Table 3.
Applications of the use of GANs in brain MRI
| Applications of studies | No. of studies | Reference of the study |
|---|---|---|
| Applications of studies | ||
| Synthesis | 43 | [6–37, 39–49] |
| Segmentation | 32 | [50–81] |
| Diagnosis | 22 | [82–103] |
| Reconstruction | 13 | [119–131] |
| Super-resolution | 10 | [104–112, 118] |
| Prediction | 7 | [132–138] |
| Noise removal | 5 | [113–117] |
| Prognosis | 4 | [139–142] |
| Image registration | 2 | [143, 144] |
| 3D synthesis | 1 | [38] |
| Purpose of using GANs | ||
| Synthesis | 45 | [6–35, 53–59, 96–100, 120, 132, 133] |
| Segmentation | 26 | [60–81, 101, 102, 104, 104] |
| Diagnosis | 16 | [50–52, 82–93, 106] |
| Reconstruction | 15 | [12–123, 125–131] |
| Translation | 12 | [37, 41–49, 95, 118, 143] |
| Super-resolution | 7 | [38, 107–112] |
| Noise removal | 5 | [113–117] |
| Prediction | 5 | [134–138] |
| Prognosis | 4 | [139–142] |
| Features extraction | 1 | [39] |
| Translation | 1 | [37, 41–45, 47–49, 95, 118, 143] |
| Anomaly detection | 1 | [94] |
| Image registration | 1 | [144] |