notesum.ai

Published at October 21

cs.CL

cs.AI

cs.LG

68T50 (Primary) 68T07 (Secondary)

I.2.7

Released Date: October 21, 2024

Authors: Giannis Daras¹, Weili Nie², Karsten Kreis², Alex Dimakis, Morteza Mardani², Nikola Borislavov Kovachki, Arash Vahdat²

Aff.: ¹UT Austin; ²NVIDIA

Model	FID $\downarrow$	Inception $\uparrow$	CLIP Txt $\uparrow$	CLIP Img $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	MSE $\downarrow$
Super-resolution GP	37.514	11.917	0.272 ${\pm}$ 0.042	0.955 ${\pm}$ 0.029	0.770 ${\pm}$ 0.106	0.253 ${\pm}$ 0.076	0.004 ${\pm}$ 0.004
Super-resolution Indep.	40.843	11.679	0.271 ${\pm}$ 0.041	0.957 ${\pm}$ 0.027	0.785 ${\pm}$ 0.108	0.242 ${\pm}$ 0.078	0.004 ${\pm}$ 0.004
Inpainting GP	58.727	11.769	0.276 ${\pm}$ 0.042	0.929 ${\pm}$ 0.060	0.798 ${\pm}$ 0.134	0.181 ${\pm}$ 0.122	0.056 ${\pm}$ 0.084
Inpainting Indep.	61.380	11.707	0.275 ${\pm}$ 0.048	0.913 ${\pm}$ 0.089	0.778 ${\pm}$ 0.161	0.198 ${\pm}$ 0.134	0.057 ${\pm}$ 0.076