{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,12]],"date-time":"2025-12-12T13:28:52Z","timestamp":1765546132299,"version":"3.46.0"},"reference-count":52,"publisher":"Walter de Gruyter GmbH","issue":"1","license":[{"start":{"date-parts":[[2016,12,8]],"date-time":"2016-12-08T00:00:00Z","timestamp":1481155200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,12,18]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>In this paper, intuitionistic fuzzy local binary for texture feature extraction (IFLBP) has been proposed to encode local texture from the input image. The proposed method extends the fuzzy local binary pattern approach by incorporating intuitionistic fuzzy sets in the representation of local patterns of texture in images. Intuitionistic fuzzy local binary pattern also contributes to more than one bin in the distribution of IFLBP values, which can further be used as a feature vector in the various fields of image processing. The performance of the proposed method has been demonstrated on various medical images and processing images of size 256\u00d7256. The obtained results validated the effectiveness and usefulness of our proposed method over the other reported methods, and new improvements are suggested.<\/jats:p>","DOI":"10.1515\/jisys-2016-0155","type":"journal-article","created":{"date-parts":[[2016,12,8]],"date-time":"2016-12-08T05:01:39Z","timestamp":1481173299000},"page":"19-34","source":"Crossref","is-referenced-by-count":8,"title":["Texture Feature Extraction Using Intuitionistic Fuzzy Local Binary Pattern"],"prefix":"10.1515","volume":"29","author":[{"given":"Mohd Dilshad","family":"Ansari","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, Jaypee University of Information Technology, Waknaghat, Solan , Himachal Pradesh , India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Satya Prakash","family":"Ghrera","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Jaypee University of Information Technology, Waknaghat, Solan , Himachal Pradesh , India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Arunodaya Raj","family":"Mishra","sequence":"additional","affiliation":[{"name":"Department of Mathematics, ITM University, Gwalior , Madhya Pradesh , India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"374","published-online":{"date-parts":[[2016,12,8]]},"reference":[{"key":"2025120523304243319_j_jisys-2016-0155_ref_001","unstructured":"T. Ahonen and M. Pietik\u00e4inen, Soft histograms for local binary patterns, in: Proceedings of the Finnish Signal Processing Symposium, FINSIG, vol. 5, p. 1, 2007."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_002","unstructured":"M. D. Ansari and S. P. Ghrera, Intuitionistic fuzzy local binary pattern for features extraction, Int. J. Inf. Commun. Technol., in press."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_003","doi-asserted-by":"crossref","unstructured":"M. D. Ansari, S. P. Ghrera and V. Tyagi, Pixel-based image forgery detection: a review, IETE J. Educ. 55.1 (2014), 40\u201346.","DOI":"10.1080\/09747338.2014.921415"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_004","unstructured":"M. D. Ansari, S. P. Ghrera and M. Wajid, An approach for identification of copy-move image forgery based on projection profiling, Pertan. J. Sci. Technol., in press."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_005","doi-asserted-by":"crossref","unstructured":"K. T. Atanassov, Intuitionistic fuzzy sets, Fuzzy Sets Syst. 20 (1986), 87\u201396.","DOI":"10.1016\/S0165-0114(86)80034-3"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_006","doi-asserted-by":"crossref","unstructured":"K. T. Atanassov and G. Gargov, Interval-valued intuitionistic fuzzy sets, Fuzzy Sets Syst. 31 (1989), 343\u2013349.","DOI":"10.1016\/0165-0114(89)90205-4"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_007","doi-asserted-by":"crossref","unstructured":"A. Barcelo, E. Montseny and P. Sobrevilla, Fuzzy texture unit and fuzzy texture spectrum for texture characterization, Fuzzy Sets Syst. 158 (2007), 239\u2013252.","DOI":"10.1016\/j.fss.2006.10.008"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_008","doi-asserted-by":"crossref","unstructured":"G. Castellano, L. Bonilha, L. M. Li and F. Cendes, Texture analysis of medical images, Clin. Radiol. 59 (2004), 1061\u20131069.","DOI":"10.1016\/j.crad.2004.07.008"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_009","doi-asserted-by":"crossref","unstructured":"C. Chan, J. Kittler and K. Messer, Multi-scale local binary pattern histograms for face recognition, in: ICB 2007, Seoul, Korea, LNCS 4642, pp. 809\u2013818, Springer, 2007.","DOI":"10.1007\/978-3-540-74549-5_85"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_010","doi-asserted-by":"crossref","unstructured":"T. W. S. Chow and M. K. M. Rahman, A new image classification technique using tree-structured regional features, Neurocomputing 70 (2007), 1040\u20131050.","DOI":"10.1016\/j.neucom.2006.01.033"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_011","doi-asserted-by":"crossref","unstructured":"A. Destrero, C. De Mol, F. Odone and A. Verri, A regularized framework for feature selection in face detection and authentication, Int. J Comput. Vis. 83 (2009), 164\u2013177.","DOI":"10.1007\/s11263-008-0180-2"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_012","unstructured":"J. Fehr, Rotational invariant uniform local binary patterns for full 3D volume texture analysis, in: FINSIG 2007, Oulu, Finland, 2007."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_013","doi-asserted-by":"crossref","unstructured":"R. Garcia, X. Cufi and J. Batlle, Detection of matchings in a sequence of underwater images through texture analysis, in: Proc. IEEE International Conference on Image Processing, vol. 1, pp. 361\u2013364, 2001.","DOI":"10.1109\/ICIP.2001.959028"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_014","doi-asserted-by":"crossref","unstructured":"H. Grabner, T. T. Nguyen, B. Gruber and H. Bischof, On-line boosting-based car detection from aerial images, ISPRS J. Photogramm. Remote Sens. 63 (2008), 382\u2013396.","DOI":"10.1016\/j.isprsjprs.2007.10.005"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_015","doi-asserted-by":"crossref","unstructured":"D. Grangier and S. Bengio, A discriminative kernel-based approach to rank images from text queries, IEEE Trans. Pattern Anal. Mach. Intell. 30 (2008), 1371\u20131384.","DOI":"10.1109\/TPAMI.2007.70791"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_016","doi-asserted-by":"crossref","unstructured":"H. Hadizadeh and S. Baradaran Shokouhi, Random texture defect detection using 1-D hidden Markov models based on local binary patterns, IEICE Trans. Inform. Syst. 91 (2008), 1937\u20131945.","DOI":"10.1093\/ietisy\/e91-d.7.1937"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_017","doi-asserted-by":"crossref","unstructured":"A. Hafiane, G. Seetharaman and B. Zavidovique, Median binary pattern for textures classification, ICIAR 4633 (2007), 387\u2013398.","DOI":"10.1007\/978-3-540-74260-9_35"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_018","doi-asserted-by":"crossref","unstructured":"A. Hafiane, G. Seetharaman, K. Palaniappan and B. Zavidovique, Rotationally invariant hashing of median binary patterns for texture classification, Proc. Image Anal. Recognit. LNCS (2008), 619\u2013629.","DOI":"10.1007\/978-3-540-69812-8_61"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_019","doi-asserted-by":"crossref","unstructured":"M. Heikkila and M. Pietikainen, A texture-based method for modeling the background and detecting moving objects, IEEE Trans. Pattern Anal. Mach. Intell. 28 (2006), 657\u2013662.","DOI":"10.1109\/TPAMI.2006.68"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_020","doi-asserted-by":"crossref","unstructured":"D. K. Iakovidis, D. Maroulis and S. Karkanis, An intelligent system for automatic detection of gastrointestinal adenomas in video endoscopy, Comput. Biol. Med. 36 (2006), 1084\u20131103.","DOI":"10.1016\/j.compbiomed.2005.09.008"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_021","doi-asserted-by":"crossref","unstructured":"D. K. Iakovidis, E. G. Keramidas and D. Maroulis, Fuzzy local binary patterns for ultrasound texture characterization, in: Image Analysis and Recognition, pp. 750\u2013759, Springer, Berlin, 2008.","DOI":"10.1007\/978-3-540-69812-8_74"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_022","doi-asserted-by":"crossref","unstructured":"J. Iivarinen, Surface defect detection with histogram-based texture features, in: Intelligent Robots and Computer Vision XIX: Algorithms, Techniques, and Active Vision, vol. 4197, pp. 140\u2212145, 2000.","DOI":"10.1117\/12.403757"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_023","doi-asserted-by":"crossref","unstructured":"J. Jiang, A. Armstrong and G. C. Feng, Web-based image indexing and retrieval in JPEG compressed domain, Multimed. Syst. 9 (2004), 424\u2013432.","DOI":"10.1007\/s00530-003-0115-2"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_024","unstructured":"E. G. Keramidas, Ultrasound image processing and analysis framework, MSc thesis, University of Athens, Greece, 2007."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_025","unstructured":"E. G. Keramidas, D. K. Iakovidis and D. Maroulis, Noise-robust statistical feature distributions for texture analysis, in: Signal Processing Conference, 2008 16th European, pp. 1\u20135, IEEE, 2008."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_026","doi-asserted-by":"crossref","unstructured":"E. G. Keramidas, D. K. Iakovidis, D. Maroulis and N. Dimitropoulos, Thyroid texture representation via noise resistant image features, IEEE Int. Symp. Comput. Based Med. Syst. (2008), 560\u2013565.","DOI":"10.1109\/CBMS.2008.108"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_027","doi-asserted-by":"crossref","unstructured":"E. G. Keramidas, D. K. Iakovidis and D. Maroulis, Fuzzy binary patterns for uncertainty-aware texture representation, Electron. Lett. Comput. Vis. Image Anal. 10 (2011), 63\u201378.","DOI":"10.5565\/rev\/elcvia.408"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_028","doi-asserted-by":"crossref","unstructured":"Y. Li and J. X. Peng, Remote sensing texture analysis using multi-parameter and multi-scale features, Photogramm. Eng. Remote Sens. 69 (2003), 351\u2013356.","DOI":"10.14358\/PERS.69.4.351"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_029","doi-asserted-by":"crossref","unstructured":"C. J. Liao and S. Y. Chen, Complementary retrieval for distorted images, Pattern Recognit. 35 (2002), 1705\u20131722.","DOI":"10.1016\/S0031-3203(01)00164-9"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_030","doi-asserted-by":"crossref","unstructured":"L. Ma and R. C. Staunton, Optimum Gabor filter design and local binary patterns for texture segmentation, Pattern Recognit. Lett. 29 (2008), 664\u2013672.","DOI":"10.1016\/j.patrec.2007.12.001"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_031","doi-asserted-by":"crossref","unstructured":"A. R. Mishra, D. Jain and D. S. Hooda, On logarithmic fuzzy measures of information and discrimination, J. Inform. Optim. Sci. 37 (2016), 213\u2013231.","DOI":"10.1080\/02522667.2015.1103041"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_032","unstructured":"A. R. Mishra, Intuitionistic fuzzy information with application in rating of township development, Iran. J. Fuzzy Syst. 13 (2016), 49\u201370."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_033","doi-asserted-by":"crossref","unstructured":"L. Nanni and A. Lumini, A reliable method for cell phenotype image classification, Artif. Intell. Med. 43 (2008), 87\u201397.","DOI":"10.1016\/j.artmed.2008.03.005"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_034","doi-asserted-by":"crossref","unstructured":"T. Ojala, M. Pietikinen and D. Harwood, A comparative study of texture measures with classification based on featured distribution, Pattern Recognit. 29 (1996), 51\u201359.","DOI":"10.1016\/0031-3203(95)00067-4"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_035","doi-asserted-by":"crossref","unstructured":"N. R. Pal and S. K. Pal, Object-background segmentation using new definitions of entropy, IEE Proc. E Comput. Digit. Techn. 136 (1989), 284\u2013295.","DOI":"10.1049\/ip-e.1989.0039"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_036","doi-asserted-by":"crossref","unstructured":"M. Petrou and P. G. Sevilla, Image Processing: Dealing with Texture, Wiley, New York, 2006.","DOI":"10.1002\/047003534X"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_037","doi-asserted-by":"crossref","unstructured":"N. Petrovi\u0107, L. Jovanov, A. Pi\u017eurica and W. Philips, Object tracking using naive Bayesian classifiers, in: International Conference on Advanced Concepts for Intelligent Vision Systems, pp. 775\u2013784, Springer, Berlin Heidelberg, 2008.","DOI":"10.1007\/978-3-540-88458-3_70"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_038","doi-asserted-by":"crossref","unstructured":"G. Pok, K. H. Ryu and J. Lyu, Rotation and gray-scale invariant classification of textures improved by spatial distribution of features, in: International Conference on Database and Expert Systems Applications, pp. 250\u2013259, Springer, Berlin Heidelberg, 2005.","DOI":"10.1007\/11546924_25"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_039","doi-asserted-by":"crossref","unstructured":"O. Sertel, J. Kong, H. Shimada, U. V. Catalyurek, J. H. Saltz and M. N. Gurcan, Computer-aided prognosis of neuroblastoma on whole-slide images: classification of stromal development, Pattern Recognit. 42 (2009), 1093\u20131103.","DOI":"10.1016\/j.patcog.2008.08.027"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_040","doi-asserted-by":"crossref","unstructured":"C. Shan, S. Gong and P. W. McOwan, Facial expression recognition based on local binary patterns: a comprehensive study, Image Vis. Comput. 27 (2009), 803\u2013816.","DOI":"10.1016\/j.imavis.2008.08.005"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_041","doi-asserted-by":"crossref","unstructured":"C. E. Shannon, A mathematical theory of communication, Bell Syst. Techn. J. 27 (1948), 623\u2013656.","DOI":"10.1002\/j.1538-7305.1948.tb00917.x"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_042","doi-asserted-by":"crossref","unstructured":"O. Silven, M. Niskanen and H. Kauppinen, Wood inspection with non-supervised clustering, Mach. Vision Appl. 13 (2003), 275\u2013285.","DOI":"10.1007\/s00138-002-0084-z"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_043","doi-asserted-by":"crossref","unstructured":"Z. Stan, C. RuFeng, L. ShengCai and Z. Lun, Illumination invariant face recognition using near-infrared images, IEEE Trans. Pattern Anal. Mach. Intell. 29 (2007), 627\u2013639.","DOI":"10.1109\/TPAMI.2007.1014"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_044","doi-asserted-by":"crossref","unstructured":"F. Tajeripour, E. Kabir and A. Sheikhi, Fabric defect detection using modified local binary patterns, EURASIP J. Adv. Signal Process. 2008 (2008), 783\u2013898.","DOI":"10.1155\/2008\/783898"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_045","unstructured":"D. P. Tian, A review on image feature extraction and representation techniques, Int. J. Multimed. Ubiq. Eng. 8.4 (2013), 385\u2013396."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_046","doi-asserted-by":"crossref","unstructured":"O. Tsymbal, V. Lukin, N. Ponomarenko, A. Zelensky, K. Egiazarian and J. Astola, Three-state locally adaptive texture preserving filter for radar and optical image processing, EURASIP J. Adv. Signal Process. 8 (2005) 1185\u20131204.","DOI":"10.1155\/ASP.2005.1185"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_047","unstructured":"T. Wagner, Texture analysis, in: Handbook of Computer Vision and Application, Academic Press, Orlando, FL, 1999."},{"key":"2025120523304243319_j_jisys-2016-0155_ref_048","doi-asserted-by":"crossref","unstructured":"Z. Wang and J. H. Yong, Texture analysis and classification with linear regression model based on wavelet transform, IEEE Trans. Image Process. 17 (2008), 1421\u20131430.","DOI":"10.1109\/TIP.2008.926150"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_049","doi-asserted-by":"crossref","unstructured":"W. Wu, J. Li, T. Wang and Y. Zhang, Markov chain local binary pattern and its application to video concept detection, in: 15th IEEE International Conference on Image Processing, pp. 2524\u20132527, IEEE, 2008.","DOI":"10.1109\/ICIP.2008.4712307"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_050","doi-asserted-by":"crossref","unstructured":"C. H. Yao and S. Y. Chen, Retrieval of translated, rotated and scaled color textures, Pattern Recognit. 36 (2003), 913\u2013929.","DOI":"10.1016\/S0031-3203(02)00124-3"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_051","doi-asserted-by":"crossref","unstructured":"L. Zadeh, Fuzzy sets, J. Inform. Control 8 (1965), 338\u2212353.","DOI":"10.1016\/S0019-9958(65)90241-X"},{"key":"2025120523304243319_j_jisys-2016-0155_ref_052","doi-asserted-by":"crossref","unstructured":"X. Zhang, Y. Gao and M. Leung, Recognizing rotated faces from frontal and side views: an approach toward effective use of mugshot databases, IEEE Trans. Inform. Forens. Secur. 3 (2008), 684\u2013697.","DOI":"10.1109\/TIFS.2008.2004286"}],"container-title":["Journal of Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.degruyter.com\/view\/journals\/jisys\/29\/1\/article-p19.xml","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.degruyterbrill.com\/document\/doi\/10.1515\/jisys-2016-0155\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.degruyterbrill.com\/document\/doi\/10.1515\/jisys-2016-0155\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,5]],"date-time":"2025-12-05T23:31:59Z","timestamp":1764977519000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.degruyterbrill.com\/document\/doi\/10.1515\/jisys-2016-0155\/html"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,12,8]]},"references-count":52,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2018,11,16]]},"published-print":{"date-parts":[[2019,12,18]]}},"alternative-id":["10.1515\/jisys-2016-0155"],"URL":"https:\/\/doi.org\/10.1515\/jisys-2016-0155","relation":{},"ISSN":["2191-026X","0334-1860"],"issn-type":[{"type":"electronic","value":"2191-026X"},{"type":"print","value":"0334-1860"}],"subject":[],"published":{"date-parts":[[2016,12,8]]}}}