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Table 10 Rank-wise lists of the top 20 most discriminative textures and the top 20 most discriminative geometric features selected by the Relief-F feature selection algorithm

From: Comparative analysis of proficiencies of various textures and geometric features in breast mass classification using k-nearest neighbor

Rank Rank wise top 20 texture features Rank wise top 20 geometry features
Index Feature name Feature model Index Feature name Feature model
1 F42 H1 FRACTAL F99 FD26 Fourier descriptor
2 F43 H2 FRACTAL F103 FD30 Fourier descriptor
3 F33 SL LTEM F82 FD9 Fourier descriptor
4 F27 Roughness SFM F84 FD11 Fourier descriptor
5 F7 Sum variance SGLCM F66 ZM3–1 Zernike moments
6 F26 Periodicity SFM F67 ZM31 Zernike moments
7 F25 Contrast SFM F53 Euler number Shape descriptor
8 F4 Sum squares SGLCM F87 FD14 Fourier descriptor
9 F20 Mean FOS F86 FD13 Fourier descriptor
10 F6 Sum average SGLCM F97 FD24 Fourier descriptor
11 F24 Coarseness SFM F70 ZM4–2 Zernike moments
12 F32 EL LTEM F72 ZM42 Zernike moments
13 F16 Contrast GLDS F74 FD1 Fourier descriptor
14 F15 Homogeneity GLDS F92 FD19 Fourier descriptor
15 F19 Entropy GLDS F55 Solidity Shape descriptor
16 F17 Mean GLDS F56 Extent Shape descriptor
17 F37 WE LTEM F100 FD27 Fourier descriptor
18 F22 Skewness FOS F119 FD46 Fourier descriptor
19 F23 Kurtosis FOS F115 FD42 Fourier descriptor
20 F9 Entropy SGLCM F104 FD31 Fourier descriptor