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: Retina: Microscopic: Multi-Organs: Liver: Skin: |
Orthopedic: Cardiac: Breast: Lungs: Kidney: [99] [100] |
| Conditional-GAN | 2014 | 21 |
Cardiac: Brain: Microscopic: Orthopedic: [117] |
Skin: Breast: [120] Retina: [121] Brain: [111] |
| Cycle-GAN | 2017 | 09 |
Microscopic: Brain: |
Cardiac: Multi-Organ: [130] |
| Pix2Pix-GAN | 2016 | 07 |
Multi-Organ: [131] Microscopic: [132] Brain: |
Retina: [135] Liver: [136] Bone: [137] |
| Patch-GAN | 2017 | 04 |
Retina: Bone: [139] |
Brain: [140] |
| Wasserstein-GAN | 2017 | 02 |
Breast: [141] |
Brain: [142] |
| Style-GAN | 2019 | 01 |
Lung: [143] |
|
| DC-GAN | 2015 | 01 |
Skin: [144] |
|