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. 2022 Jul 8;11(3):333–368. doi: 10.1007/s13735-022-00240-x

Table 2.

Index of GANs variants for different human organs segmentation

GANs architecture Year No. of Studies Papers published on different human organs
Vanilla-GAN 2014 84

Brain:

[1638]

Retina:

[3954]

Microscopic:

[5564]

Multi-Organs:

[6571]

Liver:

[7277]

Skin:

[7883]

Orthopedic:

[8487]

Cardiac:

[8891]

Breast:

[9295]

Lungs:

[9698]

Kidney:

[99]

[100]

Conditional-GAN 2014 21

Cardiac:

[101107]

Brain:

[108114]

Microscopic:

[107, 115, 116]

Orthopedic:

[117]

Skin:

[118, 119]

Breast:

[120]

Retina:

[121]

Brain:

[111]

Cycle-GAN 2017 09

Microscopic:

[122124]

Brain:

[125127]

Cardiac:

[128, 129]

Multi-Organ:

[130]

Pix2Pix-GAN 2016 07

Multi-Organ:

[131]

Microscopic:

[132]

Brain:

[133, 134]

Retina:

[135]

Liver:

[136]

Bone:

[137]

Patch-GAN 2017 04

Retina:

[135, 138]

Bone:

[139]

Brain:

[140]

Wasserstein-GAN 2017 02

Breast:

[141]

Brain:

[142]

Style-GAN 2019 01

Lung:

[143]

DC-GAN 2015 01

Skin:

[144]