notesum.ai

Published at December 3

cs.CV

cs.AI

Released Date: December 3, 2024

Authors: Jiangtao Wang¹, Zhen Qin², Yifan Zhang³, Vincent Tao Hu⁴, Björn Ommer, Rania Briq, Stefan Kesselheim

Aff.: ¹Jülich Supercomputing Centre; ²TapTap; ³Tsinghua University; ⁴CompVis @ LMU Munich, MCML

Codebook Init	Norm	rFID $\downarrow$	IS $\uparrow$	LPIPS $\downarrow$	PSNR $\uparrow$	SSIM $\uparrow$	Usage $\uparrow$	PPL $\uparrow$
$\mathcal{U}(-1/V,1/V)$		11.37	84	0.12	22.3	0.64	3.38%	237
$\mathcal{U}(-1/V,1/V)$	$\ell_{2}$	5.343	113	0.10	23.7	0.71	100%	8077
$\ell_{2}(\mathcal{N}(0,1))$		5.343	113	0.12	23.9	0.72	100%	7408
$\ell_{2}(\mathcal{N}(0,1))$	$\ell_{1}$	8.312	94	0.12	22.1	0.66	33.9%	566
$\ell_{2}(\mathcal{N}(0,1))$	$\ell_{2}$	5.375	113	0.11	23.59	0.71	100%	8062