Skip to main content

Table 5 Evaluation mechanisms used in different studies

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

Evaluation mechanism Number of studies IDs of studies
Train, validate, test split 17 [6, 16, 17, 22, 37, 58, 59, 65, 76, 81, 89, 97,98,99, 106, 121, 126]
Training, test split 38 [10, 11, 13, 14, 20, 24, 33, 35, 36, 40, 45, 47, 50, 52, 53, 57, 66, 68, 69, 77, 87, 92, 98, 100, 103, 104, 107, 108, 110, 112, 115,116,117, 122, 125, 127, 128, 130]
Twofold cross-validation 3 [9, 75, 114]
Threefold cross-validation 2 [134, 137]
Fourfold cross-validation 2 [56, 70]
Fivefold cross-validation method 12 [7, 8, 21, 25, 29, 41, 46, 62, 90, 113, 120, 129]
Sevenfold cross-validation 2 [79, 139]
Tenfold cross-validation 6 [42, 80, 84, 95, 96, 101]
External 7 [31, 32, 43, 45, 48, 118, 135]