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Table 3 Applications of the use of GANs in brain MRI

From: The role of generative adversarial networks in brain MRI: a scoping review

Applications of studies No. of studies Reference of the study
Applications of studies
Synthesis 43 [6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37, 39,40,41,42,43,44,45,46,47,48,49]
Segmentation 32 [50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81]
Diagnosis 22 [82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103]
Reconstruction 13 [119,120,121,122,123,124,125,126,127,128,129,130,131]
Super-resolution 10 [104,105,106,107,108,109,110,111,112, 118]
Prediction 7 [132,133,134,135,136,137,138]
Noise removal 5 [113,114,115,116,117]
Prognosis 4 [139,140,141,142]
Image registration 2 [143, 144]
3D synthesis 1 [38]
Purpose of using GANs
Synthesis 45 [6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35, 53,54,55,56,57,58,59, 96,97,98,99,100, 120, 132, 133]
Segmentation 26 [60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81, 101, 102, 104, 104]
Diagnosis 16 [50,51,52, 82,83,84,85,86,87,88,89,90,91,92,93, 106]
Reconstruction 15 [12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123, 125,126,127,128,129,130,131]
Translation 12 [37, 41,42,43,44,45,46,47,48,49, 95, 118, 143]
Super-resolution 7 [38, 107,108,109,110,111,112]
Noise removal 5 [113,114,115,116,117]
Prediction 5 [134,135,136,137,138]
Prognosis 4 [139,140,141,142]
Features extraction 1 [39]
Translation 1 [37, 41,42,43,44,45, 47,48,49, 95, 118, 143]
Anomaly detection 1 [94]
Image registration 1 [144]