TABLE I.

Architecture of the generator ${\mathcal{G}}_{\theta }$. ℓ(z) means the number of elements in each latent vector.

Input size	filter sz	# filters	Padding	Stride	Output size
1 × 1 × ℓ(z)	1 × 1	100	0	1	1 × 1 × 100
1 × 1 × 100	3 × 3	8d	0	1	3 × 3 × 8d
3 × 3 × 8d	3 × 3	8d	0	1	5 × 5 × 8d
5 × 5 × 8d	4 × 4	4d	1	2	10 × 10 × 4d
10 × 10 × 4d	4 × 4	4d	1	2	20 × 20 × 4d
20 × 20 × 4d	3 × 3	4d	0	2	41 × 41 × 4d
41 × 41 × 4d	5 × 5	2d	1	2	85 × 85 × 2d
85 × 85 × 2d	4 × 4	d	1	2	170 × 170 × d
170 × 170 × d	4 × 4	d	1	2	340 × 340 × d
340 × 340 × d	3 × 3	2	1	2	340 × 340 × 2