SchizoGoogLeNet: The GoogLeNet-Based Deep Feature Extraction Design for Automatic Detection of Schizophrenia

Table 2

The sizes of different parts of data.

Data	Category	Training data	Validation data	Testing data
Balanced	HC	224 × 224 × 3 × 6458	224 × 224 × 3 × 922	224 × 224 × 3 × 1846
	SZ	224 × 224 × 3 × 6458	224 × 224 × 3 × 922	224 × 224 × 3 × 1846
	Total	224 × 224 × 3 × 12916	224 × 224 × 3 × 1844	224 × 224 × 3 × 3692
Unbalanced	HC	224 × 224 × 3 × 6458	224 × 224 × 3 × 922	224 × 224 × 3 × 1846
	SZ	224 × 224 × 3 × 9782	224 × 224 × 3 × 1397	224 × 224 × 3 × 2796
	Total	224 × 224 × 3 × 16240	224 × 224 × 3 × 2319	224 × 224 × 3 × 4642

SZ = schizophrenia; HC = healthy control.