Texture and material classification with multi-scale ternary and septenary patterns

E. Rachdi1, I. El khadiri1,2, Y. El merabet1, Y. Rhazi3, C. Meurie4
1Laboratoire SETIME, Département de Physique, Faculte des Sciences, Université Ibn Tofail, BP 133, Kénitra 14000, Morocco
2The Department of Algorithms and Their Applications, Eötvös Loránd University, Budapest, Hungary
3Electrical Engineering Department, Faculty of Sciences and Technology, Beni-Mel lal, Morocco
4Univ Gustave Eiffel, COSYS-LEOST, F-59650 Vil leneuve d’Ascq, France

Tài liệu tham khảo

Al Saidi, 2022, A New LBP Variant: Corner Rhombus Shape LBP (CRSLBP), J. Imag., 8, 200, 10.3390/jimaging8070200 Armi, 2019, Texture image Classification based on improved local Quinary patterns, Multimedia Tools Appl., 78, 18995, 10.1007/s11042-019-7207-2 Bahram, 2022, A texture-based approach for offline writer identification, J. King Saud Univ.-Comput. Informat. Sci. Banerjee, 2018, Local neighborhood intensity pattern–a new texture feature descriptor for image retrieval, Expert Syst. Appl., 113, 100, 10.1016/j.eswa.2018.06.044 Banerjee, 2018, Local Neighborhood Intensity Pattern-A new texture feature descriptor for image retrieval, Expert Syst. Appl., 113, 100, 10.1016/j.eswa.2018.06.044 Bhattacharjee, 2021, Pattern of local gravitational force (PLGF): A novel local image descriptor, IEEE Trans. Pattern Anal. Machine Intell., 43, 595, 10.1109/TPAMI.2019.2930192 Chakraborti, 2018, LOOP Descriptor: Local Optimal-Oriented Pattern, IEEE Signal Process. Lett., 25, 635, 10.1109/LSP.2018.2817176 Chakraborty, 2018, Centre symmetric quadruple pattern: A novel descriptor for facial image recognition and retrieval, Pattern Recogn. Lett., 115, 50, 10.1016/j.patrec.2017.10.015 Cohen, 1991, Classification of rotated and scaled textured images using Gaussian Markov random field models, IEEE Trans. Pattern Anal. Mach. Intell., 13, 192, 10.1109/34.67648 Davis, 1981, Polarograms: a new tool for image texture analysis, Pattern Recogn., 13, 219, 10.1016/0031-3203(81)90098-4 Dawood, H., Saleem, S., Hassan, F., Javed, A., 2022. A robust voice spoofing detection system using novel CLS-LBP features and LSTM. J. King Saud Univ.-Comput. Informat. Sci. El Idrissi, 2020, Palmprint recognition using state-of-the-art local texture descriptors: a comparative study, IET Biomet., 9, 143, 10.1049/iet-bmt.2019.0103 El-khadiri, 2018, Local directional ternary pattern: A new texture descriptor for texture classification, Comput. Vis. Image Underst., 169, 14, 10.1016/j.cviu.2018.01.004 El Khadiri, 2018, Repulsive-and-attractive local binary gradient contours: New and efficient feature descriptors for texture classification, Inf. Sci., 467, 634, 10.1016/j.ins.2018.02.009 El khadiri, I., El merabet, Y., Ruichek, Y., Chetverikov, D., Touahni. R., 2020. O3S-MTP: Oriented star sampling structure based multi-scale ternary pattern for texture classification. Signal Process.: Image Commun. (2020), 115830. El Khadiri, 2021, Petersen Graph Multi-Orientation Based Multi-Scale Ternary Pattern (PGMO-MSTP): An Efficient Descriptor for Texture and Material Recognition, IEEE Trans. Image Process., 30, 4571, 10.1109/TIP.2021.3070188 Fernandez, 2011, Image classification with binary gradient contours, Opt. Lasers Eng., 49, 1177, 10.1016/j.optlaseng.2011.05.003 Fernandez, 2011, Image classification with binary gradient contours, Opt. Lasers Eng., 49, 1177, 10.1016/j.optlaseng.2011.05.003 Ghose, 2020, Fractional Local Neighborhood Intensity Pattern for Image Retrieval using Genetic Algorithm, Multimed Tools Appl., 79, 18527, 10.1007/s11042-020-08752-6 Guo, 2010, A completed modeling of local binary pattern operator for texture classification, IEEE Trans. Image Process., 19, 1657, 10.1109/TIP.2010.2044957 Guo, 2012, Local directional derivative pattern for rotation invariant texture classification, Neural Comput. Appl., 21, 1893, 10.1007/s00521-011-0586-6 Hadid, 2015, Gender and texture classification: A comparative analysis using 13 variants of local binary patterns, Pattern Recogn. Lett., 68, 231, 10.1016/j.patrec.2015.04.017 Huang, 2017, Robust face recognition with structural binary gradient patterns, Pattern Recognit., 68, 126, 10.1016/j.patcog.2017.03.010 Hu, 2022, A novel adaptively binarizing magnitude vector method in local binary pattern based framework for texture classification, IEEE Signal Process. Lett., 29, 852, 10.1109/LSP.2022.3158199 Kabbai, 2019, Image classification by combining local and global features, Visual Comput., 35, 679, 10.1007/s00371-018-1503-0 Karanwal, 2021, OD-LBP: Orthogonal difference-local binary pattern for Face Recognition, Digital Signal Process., 110, 102948, 10.1016/j.dsp.2020.102948 Karczmarek, 2017, An application of chain code-based local descriptor and its extension to face recognition, Pattern Recognit., 65, 26, 10.1016/j.patcog.2016.12.008 Kas, 2018, Mixed neighborhood topology cross decoded patterns for image-based face recognition, Expert Syst. Appl., 114, 119, 10.1016/j.eswa.2018.07.035 Kas, 2020, Multi level directional cross binary patterns: new handcrafted descriptor for SVM-based texture classification, Eng. Appl. Artif. Intell., 94, 103743, 10.1016/j.engappai.2020.103743 Lan, 2019, An LBP encoding scheme jointly using quaternionic representation and angular information, Neural Comput. Appl., 1 Li, 2022, Face presentation attack detection based on optical flow and texture analysis, J. King Saud Univ.-Comput. Informat. Sci., 34, 1455 Liu, 2017, Local binary features for texture classification: Taxonomy and experimental study, Pattern Recogn., 62, 135, 10.1016/j.patcog.2016.08.032 Liu, 2019, From BoW to CNN: Two decades of texture representation for texture classification, Int. J. Comput. Vision, 127, 74, 10.1007/s11263-018-1125-z Liu, 2019, A novel local texture feature extraction method called multi-direction local binary pattern, Multimedia Tools Appl., 78, 18735, 10.1007/s11042-018-7095-x Luo, 2022, Scale-selective and noise-robust extended local binary pattern for texture classification, Pattern Recogn., 108901 Manjunath, 1996, Texture features for browsing and retrieval of image data, IEEE Trans. Pattern Anal. Machine Intell., 18, 837, 10.1109/34.531803 Nanni, 2010, Local binary patterns variants as texture descriptors for medical image analysis, Artif. Intell. Med., 49, 117, 10.1016/j.artmed.2010.02.006 Ojala, 1996, A comparative study of texture measures with classification based on feature distributions, Pattern Recognit., 29, 51, 10.1016/0031-3203(95)00067-4 Ouslimani, 2019, Rotation-invariant features based on directional coding for texture classification, Neural Comput. Appl., 31, 6393, 10.1007/s00521-018-3462-9 Pillai, 2018, Local diagonal extrema number pattern: a new feature descriptor for face recognition, Future Generat. Comput. Syst., 81, 297, 10.1016/j.future.2017.09.055 Porter, 1997, Robust rotation invariant texture classification, vol. 4, 3157 Rachdi, 2020, Directional neighborhood topologies based multi-scale quinary pattern for texture classification, IEEE Access, 8, 212233, 10.1109/ACCESS.2020.3040136 Roy, 2018, Local directional ZigZag pattern: A rotation invariant descriptor for texture classification, Pattern Recogn. Lett., 108, 23, 10.1016/j.patrec.2018.02.027 Ruichek, 2018, Local concave-and-convex micro-structure patterns for texture classification, Pattern Recogn., 76, 303, 10.1016/j.patcog.2017.11.005 Ruichek, 2019, Attractive-and-repulsive center-symmetric local binary patterns for texture classification, Eng. Appl. Artif. Intell., 78, 158, 10.1016/j.engappai.2018.11.011 Shih, 2020, Image classification using synchronized rotation local ternary pattern, IEEE Sens. J., 20, 1656, 10.1109/JSEN.2019.2947994 Shu, 2022, Using global information to refine local patterns for texture representation and classification, Pattern Recogn., 131, 108843, 10.1016/j.patcog.2022.108843 Song, 2017, Letrist: locally encoded transform feature histogram for rotation-invariant texture classification Song, 2020, Robust texture description using local grouped order pattern and non-local binary pattern, IEEE Trans. Circuits Syst. Video Technol., 31, 189, 10.1109/TCSVT.2020.2972155 Song, 2020, Robust texture description using local grouped order pattern and non-local binary pattern, IEEE Trans. Circuits Syst. Video Technol., 31, 189, 10.1109/TCSVT.2020.2972155 Song, 2021, Quaternionic extended local binary pattern with adaptive structural pyramid pooling for color image representation, Pattern Recogn., 115, 107891, 10.1016/j.patcog.2021.107891 Sucharitha, 2019, Biomedical image retrieval by using local directional edge binary patterns and Zernike moments, Multimedia Tools Appl., 1 Tan, 2010, Enhanced local texture feature sets for face recognition under difficult lighting conditions, IEEE Tran. Image Process., 19, 1635, 10.1109/TIP.2010.2042645 Tan, 2010, Enhanced local texture feature sets for face recognition under difficult lighting conditions, IEEE Trans. Image Process., 19, 1635, 10.1109/TIP.2010.2042645 Torralba, 2008, 80 million tiny images: A large data set for nonparametric object and scene recognition, IEEE Trans. Pattern Anal. Mach. Intell., 30, 1958, 10.1109/TPAMI.2008.128 Tuncer, 2020, Pyramid and multi kernel based local binary pattern for texture recognition, J. Ambient Intell. Humanized Comput., 11, 1241, 10.1007/s12652-019-01306-1 Varma, 2008, A statistical approach to material classification using image patch exemplars, IEEE Trans. Pattern Anal. Mach. Intell., 31, 2032, 10.1109/TPAMI.2008.182 Xu, 2010, A new texture descriptor using multifractal analysis in multi-orientation wavelet pyramid, 161 Yang, 2020, A local multiple patterns feature descriptor for face recognition, Neurocomputing, 373, 109, 10.1016/j.neucom.2019.09.102 Zheng, 2017, Pedestrian detection based on gradient and texture feature integration, Neurocomputing, 228, 71, 10.1016/j.neucom.2016.09.085 Zheng, 2022, Circumferential local ternary pattern: new and efficient feature descriptors for anti-counterfeiting pattern identification, IEEE Trans. Inf. Forensics Secur., 17, 970, 10.1109/TIFS.2022.3154289