notesum.ai

Published at December 10

cs.CV

cs.AI

Released Date: December 10, 2024

Authors: Donghwna Lee¹, Kyungha Min, Kirok Kim, Seyoung Jeong, Jiwoo Jeong, Wooju Kim

Aff.: ¹Department of Industrial Engineering, Yonsei University, Seoul, Republic of Korea

Method	FID $\downarrow$	$\text{FID}_{\text{t}}$ $\downarrow$	LPIPS $\downarrow$	SSIM $\uparrow$	PSNR $\uparrow$
Evaluation on 256 $\times$ 176 resolution
SPGNet^†	16.184	14.107	0.2256	0.6965	17.222
DPTN^†	17.419	15.491	0.2093	0.6975	17.811
NTED^†	8.517	6.935	0.1770	0.7156	17.740
CASD^†	13.137	11.619	0.1781	0.7224	17.880
PIDM^†	6.812	5.168	0.2006	0.6621	15.630
PoCoLD	8.067	-	0.1642	0.7310	-
CFLD^†	6.804	5.688	0.1519	0.7378	18.235
PCDM^‡	7.699	5.901	0.1572	0.7280	18.385
FPDM (Ours; B6)	7.318	5.459	0.1445	0.7417	18.832
VAE Reconstructed	8.338	1.250	0.0103	0.9634	34.878
Ground Truth	7.847	0.000	0.0000	1.0000	$+\infty$
Evaluation on 512 $\times$ 352 resolution
CoCosNet2	13.325	-	0.2265	0.7236	-
NTED^†	7.645	6.602	0.1999	0.7359	17.385
PoCoLD	8.416	-	0.1920	0.7430	-
CFLD^†	7.149	6.177	0.1819	0.7478	17.645
PCDM^‡	7.747	6.086	0.1729	0.7471	18.028
FPDM(Ours; B4)	7.464	5.797	0.1734	0.7466	18.125
FPDM (Ours; B6)	7.534	5.884	0.1717	0.7487	18.197
VAE Reconstructed	8.492	1.488	0.0212	0.9149	30.633
Ground Truth	8.010	0.000	0.0000	1.0000	$+\infty$