Deep Learning Approaches for Automatic Quality Assurance of Magnetic Resonance Images Using ACR Phantom

BMC Medical Imaging

Table 6 Accuracy and precision of deep learning models for 10-class classification of MRI images with fine-tuning and training from scratch

	Fine-tuned layers			From scratch (batch size = 3700 images)
	Number of fine-tuned layers	Accuracy	Precision	Accuracy	Precision
VGG16	5	88	76	73	70
VGG19	6	91	84	71	72
Resenet50	50	10	8	35	35
InceptionV3	50	57	37	21	19
EfficinetNetB0	50	49	56	19	18
EfficinetNetB5	50	100	100	90	88

ISSN: 1471-2342