Research Article

Deep Convolutional Neural Network for Ulcer Recognition in Wireless Capsule Endoscopy: Experimental Feasibility and Optimization

Table 6

Comparison of HAnet with other methods.

AC (%)SE (%)SP (%)

SPM-BoW-SVM [42]61.38 ± 1.2251.47 ± 2.6570.67 ± 2.24
Words-based-color-histogram [3]80.34 ± 0.2982.21 ± 0.3978.44 ± 0.29
vgg-16(480) [28]90.85 ± 0.9890.12 ± 1.1792.02 ± 2.52
dense-121(480) [26]91.26 ± 0.4390.47 ± 1.6792.07 ± 2.04
Inception-ResNet-v2(480) [27]91.45 ± 0.8090.81 ± 1.9592.12 ± 2.71
ResNet-34(480) [25]91.47 ± 0.5290.53 ± 1.1492.41 ± 1.66
HAnet-34(480)92.05 ± 0.5291.64 ± 0.9592.42 ± 1.54