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Official Journal of the Asia Oceania Geosciences Society (AOGS)

Table 1 Training statistics and final FID scores of our GAN models. The term “kimg” refers to thousands of real images shown to the network and thus defines the length of the training process

From: Geophysical model generation with generative adversarial networks

GAN

Models

Total

Time (s/kimg)

FID

kimg

1080 Ti

1 V100

2 V100

 

StyleGAN2 config-e

Density 512 x 512

7500

156.2

95.4

58.7

35.62

StyleGAN2 config-e

Stratigraphy 512 x 512

6000

155.8

95.7

58.9

22.05

StyleGAN2 ADA

Density 512 x 512

1000

292.1

191.3

156.9

36.03