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Table 6 Results of ‘Visual Turing Test’ on different DCGAN- and WGAN [104]—generated brain tumor MR images presented by Han et al. [140]

From: A survey on Image Data Augmentation for Deep Learning

  Accuracy (%) Real selected as real Real as synt Synt as real Synt as synt
T1 (DCGAN, 128 × 128) 70 26 24 6 44
Tlc (DCGAN, 128 × 128) 71 24 26 3 47
T2 (DCGAN, 128 × 128) 64 22 28 8 42
FLAIR (DCGAN, 128 × 128) 54 12 38 8 42
Concat (DCGAN, 128 × 128) 77 34 16 7 43
Concat (DCGAN, 64 × 64) 54 13 37 9 41
T1 (WGAN, 128 × 128) 64 20 30 6 44
Tlc (WGAN, 128 × 128) 55 13 37 8 42
T2 (WGAN, 128 × 128) 58 19 31 11 39
FLAIR (WGAN, 128 × 128) 62 16 34 4 46
Concat (WGAN, 128 × 128) 66 31 19 15 35
Concat (WGAN, 64 × 64) 53 18 32 15 35