Medical Image Retrieval Using Empirical Mode Decomposition with Deep Convolutional Neural Network

Table 6

Comparison of classification and retrieval performance of the proposed framework with other deep models and state-of-the-art on IRMA images with and without EMD components.

Methods	Classification				Retrieval (on Cosine similarity)
	IRMA error		F1 measure		IRMA error		mAP
	With EMD	Without EMD	With EMD	Without EMD	With EMD	Without EMD	With EMD	Without EMD
VGG16 [18]	115.08	98.29	0.53	0.52	65.53	57.18	0.53	0.54
ResNet50 [19]	80.8	92.62	0.63	0.55	47.53	62.2	0.73	0.70
AttentionResNet56 [27]	76.83	81.54	0.64	0.59	49.66	55.03	0.62	0.61
AttentionResNet56+center loss [52]	73.85	74.81	0.66	0.62	47.76	47.13	0.54	0.54
Proposed method	68.48	77.45	0.66	0.59	43.21	46.81	0.86	0.85