	LPIPS		PSNR	SSIM	LPIPS		PSNR	SSIM	LPIPS
TFP-3DGS [43]	24.138	0.796	0.239		24.626	0.778	0.274		27.845	0.852	0.179		28.024	0.786	0.294		26.158	0.803	0.239
TFI-3DGS [43]	23.846	0.733	0.251		21.168	0.550	0.529		25.019	0.734	0.278		24.755	0.637	0.446		23.697	0.663	0.376
Spk2Img-3DGS [36]	21.150	0.789	0.178		20.451	0.758	0.214		25.115	0.806	0.143		23.362	0.647	0.417		22.520	0.750	0.238
SpikeNeRF [45]	25.888	0.798	0.200		25.965	0.725	0.295		27.531	0.780	0.191		25.642	0.657	0.396		26.257	0.740	0.270
SpikeGS [32]	25.698	0.835	0.247		26.174	0.826	0.243		28.627	0.864	0.214		28.287	0.797	0.273		27.196	0.832	0.244
Ours	26.476	0.862	0.176		26.300	0.827	0.213		28.694	0.861	0.207		30.142	0.820	0.270		27.903	0.843	0.217