Table 6 Results obtained for XgBoost.

From: Diagnostics of diabetic retinopathy based on fundus photos using machine learning methods with advanced feature engineering algorithms

Index	f1	image_type	preprocessing_type	Recall	Precision	Accuracy
0	0.718	pure	lbp_histogram	0.654	0.797	0.808
1	0.727	pure	lbp_glcm	0.650	0.826	0.818
2	0.390	pure	histogram	0.372	0.411	0.566
3	0.714	pure	glcm	0.662	0.775	0.801
4	0.722	pure	glrlm	0.658	0.801	0.811
5	0.714	pure	lbp_glrlm	0.631	0.821	0.811
6	0.623	pure	pca	0.556	0.709	0.748
7	0.663	pure	lbp_pca	0.593	0.753	0.775
8	0.690	pure_eq	lbp_histogram	0.599	0.813	0.798
9	0.722	pure_eq	lbp_glcm	0.645	0.821	0.814
10	0.421	pure_eq	histogram	0.422	0.420	0.566
11	0.693	pure_eq	glcm	0.612	0.799	0.797
12	0.698	pure_eq	glrlm	0.632	0.780	0.795
13	0.715	pure_eq	lbp_glrlm	0.627	0.831	0.813
14	0.555	pure_eq	pca	0.478	0.663	0.714
15	0.640	pure_eq	lbp_pca	0.560	0.745	0.764
16	0.690	no_vessels	lbp_histogram	0.623	0.773	0.790
17	0.720	no_vessels	lbp_glcm	0.658	0.795	0.808
18	0.613	no_vessels	histogram	0.550	0.692	0.740
19	0.684	no_vessels	glcm	0.607	0.783	0.790
20	0.708	no_vessels	glrlm	0.650	0.777	0.799
21	0.725	no_vessels	lbp_glrlm	0.664	0.797	0.811
22	0.650	no_vessels	pca	0.570	0.755	0.770
23	0.644	no_vessels	lbp_pca	0.552	0.771	0.771
24	0.697	no_vessels_eq	lbp_histogram	0.634	0.775	0.794
25	0.712	no_vessels_eq	lbp_glcm	0.651	0.785	0.803
26	0.622	no_vessels_eq	histogram	0.555	0.706	0.747
27	0.681	no_vessels_eq	glcm	0.613	0.767	0.785
28	0.729	no_vessels_eq	glrlm	0.660	0.813	0.816
29	0.721	no_vessels_eq	lbp_glrlm	0.644	0.819	0.813
30	0.640	no_vessels_eq	pca	0.559	0.749	0.765
31	0.641	no_vessels_eq	lbp_pca	0.550	0.767	0.769
32	0.678	no_vessels_no_optic_disk	lbp_histogram	0.616	0.755	0.781
33	0.716	no_vessels_no_optic_disk	lbp_glcm	0.650	0.798	0.807
34	0.619	no_vessels_no_optic_disk	histogram	0.557	0.696	0.743
35	0.696	no_vessels_no_optic_disk	glcm	0.617	0.798	0.798
36	0.714	no_vessels_no_optic_disk	glrlm	0.653	0.788	0.804
37	0.703	no_vessels_no_optic_disk	lbp_glrlm	0.622	0.809	0.804
38	0.625	no_vessels_no_optic_disk	pca	0.542	0.738	0.756
39	0.628	no_vessels_no_optic_disk	lbp_pca	0.531	0.769	0.765
40	0.672	no_vessels_no_optic_disk_eq	lbp_histogram	0.596	0.771	0.782
41	0.701	no_vessels_no_optic_disk_eq	lbp_glcm	0.625	0.797	0.800
42	0.570	no_vessels_no_optic_disk_eq	histogram	0.487	0.689	0.725
43	0.694	no_vessels_no_optic_disk_eq	glcm	0.634	0.767	0.791
44	0.713	no_vessels_no_optic_disk_eq	glrlm	0.632	0.816	0.809
45	0.706	no_vessels_no_optic_disk_eq	lbp_glrlm	0.627	0.807	0.804
46	0.600	no_vessels_no_optic_disk_eq	pca	0.516	0.716	0.754
47	0.633	no_vessels_no_optic_disk_eq	lbp_pca	0.543	0.759	0.764

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Table 6 Results obtained for XgBoost.

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