{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T10:08:32Z","timestamp":1775124512773,"version":"3.50.1"},"publisher-location":"Cham","reference-count":36,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319161808","type":"print"},{"value":"9783319161815","type":"electronic"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-16181-5_5","type":"book-chapter","created":{"date-parts":[[2015,3,19]],"date-time":"2015-03-19T06:41:56Z","timestamp":1426747316000},"page":"63-79","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Local Binary Patterns to Evaluate Trabecular Bone Structure from Micro-CT Data: Application to Studies of Human Osteoarthritis"],"prefix":"10.1007","author":[{"given":"J\u00e9r\u00f4me","family":"Thevenot","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mikko","family":"Finnil\u00e4","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Miika","family":"Nieminen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Petri","family":"Lehenkari","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Simo","family":"Saarakkala","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matti","family":"Pietik\u00e4inen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,3,20]]},"reference":[{"issue":"9","key":"5_CR1","doi-asserted-by":"publisher","first-page":"2776","DOI":"10.1002\/art.23795","volume":"58","author":"K Bennell","year":"2008","unstructured":"Bennell, K., Creaby, M., Wrigley, T., Hunter, D.: Tibial subchondral trabecular volumetric bone density in medial knee joint osteoarthritis using peripheral quantitative computed tomography technology. Arthritis Rheum. 58(9), 2776\u20132785 (2008)","journal-title":"Arthritis Rheum."},{"issue":"3","key":"5_CR2","doi-asserted-by":"publisher","first-page":"284","DOI":"10.1016\/S8756-3282(02)00982-1","volume":"32","author":"D Bobinac","year":"2003","unstructured":"Bobinac, D., Spanjol, J., Zoricic, S., Maric, I.: Changes in articular cartilage and subchondral bone histomorphometry in osteoarthritic knee joints in humans. Bone 32(3), 284\u2013290 (2003)","journal-title":"Bone"},{"issue":"7","key":"5_CR3","doi-asserted-by":"publisher","first-page":"1468","DOI":"10.1002\/jbmr.141","volume":"25","author":"M Bouxsein","year":"2010","unstructured":"Bouxsein, M., Boyd, S., Christiansen, B., Guldberg, R., Jepsen, K., M\u00fcller, R.: Guidelines for assessment of bone microstructure in rodents using micro-computed tomography. J. Bone Miner Res. 25(7), 1468\u20131486 (2010)","journal-title":"J. Bone Miner Res."},{"key":"5_CR4","first-page":"487","volume":"47","author":"J Buckwalter","year":"2012","unstructured":"Buckwalter, J., Mankin, H.: Articular cartilage: degeneration and osteoarthritis and repair and regeneration and and transplantation. Instr. Course Lect. 47, 487\u2013504 (2012)","journal-title":"Instr. Course Lect."},{"issue":"11","key":"5_CR5","doi-asserted-by":"publisher","first-page":"665","DOI":"10.1038\/nrrheum.2012.130","volume":"8","author":"D Burr","year":"2002","unstructured":"Burr, D., Gallant, M.: Bone remodelling in osteoarthritis. Nat. Rev. Rheumatol. 8(11), 665\u2013673 (2002)","journal-title":"Nat. Rev. Rheumatol."},{"issue":"3","key":"5_CR6","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1016\/j.joca.2005.09.008","volume":"14","author":"C Chappard","year":"2006","unstructured":"Chappard, C., Peyrin, F., Bonnassie, A., Lemineur, G., Brunet-Imbault, B., Lespessailles, E., Benhamou, C.: Subchondral bone micro-architectural alterations in osteoarthritis: a synchrotron micro-computed tomography study. Osteoarthritis Cartilage 14(3), 215\u2013223 (2006)","journal-title":"Osteoarthritis Cartilage"},{"issue":"2","key":"5_CR7","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1016\/j.joca.2010.11.002","volume":"19","author":"K Chiba","year":"2011","unstructured":"Chiba, K., Ito, M., Osaki, M., Uetani, M., Shindo, H.: In vivo structural analysis of subchondral trabecular bone in osteoarthritis of the hip using multi-detector row ct. Osteoarthritis Cartilage 19(2), 180\u2013185 (2011)","journal-title":"Osteoarthritis Cartilage"},{"issue":"11","key":"5_CR8","doi-asserted-by":"publisher","first-page":"1241","DOI":"10.1016\/j.joca.2007.04.017","volume":"15","author":"R Custers","year":"2007","unstructured":"Custers, R., Creemers, L., Verbout, A., VanRijen, M., Dhert, W., Saris, D.: Reliability and reproducibility and variability of the traditional histologic histochemical grading system vs the new oarsi osteoarthritis cartilage histopathology assessment system. Osteoarthritis Cartilage 15(11), 1241\u20131248 (2007)","journal-title":"Osteoarthritis Cartilage"},{"issue":"3","key":"5_CR9","doi-asserted-by":"publisher","first-page":"489","DOI":"10.1016\/j.bone.2004.12.010","volume":"36","author":"M Ding","year":"2005","unstructured":"Ding, M., Danielsen, C., Hvid, I.: Effects of hyaluronan on three-dimensional microarchitecture of subchondral bone tissues in guinea pig primary osteoarthrosis. Bone 36(3), 489\u2013501 (2005)","journal-title":"Bone"},{"issue":"S","key":"5_CR10","doi-asserted-by":"publisher","first-page":"350","DOI":"10.1016\/j.joca.2014.02.648","volume":"22","author":"M Finnil\u00e4","year":"2014","unstructured":"Finnil\u00e4, M., Aho, O.M., Tiitu, V., Thevenot, J., Rautiainen, J., Nieminen, M., Valkealahti, M., Lehenkari, P., Saarakkala, S.: Correlation of subchondral bone morphometry and oarsi grade in osteoarthritic human knee samples. Osteoarthritis Cartilage 22(S), 350\u2013351 (2014)","journal-title":"Osteoarthritis Cartilage"},{"key":"5_CR11","doi-asserted-by":"publisher","first-page":"230","DOI":"10.1111\/j.1749-6632.2009.05240.x","volume":"1192","author":"M Goldring","year":"2010","unstructured":"Goldring, M., Goldring, S.: Articular cartilage and subchondral bone in the pathogenesis of osteoarthritis. Ann. N.Y. Acad. Sci. 1192, 230\u2013237 (2010)","journal-title":"Ann. N.Y. Acad. Sci."},{"issue":"5","key":"5_CR12","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1186\/ar3135","volume":"12","author":"S Goldring","year":"2010","unstructured":"Goldring, S., Goldring, M.: Bone and cartilage in osteoarthritis: is what\u2019s best for one good or bad for the other? Arthritis Res. Ther. 12(5), 143 (2010)","journal-title":"Arthritis Res. Ther."},{"key":"5_CR13","doi-asserted-by":"publisher","unstructured":"Hirvasniemi, J., Thevenot, J., Immonen, V., Liikavainio, T., Pulkkinen, P., J\u00e4ms\u00e4, T., Arokoski, J., Saarakkala, S.: Quantification of differences in bone texture from plain radiographs in knees with and without osteoarthritis. Osteoarthritis Cartilage (2014). doi:\n                      10.1016\/j.joca.2014.06.021","DOI":"10.1016\/j.joca.2014.06.021"},{"issue":"1","key":"5_CR14","first-page":"1","volume":"17","author":"L Houam","year":"2012","unstructured":"Houam, L., Hafiane, A., Boukrouche, A., Lespessailles, E., Jennane, R.: One dimensional local binary pattern for bone texture characterization. Pattern Anal. Appl. 17(1), 1\u201315 (2012)","journal-title":"Pattern Anal. Appl."},{"issue":"5","key":"5_CR15","doi-asserted-by":"publisher","first-page":"691","DOI":"10.1016\/j.joca.2010.01.004","volume":"18","author":"F Intema","year":"2010","unstructured":"Intema, F., Hazewinkel, H., Gouwens, D., Bijlsma, J., Weinans, H., Lafeber, F., Mastbergen, S.: In early oa and thinning of the subchondral plate is directly related to cartilage damage: results from a canine aclt-meniscectomy model. Osteoarthritis Cartilage 18(5), 691\u2013698 (2010)","journal-title":"Osteoarthritis Cartilage"},{"issue":"7","key":"5_CR16","doi-asserted-by":"publisher","first-page":"1650","DOI":"10.1002\/jbmr.39","volume":"25","author":"F Intema","year":"2010","unstructured":"Intema, F., Sniekers, Y., Weinans, H., Vianen, M., Yocum, S., Zuurmond, A., DeGroot, J., Lafeber, F., Mastbergen, S.: Similarities and discrepancies in subchondral bone structure in two differently induced canine models of osteoarthritis. J. Bone Miner Res. 25(7), 1650\u20131657 (2010)","journal-title":"J. Bone Miner Res."},{"issue":"1","key":"5_CR17","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1016\/8756-3282(95)00137-3","volume":"17","author":"L Kamibayashi","year":"1995","unstructured":"Kamibayashi, L., Wyss, U., Cooke, T., Zee, B.: Trabecular microstructure in the medial condyle of the proximal tibia of patients with knee osteoarthritis. Bone 17(1), 27\u201335 (1995)","journal-title":"Bone"},{"issue":"6","key":"5_CR18","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1186\/ar4405","volume":"15","author":"G Li","year":"2013","unstructured":"Li, G., Yin, J., Gao, J., Cheng, T., Pavlos, N., Zhang, C., Zheng, M.: Subchondral bone in osteoarthritis: insight into risk factors and microstructural changes. Arthritis Res. Ther. 15(6), 223 (2013)","journal-title":"Arthritis Res. Ther."},{"issue":"4","key":"5_CR19","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1002\/(SICI)1097-0029(19970515)37:4<333::AID-JEMT8>3.0.CO;2-L","volume":"37","author":"H Matsui","year":"1997","unstructured":"Matsui, H., Shimizu, M., Tsuji, H.: Cartilage and subchondral bone interaction in osteoarthrosis of human knee joint: a histological and histomorphometric study. Microsc. Res. Tech. 37(4), 333\u2013342 (1997)","journal-title":"Microsc. Res. Tech."},{"issue":"6","key":"5_CR20","doi-asserted-by":"publisher","first-page":"210","DOI":"10.1186\/ar3543","volume":"13","author":"G Mohan","year":"2011","unstructured":"Mohan, G., Perilli, E., Kuliwaba, J., Humphries, J., Parkinson, I., Fazzalari, N.: Application of in vivo micro-computed tomography in the temporal characterisation of subchondral bone architecture in a rat model of low-dose monosodium iodoacetate-induced osteoarthritis. Arthritis Res. Ther. 13(6), 210 (2011)","journal-title":"Arthritis Res. Ther."},{"issue":"1","key":"5_CR21","first-page":"91","volume":"22","author":"Y Nakashima","year":"2014","unstructured":"Nakashima, Y., Nakano, T.: Optimizing contrast agents with respect to reducing beam hardening in nonmedical x-ray computed tomography experiments. J. Xray Sci. Technol. 22(1), 91\u2013103 (2014)","journal-title":"J. Xray Sci. Technol."},{"issue":"2","key":"5_CR22","first-page":"315","volume":"83","author":"SC Neda","year":"2012","unstructured":"Neda, S.C., Roman-Blas, J., Largo, R., Herrero-Beaumont, G.: Subchondral bone as a key target for osteoarthritis treatment. Biochem. Pharmacol. 83(2), 315\u2013323 (2012)","journal-title":"Biochem. Pharmacol."},{"key":"5_CR23","doi-asserted-by":"crossref","unstructured":"Ojala, T., Pietik\u00e4inen, M., Harwood, D.: A comparative study of texture measures with classification based on feature distributions. In: British Machine Vision Conference, vol. 25, pp. 51\u201359 (1996)","DOI":"10.1016\/0031-3203(95)00067-4"},{"issue":"7","key":"5_CR24","doi-asserted-by":"publisher","first-page":"971","DOI":"10.1109\/TPAMI.2002.1017623","volume":"24","author":"T Ojala","year":"2002","unstructured":"Ojala, T., Pietik\u00e4inen, M., M\u00e4enp\u00e4\u00e4, T.: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Transactions on Pattern Analysis and Machine Intelligence 24(7), 971\u2013987 (2002)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"5_CR25","doi-asserted-by":"crossref","unstructured":"Otsu, N.: A treshold selection method from gray-level histograms. IEEE Transactions of Systems and Man and Cybernetics 9(1) (1979)","DOI":"10.1109\/TSMC.1979.4310076"},{"issue":"3","key":"5_CR26","doi-asserted-by":"publisher","first-page":"324","DOI":"10.1016\/j.joca.2010.12.005","volume":"19","author":"R Pearson","year":"2011","unstructured":"Pearson, R., Kurien, T., Shu, K., Scammell, B.: Histopathology grading systems for characterisation of human knee osteoarthritis : reproducibility and variability and reliability and correlation and validity. Osteoarthritis Cartilage 19(3), 324\u2013331 (2011)","journal-title":"Osteoarthritis Cartilage"},{"key":"5_CR27","doi-asserted-by":"crossref","unstructured":"Pietik\u00e4inen, M., Hadid, A., Zhao, G., Ahonen, T.: Computer vision using local binary patterns. Springer (2011)","DOI":"10.1007\/978-0-85729-748-8"},{"issue":"1","key":"5_CR28","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.joca.2005.07.014","volume":"14","author":"K Pritzker","year":"2006","unstructured":"Pritzker, K., Gay, S., Jimenez, S., Ostergaard, K., Pelletier, J., Revell, P., Salter, D., Berg, W.V.: Osteoarthritis cartilage histopathology: grading and staging. Osteoarthritis Cartilage 14(1), 13\u201329 (2006)","journal-title":"Osteoarthritis Cartilage"},{"key":"5_CR29","doi-asserted-by":"crossref","unstructured":"Qi, X., YuQiao, Y., Li, C., Guo, J.: Multi-scale joint encoding of local binary patterns for texture and material classification. In: British Machine Vision Conference (2013)","DOI":"10.5244\/C.27.40"},{"issue":"21","key":"5_CR30","doi-asserted-by":"publisher","first-page":"2250","DOI":"10.1056\/NEJMra053077","volume":"354","author":"E Seeman","year":"2010","unstructured":"Seeman, E., Delmas, P.: Bone quality-the material and structural basis of bone strength and fragility. N. Engl. J. Med. 354(21), 2250\u20132261 (2010)","journal-title":"N. Engl. J. Med."},{"issue":"2","key":"5_CR31","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1109\/TMI.2004.840295","volume":"24","author":"A Souza","year":"2005","unstructured":"Souza, A., Udupa, J., Saha, P.: Volume rendering in the presence of partial volume effects. IEEE Trans. Med. Imaging 24(2), 223\u2013235 (2005)","journal-title":"IEEE Trans. Med. Imaging"},{"issue":"12","key":"5_CR32","doi-asserted-by":"publisher","first-page":"2584","DOI":"10.1002\/jbmr.1987","volume":"28","author":"J Thevenot","year":"2013","unstructured":"Thevenot, J., Hirvasniemi, J., Finnil\u00e4, M., Pulkkinen, P., Kuhn, V., Link, T., Eckstein, F., J\u00e4ms\u00e4, T., Saarakkala, S.: Trabecular homogeneity index derived from plain radiograph to evaluate bone quality. J. Bone Miner Res. 28(12), 2584\u20132591 (2013)","journal-title":"J. Bone Miner Res."},{"issue":"4","key":"5_CR33","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1016\/j.joca.2013.01.002","volume":"21","author":"T Wang","year":"2013","unstructured":"Wang, T., Wen, C., Yan, C., Lu, W., Chiu, K.: Spatial and temporal changes of subchondral bone proceed to microscopic articular cartilage degeneration in guinea pigs with spontaneous osteoarthritis. Osteoarthritis Cartilage 21(4), 574\u2013581 (2013)","journal-title":"Osteoarthritis Cartilage"},{"key":"5_CR34","unstructured":"Wolff, J.: Das gesetz der transformation der knochen. The Law of Bone Remodelling (1892)"},{"issue":"5","key":"5_CR35","doi-asserted-by":"publisher","first-page":"2030","DOI":"10.1118\/1.3373522","volume":"37","author":"T Woloszynski","year":"2010","unstructured":"Woloszynski, T., Podsiadlo, P., Stachowiak, G., Kurzynski, M.: A signature dissimilarity measure for trabecular bone texture in knee radiographs. Med. Phys. 37(5), 2030\u20132042 (2010)","journal-title":"Med. Phys."},{"issue":"8","key":"5_CR36","doi-asserted-by":"publisher","first-page":"1383","DOI":"10.1007\/s00198-009-1071-2","volume":"21","author":"Z Zhang","year":"2010","unstructured":"Zhang, Z., Li, Z., Jiang, L., Jiang, S., Dai, L.: Micro-ct and mechanical evaluation of subchondral trabecular bone structure between postmenopausal women with osteoarthritis and osteoporosis. Osteoporos. Int. 21(8), 1383\u20131390 (2010)","journal-title":"Osteoporos. Int."}],"container-title":["Lecture Notes in Computer Science","Computer Vision - ECCV 2014 Workshops"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-16181-5_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,12,2]],"date-time":"2019-12-02T10:13:33Z","timestamp":1575281613000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-16181-5_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319161808","9783319161815"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-16181-5_5","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"20 March 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}