Table 7.

Classification performance of GLCM1 combined with other descriptors.

Features	Magnification	Image_accuracy (%)	Patient_accuracy (%)	Sensitivity (%)	Precision (%)	F1-score (%)
GLCM1+APVEC	40X	94.22 ± 2.18	93.70 ± 2.68	95.77 ± 2.19	96.39 ± 1.57	96.07 ± 1.77
	100X	92.78 ± 2.88	91.80 ± 3.67	95.47 ± 4.45	94.83 ± 1.84	95.09 ± 2.29
	200X	94.77 ± 2.18	94.33 ± 2.99	97.23 ± 3.64	95.89 ± 2.13	96.50 ± 1.65
	400X	91.20 ± 2.17	91.59 ± 1.94	91.82 ± 3.90	96.03 ± 2.9	93.80 ± 1.80
GLCM1+ HIM	40X	94.13 ± 1.85	93.15 ± 2.52	95.26 ± 2.24	96.75 ± 1.33	95.99 ± 1.56
	100X	92.69 ± 2.71	91.17 ± 3.58	95.46 ± 4.74	94.75 ± 1.71	95.03 ± 2.22
	200X	94.88 ± 2.39	94.30 ± 3.17	96.98 ± 4.00	96.29 ± 2.47	96.56 ± 1.76
	400X	91.19 ± 2.73	91.54 ± 2.26	91.55 ± 4.75	96.26 ± 2.44	93.76 ± 2.27
GLCM1+Wavelet	40X	93.24 ± 3.45	92.85 ± 3.75	94.67 ± 3.7	96.06 ± 2.14	95.35 ± 2.61
	100X	92.37 ± 3.47	91.38 ± 4.29	95.03 ± 4.67	94.66 ± 1.98	94.80 ± 2.73
	200X	94.25 ± 1.64	93.47 ± 2.39	96.35 ± 3.45	96.06 ± 2.33	96.15 ± 1.27
	400X	90.62 ± 1.45	90.35 ± 1.52	91.49 ± 3.33	95.59 ± 3.08	93.42 ± 1.27
GLCM1+Tamura	40X	93.76 ± 2.89	93.35 ± 3.24	94.81 ± 3.14	96.64 ± 1.80	95.71 ± 2.35
	100X	92.28 ± 3.73	91.07 ± 4.44	95.63 ± 5.63	94.04 ± 1.97	94.75 ± 2.95
	200X	94.88 ± 1.89	94.45 ± 2.90	97.36 ± 2.98	95.98 ± 2.71	96.61 ± 1.30
	400X	90.97 ± 1.76	91.26 ± 1.84	92.23 ± 3.63	95.34 ± 2.91	93.69 ± 1.52
GLCM1+LBP	40X	88.02 ± 3.43	88.28 ± 3.79	90.60 ± 3.33	93.33 ± 3.70	91.83 ± 2.82
	100X	89.03 ± 4.85	89.12 ± 4.08	93.05 ± 2.69	92.30 ± 5.04	92.64 ± 3.45
	200X	89.71 ± 3.10	89.26 ± 3.22	92.49 ± 3.25	93.68 ± 2.35	93.06 ± 2.33
	400X	87.18 ± 4.14	86.42 ± 3.79	89.18 ± 3.76	93.08 ± 5.15	90.99 ± 3.15
GLCM1+CLBP	40X	93.86 ± 2.62	93.07 ± 3.55	95.69 ± 4.12	96.03 ± 2.36	95.84 ± 2.14
	100X	91.72 ± 3.07	90.46 ± 3.82	94.06 ± 3.75	94.70 ± 1.62	94.36 ± 2.39
	200X	94.34 ± 1.99	93.51 ± 2.61	97.48 ± 1.60	95.15 ± 2.21	96.29 ± 1.29
	400X	89.66 ± 3.23	88.94 ± 3.64	90.87 ± 5.22	94.83 ± 3.75	92.69 ± 2.66
GLCM1+Gabor	40X	87.63 ± 4.43	87.22 ± 4.8	93.86 ± 2.38	90.47 ± 6.57	91.92 ± 3.15
	100X	90.28 ± 2.04	89.95 ± 2.72	93.44 ± 2.97	93.71 ± 3.22	93.51 ± 1.34
	200X	91.28 ± 2.64	89.81 ± 4.09	97.06 ± 1.88	91.92 ± 3.66	94.37 ± 1.70
	400X	89.02 ± 2.83	87.80 ± 2.54	96.72 ± 1.77	89.22 ± 3.37	92.79 ± 1.96
GLCM1+Hog	40X	85.55 ± 5.78	86.56 ± 5.32	93.02 ± 2.53	88.39 ± 6.82	90.56 ± 4.20
	100X	86.62 ± 5.08	88.34 ± 3.18	94.06 ± 3.22	89.23 ± 7.32	91.35 ± 3.14
	200X	90.47 ± 3.78	90.04 ± 3.61	93.68 ± 4.40	93.55 ± 2.85	93.57 ± 2.92
	400X	88.15 ± 4.05	88.13 ± 3.72	91.45 ± 2.54	92.28 ± 4.56	91.82 ± 3.01

The bold values indicate that the recognition accuracy of combining the two features is better than that of a single feature.