Research Article

Diagnosis System of Microscopic Hyperspectral Image of Hepatobiliary Tumors Based on Convolutional Neural Network

Table 2

Comparison results of S4CNN with different methods in the Indian Pines data set.

MethodType
SVM3DCNNBASE-3DCNNSSRNS4CNN

Corn-notill87.3383.4669.5530.44100.00
Corn-min80.1392.2897.5498.4995.41
Corn52.3188.1387.9697.8997.43
Grass-pasture91.3087.1895.4392.5199.58
Grass-trees99.7391.3697.2496.7398.07
Grass-pasture-mowed67.8835.71100.00100.00100.00
Hay-windrowed100.00100.00100.00100.00100.00
OA (%)88.7093.1596.1597.1297.71
AA (%)81.5683.6394.5289.6496.87
Kappa × 10087.0692.1695.6296.7297.39