notesum.ai

Published at October 30

cs.CV

cs.AI

Released Date: October 30, 2024

Authors: Alessandro D'Amelio¹, Giuseppe Cartella², Vittorio Cuculo², Manuele Lucchi¹, Marcella Cornia², Rita Cucchiara², Giuseppe Boccignone¹

Aff.: ¹University of Milan, Italy; ²University of Modena and Reggio Emilia, Italy

		Dim		GMM		MM (KL-Div) $\downarrow$		SM (KL-Div) $\downarrow$		SED $\downarrow$
	CNN	Img	TPP	$K$	$G$	Dur	Avg	w/ Dur	w/o Dur	Avg
Image Backbone
	RN	256	256	4	16	0.011	0.037	0.113	0.101	17.575
	DN	256	256	4	16	0.012	0.028	0.078	0.060	17.032
Image and TPP Dimensionalities
	DN	128	128	4	16	0.010	0.031	0.094	0.069	16.959
	DN	128	256	4	16	0.012	0.030	0.084	0.063	16.887
	DN	256	128	4	16	0.009	0.037	0.105	0.082	17.413
	DN	256	256	4	16	0.012	0.028	0.078	0.060	17.032
	DN	256	512	4	16	0.010	0.031	0.101	0.095	17.462
	DN	512	256	4	16	0.008	0.032	0.110	0.093	17.497
	DN	512	512	4	16	0.009	0.027	0.104	0.077	17.154
Mixture Components
	DN	256	256	2	16	0.014	0.027	0.092	0.071	16.944
	DN	256	256	4	16	0.012	0.028	0.078	0.060	17.032
	DN	256	256	2	32	0.009	0.030	0.109	0.098	17.216
	DN	256	256	4	32	0.009	0.031	0.103	0.076	17.252