One dimensional local binary pattern for bone texture characterization

Lotfi Houam1, Adel Hafiane2, Abdelhani Boukrouche3, Éric Lespessailles4, Rachid Jennane1
1Laboratoire PRISME, UPRES EA 4229, Université d’Orléans, Orléans, France
2Laboratoire PRISME, UPRES EA 4229, ENSI de Bourges, Bourges, France
3Laboratoire PI:MIS, Université de Guelma BP 401, Guelma, Algeria
4Institut 3MTO, UPRES EA 4708, Hôpital d’Orléans, Orléans, France

Tóm tắt

Từ khóa


Tài liệu tham khảo

Benhamou CL, Lespessailles E, Jacquet G, Harba R, Jennane R, Loussot T, Tourliere D, Ohley W (1994) Fractal organization of trabecular bone images on calcaneus radiographs. J Bone Miner Res 9(12):1909–1918

Benhamou CL, Poupon S, Lespessailles E, Loiseau S, Jennane R, Siroux V, Ohley W, Pothuaud L (2001) Fractal analysis of radiographic trabecular bone texture and bone mineral density: two complementary parameters related to osteoporotic fractures. J Bone Miner Res 16(4):697–704

Caligiuri P, Giger ML, Favus MJ, Jia H, Doi K, Dixon LB (1993) Computerized radiographic analysis of osteoporosis: preliminary evaluation. Radiology 186(2):471–474

Chen J, Shan S, He C, Zhao G (2010) Wld: a robust local image descriptor. IEEE Trans Pattern Anal Mach Intell 32(9):1705–1720

Compston JE, Mellish RW, Garrahan NJ (1987) Age-related changes in iliac crest trabecular microanatomic bone structure in man. Bone 8(5):289–292

Dempster DW (2000) The contribution of trabecular architecture to cancellous bone quality. J Bone Miner Res 15(1):20–23

Duda, R., Hart, P., Stork, D.: Pattern Classification. Wiley, New York

Ensrud KE, Palermo L, Black DM, Cauley J, Jergas M, Orwoll ES, Nevitt MC, Fox KM, Cummings SR (1995) Hip and calcaneal bone loss increase with advancing age: longitudinal results from the study of osteoporotic fractures. J Bone Miner Res 10(11):1778–1787

Fawcett T (2006) An introduction to roc analysis. Pattern Recognit Lett 27(8):861–874

Genant HK, Engelke K, Fuerst T, Gler CC, Grampp S, Harris ST, Jergas M, Lang T, Lu Y, Majumdar S, Mathur A, Takada M (1996) Noninvasive assessment of bone mineral and structure: state of the art. J Bone Miner Res 11(6):707–730

Guo Z, Zhang L, Zhang D (2010) A completed modeling of local binary pattern operator for texture classification. IEEE Trans Image Process 19(6):1657–1663

Hafiane A, Seetharaman G, Palaniappan K, Zavidovique B (2008) Rotationally invariant hashing of median binary patterns for texture classification. Lect Notes Comput Sci 5112/2008, 619–629

Hou TH, Pern MD (1999) A computer vision-based shape classification system using image projection and a neural network. Int J Adv Manuf Technol 15(11), 843–850

Jennane R, Harba R, Lemineur G, Bretteil S, Estrade A, Benhamou CL (2007) Estimation of the 3d self-similarity parameter of trabecular bone from its 2d projection. Med Image Anal 11(1):91–98

Jennane R, Ohley WJ, Majumdar S, Lemineur G (2001) Fractal analysis of bone X-ray tomographic microscopy projections. IEEE Trans Med Imaging 20(5):443–449

Johnell O (1997) The socioeconomic burden of fractures: today and in the 21st century. Am J Med A 103(2), 20S–25S (discussion 25S–26S)

Langenberger H, Shimizu Y, Windischberger C, Grampp S, Berg A, Ferlitsch K, Moser E (2003) Bone homogeneity factor: an advanced tool for the assessment of osteoporotic bone structure in high-resolution magnetic resonance images. Invest Radiol 38(7):467–472

Lazebnik S, Schmid C, Ponce J (2005) A sparse texture representation using local affine regions. IEEE Trans Pattern Anal Mach Intell 27(8):1265–1278

Lespessailles E, Eynard E, Royant V, Terem C, Valverde D, Harba R, Benhamou C (1996) Effects of age and menopause on the fractal dimension of trabecular bone determined on calcaneus radiographs. J Bone Miner Res 11:473

Lespessailles E, Jacquet G, Harba R, Jennane R, Loussot T, Viala JF, Benhamou CL (1996) Anisotropy measurements obtained by fractal analysis of trabecular bone at the calcaneus and radius. Rev Rhum Engl Ed 63(5):337–343

Liao S, Law MWK, Chung ACS (2009) Dominant local binary patterns for texture classification. IEEE Trans Image Process 18(5):1107–1118

Link TM, Majumdar S, Lin JC, Augat P, Gould RG, Newitt D, Ouyang X, Lang TF, Mathur A, Genant HK (1998) Assessment of trabecular structure using high resolution ct images and texture analysis. J Comput Assist Tomogr 22(1):15–24

Luo G, Kinney JH, Kaufman JJ, Haupt D, Chiabrera A, Siffert RS (1999) Relationship between plain radiographic patterns and three- dimensional trabecular architecture in the human calcaneus. Osteoporos Int 9(4):339–345

NIH (1993) Consensus development conference: diagnosis, prophylaxis, and treatment of osteoporosis. Am J Med 94(6):646–650

Ojala T, Pietikäinen M, Harwood D (1996) A comparative study of texture measures with classification based on feature distributions. Pattern Recognit 29(1):51–59

Ojala T, Pietikäinen M, Mäenpää T (2002) Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans Pattern Anal Mach Intell 24(7):971–987

Parfitt AM, Drezner MK, Glorieux FH, Kanis JA, Malluche H, Meunier PJ, Ott SM, Recker RR (1987) Bone histomorphometry: standardization of nomenclature, symbols, and units. report of the asbmr histomorphometry nomenclature committee. J Bone Miner Res 2(6):595–610

Petrou M, Sevilla PG (2006) Image processing: dealing with texture. Wiley, New York

Pothuaud L, Benhamou CL, Porion P, Lespessailles E, Harba R, Levitz P (2000) Fractal dimension of trabecular bone projection texture is related to threedimensional microarchitecture. J Bone Miner Res 15(4):691–699

Pothuaud L, Carceller P, Hans D (2008) Correlations between grey-level variations in 2d projection images (tbs) and 3d microarchitecture: applications in the study of human trabecular bone microarchitecture. Bone 42(4):775–787

Pothuaud L, Lespessailles E, Harba R, Jennane R, Royant V, Eynard E, Benhamou CL (1998) Fractal analysis of trabecular bone texture on radiographs: discriminant value in postmenopausal osteoporosis. Osteoporos Int 8(6):618–625

Taleb-Ahmed A, Dubois P, Duquenoy E (2003) Analysis methods of ct-scan images for the characterization of the bone texture: first results. Pattern Recogn Lett 24:1971–1982

Tuceryan M, Jain AK (1993) Texture analysis. Handbook of pattern recognition & computer vision pp 235–276

Varma M, Zisserman A (2005) A statistical approach to texture classification from single images. Int J Comput Vis 62(1–2):61–81

Zhang W, Shan S, Gao W, Chen X, Zhang H (2005) Local gabor binary pattern histogram sequence (lgbphs): a novel non-statistical model for face representation and recognition. In: Tenth IEEE international conference on computer vision 1:786–791

Zhou W, Ahrary A, Kamata SI (2010) Image description with 1d local patterns by multi-scans: an application to face recognition. In: IEEE 17th international conference on image processing, pp 4553–4556