Table 3.

Classification performance of different descriptors based on three-channel features.

Features	Magnification	Image_accuracy (%)	Patient_accuracy (%)	Sensitivity (%)	Precision (%)	F1-score (%)
GLCM1	40X	94.12 ± 2.19	93.48 ± 2.70	94.99 ± 1.53	97.01 ± 2.31	95.98 ± 1.73
	100X	92.65 ± 3.08	91.74 ± 3.89	95.61 ± 4.81	94.53 ± 1.56	95.01 ± 2.47
	200X	94.67 ± 2.02	94.24 ± 2.86	97.17 ± 3.49	95.81 ± 2.01	96.44 ± 1.54
	400X	90.98 ± 2.17	91.43 ± 2.19	91.80 ± 4.09	95.76 ± 3.01	93.66 ± 1.81
GLCM4	40X	93.42 ± 3.54	92.95 ± 4.02	94.72 ± 3.94	96.26 ± 2.22	95.46 ± 2.83
	100X	91.98 ± 3.79	91.16 ± 3.88	96.57 ± 3.62	92.85 ± 2.76	94.65 ± 2.86
	200X	93.53 ± 3.50	92.81 ± 4.72	96.14 ± 3.98	95.36 ± 2.75	95.70 ± 2.37
	400X	90.65 ± 2.93	90.76 ± 3.28	93.54 ± 3.49	93.72 ± 3.76	93.56 ± 2.20
APVEC	40X	92.12 ± 1.09	90.55 ± 0.84	94.67 ± 2.04	94.83 ± 1.31	94.72 ± 0.66
	100X	90.20 ± 2.33	89.18 ± 3.45	94.05 ± 2.36	93.16 ± 4.15	93.52 ± 1.40
	200X	94.97 ± 1.35	94.21 ± 2.37	98.30 ± 0.73	95.21 ± 1.79	96.72 ± 0.84
	400X	92.78 ± 3.14	93.30 ± 3.25	94.07 ± 4.91	96.04 ± 2.54	94.96 ± 2.35
HIM	40X	89.21 ± 1.59	86.44 ± 3.46	93.96 ± 2.36	91.81 ± 2.46	92.85 ± 2.31
	100X	88.99 ± 2.45	87.67 ± 3.14	94.17 ± 3.38	91.62 ± 3.84	92.78 ± 1.48
	200X	92.93 ± 1.89	92.19 ± 2.87	95.06 ± 2.28	95.59 ± 1.60	95.30 ± 1.20
	400X	88.64 ± 3.97	88.61 ± 4.94	91.77 ± 6.21	92.73 ± 2.11	92.14 ± 3.03
Wavelet	40X	80.98 ± 4.23	80.03 ± 7.16	97.66 ± 4.23	80.78 ± 8.00	88.38 ± 4.81
	100X	80.36 ± 3.66	80.24 ± 1.03	97.02 ± 4.62	80.82 ± 4.39	88.04 ± 2.53
	200X	78.99 ± 4.47	76.50 ± 3.33	97.37 ± 3.63	79.46 ± 4.22	87.43 ± 2.86
	400X	76.08 ± 2.22	76.79 ± 1.45	89.65 ± 4.31	80.27 ± 3.99	84.56 ± 1.74
Tamura	40X	78.91 ± 3.30	78.62 ± 1.27	97.23 ± 3.93	79.30 ± 6.16	87.31 ± 2.17
	100X	78.68 ± 4.03	78.09 ± 1.17	99.27 ± 0.43	78.18 ± 4.08	87.43 ± 2.66
	200X	77.37 ± 1.89	76.00 ± 2.09	94.43 ± 3.02	79.41 ± 2.38	86.23 ± 1.59
	400X	75.88 ± 2.86	75.66 ± 1.72	94.04 ± 2.18	77.68 ± 2.64	85.06 ± 2.18
LBP	40X	84.38 ± 2.32	86.51 ± 2.43	93.23 ± 2.92	87.07 ± 3.48	89.87 ± 2.37
	100X	83.91 ± 4.84	85.20 ± 3.78	95.95 ± 2.63	84.66 ± 5.15	89.89 ± 3.33
	200X	83.26 ± 4.04	84.05 ± 3.27	92.24 ± 4.23	86.39 ± 4.03	89.15 ± 3.13
	400X	82.35 ± 5.56	82.76 ± 4.84	91.64 ± 4.12	85.57 ± 6.45	88.35 ± 3.81
CLBP	40X	82.63 ± 3.54	83.18 ± 3.68	93.29 ± 3.77	85.03 ± 6.84	88.89 ± 2.95
	100X	82.64 ± 4.69	84.31 ± 3.66	95.46 ± 3.93	83.83 ± 5.31	89.14 ± 3.10
	200X	78.72 ± 2.61	78.20 ± 2.36	95.65 ± 4.81	80.13 ± 3.58	87.08 ± 1.91
	400X	75.26 ± 4.01	75.97 ± 2.28	94.39 ± 5.78	77.40 ± 5.36	84.81 ± 2.42
Gabor	40X	86.11 ± 4.46	84.87 ± 4.85	97.00 ± 1.34	86.45 ± 6.92	91.29 ± 3.20
	100X	89.98 ± 2.15	89.79 ± 2.74	93.45 ± 2.87	93.37 ± 3.78	93.33 ± 1.39
	200X	91.04 ± 2.66	89.65 ± 3.97	97.14 ± 1.86	91.58 ± 3.78	94.23 ± 1.72
	400X	88.94 ± 2.87	87.84 ± 2.69	96.96 ± 1.74	88.94 ± 3.07	92.75 ± 1.99
Hog	40X	76.59 ± 4.42	76.82 ± 7.21	95.42 ± 2.97	78.68 ± 10.21	85.94 ± 4.74
	100X	76.06 ± 4.00	75.54 ± 2.64	95.13 ± 5.36	78.21 ± 5.80	85.59 ± 2.50
	200X	76.83 ± 3.35	76.28 ± 2.18	93.32 ± 3.38	79.60 ± 4.38	85.81 ± 2.30
	400X	77.88 ± 3.23	78.20 ± 1.72	89.69 ± 4.25	82.28 ± 5.96	85.59 ± 1.94

The bold values indicate the best value of each metric.