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Table 4 Comparison of accuracy using different dimensional fusion of structured data and pathological image

From: Richer fusion network for breast cancer classification based on multimodal data

Method Accuracy (validation) (%) Accuracy (test) (%)
Structured data only (29D) 90.3 78.5
Pathological image only (VGG16) 84.5 83.6
Structured data (29D) + Pathological image (FC-29D) 88.2 87.9
Structured data (29D) + Pathological image (FC-1280D) 88.6 85.2
Structured data (29D*10) + Pathological image (FC-1280D) 89.2 88.6
Structured data (29D*20) + Pathological image (FC-1280D) 93.3 91.1
Structured data (29D*30) + Pathological image (FC-1280D) 92.5 89.2
Structured data (29D*40) + Pathological image (FC-1280D) 89.5 88.7