Case-based fracture image retrieval

International Journal of Computer Assisted Radiology and Surgery

Volumn 7, Issue 3, 2012, Pages 401-411

  Zhou, Xin ^a   Stern, Richard ^a   Müller, Henning ^b  

^a GENEVA UNIVERSITY HOSPITALS   (Switzerland)

^b UNIVERSITY OF APPLIED SCIENCES WESTERN SWITZERLAND   (Switzerland)

Author keywords

Content based image retrieval; Decision support system; Feature selection; Fracture database; Medical imaging

Indexed keywords

ACCURACY; ANALYTIC METHOD; ANALYTICAL PARAMETERS; ARTICLE; BONE RADIOGRAPHY; CLUSTER ANALYSIS; DATA BASE; DIAGNOSTIC IMAGING; DISEASE CLASSIFICATION; FRACTURE; IMAGE ANALYSIS; IMAGE PROCESSING; IMAGE QUALITY; INFORMATION PROCESSING; MATHEMATICAL COMPUTING; ORTHOPEDICS; PRIORITY JOURNAL; SAMPLING; SCALE INVARIANT FEATURE TRANSFORM; SWITZERLAND; UNIVERSITY HOSPITAL;

EID: 84862977864     PISSN: 18616410     EISSN: 18616429     Source Type: Journal    
DOI: 10.1007/s11548-011-0643-8     Document Type: Article

References (49)

1. Abdullah A, Veltkamp RC, Wiering MA (2010) Ensembles of novel visual keywords descriptors for image categorization. In: 11th International conference on control automation robotics vision (ICARCV), pp 1206-1211
2. Avni U, Greenspan H, Konen E, Sharon M, Goldberger J (2011) X-ray categorization and retrieval on the organ and pathology level, using patch-based visual words. IEEE Trans Med Imaging 30(3):733-746
3. Barnard K, Duygulu P, Forsyth D, de Freitas N, Blei DM, Jordan MI (2003) Matching words and pictures. J. Mach. Learn. Res. 3:1107-1135
4. Bay H, Ess A, Tuytelaars T, Van Gool L (2008) Speeded-up robust features (surf). Comput Vis Image Underst 110(3):346-359
5. Clough P, Müller H, Sanderson M (2005) The CLEF cross-language image retrieval track (ImageCLEF) 2004. In: Peters C, Clough P, Gonzalo J, Jones GJF, Kluck M, Magnini B (eds) Multilingual information access for text, speech and images: result of the fifth CLEF evaluation campaign. Lecture notes in computer science (LNCS), vol 3491. Springer, Bath, UK, pp 597-613
6. Clough P, Sanderson M, Müller H (2004) The CLEF cross language image retrieval track (ImageCLEF) 2004. In: The challenge of image and video retrieval (CIVR 2004), Lecture notes in computer science, vol 3115, Springer, pp 243-251
7. Croft WB (2000) Combining approaches to information retrieval. In: Advances in information retrieval. Springer, US, pp 1-36
8. Csurka G, Dance CR, Fan L, Willamowski J, Bray C (2004) Visual categorization with bagsofkeypoints. In:Inworkshoponstatistical learning in computer vision, ECCV, pp 1-22
9. Danis R (1949) Théorie et Pratique de l'Ostéosynthè se. Masson and Cie, Paris, France
10. Datta R, Joshi D, Li J, Wang JZ (2008) Image retrieval: ideas, influences, and trends of the new age. ACM Comput Surv 40(2): 1-60
11. Deselaers T, Keysers D, Ney H (2008) Features for image retrieval: an experimental comparison. Inf Retr 11:77-107
12. Deselaers T, Weyand T, Keysers D, Macherey W, Ney H (2005) FIRE in ImageCLEF 2005: combining content-based image retrieval with textual information retrieval. In: Working notes of the CLEF workshop. Vienna, Austria
13. Donnelley M (2008) Computer aided long-bone segmentation and fracture detection. Ph.D. thesis, Flinders University of South Australia, Adelaide, South Australia
14. Donnelley M, Knowles G (2005) Computer aided long bone fracture detection. In: Proceedings of the 8th international symposium on signal processing and its applications (ISSPA 2005), vol 1. Sydney, Australia, pp 175-178
15. Donnelley M, Knowles G, Hearn T (2008) A cad system for long-bone segmentation and fracture detection. In: Proceedings of the 3rd international conference on image and signal processing (ICISP 2008). Lecture notes in computer science, vol 5099. Springer, pp 153-162
16. Fox EA, Shaw JA (1993) Combination of multiple searches. In: Text retrieval conference, pp 243-252
17. He JC, Leow WK, Howe TS (2007) Hierarchical classifiers for detection of fractures in X-ray images. In: Proceedings of the 12th international conference on computer analysis of images and patterns (CAIP 2007). Lecture notes in computer science, vol 4673. Springer, Vienna, Austria, pp 962-969
18. Hsu W, Antani S, Long LR, Neve L, Thoma GR (2009) Spirs: a web-based image retrieval system for large biomedical databases. Int J Med Inform 78(Supplement 1):S13-S24. MedInfo 2007
19. Jiang YG, Ngo CW, Yang J (2007) Towards optimal bag-of-features for object categorization and semantic video retrieval. In: CIVR '07: proceedings of the 6th ACM international conference on image and video retrieval. ACM, New York, NY, USA, pp 494-501
20. Ke Y, Sukthankar R (2004) Pca-sift: a more distinctive representation for local image descriptors. In: IEEE computer society conference on computer vision and pattern recognition (CVPR 2004), vol 2. Washington, DC, USA, pp 506-513
21. Lehmann TM, Güld MO, Thies C, Fischer B, Spitzer K, Key-sers D, Ney H, Kohnen M, Schubert H, Wein BB (2004) Content-based image retrieval inmedical applications. Methods Inf Med 43: 354-361
22. Lim SE, Xing Y, Chen Y, Leow WK, Howe TS, Png MA (2004) Detection of femur and radius fractures in X-ray images. In: Proceedings of 2nd international conference on advances in medical signal and information processing. Sliema, Malta, pp 249-256
23. Liu C, Yuen J, Torralba A, Sivic J, Freeman WT (2008) SIFT flow: dense correspondence across different scenes. In: ECCV '08: proceedings of the 10th European conference on computer vision. Springer, Berlin, Heidelberg. pp 28-42
24. Lowe DG (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vis 60(2):91-110
25. Lum VLF, Leow WK, Chen Y, Howe TS, Png MA (2005) Combining classifiers for bone fracture detection in X-ray images. In: IEEE international conference on image processing (ICIP'2005), vol 1. Genoa, Italy, pp 1149-1152
26. Marsh JL, Slongo TF, Agel J, Broderick JS, Creevey W, DeCoster TA, Prokuski L, Sirkin MS, Ziran B, Henley B, Audigé L (2007) Fracture and dislocation classification compendium- 2007: Orthopaedic trauma association classification, database and outcomes committee. J Orthop Trauma 21(10 Suppl):S1-S133
27. MatasJ (2004) Robust wide-baseline stereo from maximally stable extremal regions. Image Vis Comput 22(10):761-767
28. Mikolajczyk K, Schmid C (2005) A performance evaluation of local descriptors. IEEE Trans Pattern Anal Mach Intell 27(10):1615-1630
29. Müller H, Deselaers T, Kim E, Kalpathy-Cramer J, Deserno TM, Clough P, Hersh W (2008) Overview of the ImageCLEFmed 2007 medical retrieval and annotation tasks. In: CLEF 2007 proceedings. Lecture notes in computer science (LNCS), vol 5152. Springer, Budapest, Hungary, pp 473-491
30. Müller H, Deselaers T, Lehmann T, Clough P, Kim E, Hersh W (2007) Overview of the ImageCLEFmed 2006 medical retrieval and medical annotation tasks. In: CLEF 2006 proceedings. Lecture notes in computer science (LNCS), vol 4730. Springer, Alicante, Spain, pp 595-608
31. Müller H, Fabry P, Lovis C, Geissbuhler A (2003) MedGIFT- retrieving medical image by their visual content. In: World summit of the information society, forum science and society. Geneva, Switzerland
32. Müller H, Kalpathy-Cramer J, Kahn CE Jr, Hatt W, Bedrick S, Hersh W (2009) Overview of the ImageCLEFmed 2008 medical image retrieval task. In: Peters C, Giampiccolo D, Ferro N, Petras V, Gonzalo J, Peñas A, Deselaers T, Mandl T, Jones G, Kurimo M (eds) Evaluating systems for multilingual and multimodal information access-9th workshop of the cross-language evaluation forum. Lecture notes in computer science.,vol 5706. Aarhus, Denmark, pp 500-510
33. Müller H, Michoux N, Bandon D, Geissbuhler A (2004) A review of content-based image retrieval systems in medicine-clinical benefits and future directions. Int J Med Inform 73(1):1-23
34. Muller H, Zhou X, Depeursinge A, Pitkanen M, Iavindrasana J, Geissbuhler A (2007) Medical visual information retrieval: state of the art and challenges ahead. In: Proceedings of the 2007 IEEE international conference on multimedia and expo, ICME'07. IEEE, pp 683-686
35. Nehemiah HK, Khanna A, Kumar DS (2006) Intelligent fractured image retrieval from medical image databases. Asian J Inf Technol 5:448-453
36. Quellec G, Lamard M, Cazuguel G, Roux C, Cochener B (2011) Case retrieval in medical databases by fusing heterogeneous information. IEEE Trans Med Imaging 30(1):108-118
37. Rosset A, Müller H, Martins M, Dfouni N, Vallée JP, Ratib O (2004) Casimage project-a digital teaching files authoring environment. J Thorac Imaging 19(2):1-6
38. Savoy J (2002) Report on CLEF-2001 experiments. In: Report on the CLEF conference 2001 (Cross Language Evaluation Forum). LNCS 2406, Springer, Darmstadt, Germany, pp 27-43
39. Smeulders AWM, Worring M, Santini S, Gupta A, Jain R (2000) Content-based image retrieval at the end of the early years. IEEE Trans Pattern Anal Mach Intell 22(12):1349-1380
40. Squire DM, Müller W, Müller H, Pun T (2000) Content-based query of image databases: inspirations from text retrieval. In: Ersboll BK, Johansen P (eds) Pattern recognition letters (selected papers from the 11th scandinavian conference on image analysis SCIA '99), vol 21, pp 1193-1198
41. Stern R, Hoffmeyer P, Rosset A, Garcia J (2003) Fractures. University of Geneva, Geneva, Switzerland
42. Swain MJ, Ballard DH (1991) Color indexing. Int J Comput Vis 7(1):11-32
43. Tommasi T, Orabona F, Caputo B (2008) CLEF2008 image annotation task: an SVM confidence-based approach. In: Working notes of the 2008 CLEF workshop. Aarhus, Denmark
44. Weber B (1966) Die verletzungen des oberen sprungge-lenkes. Aktuelle Probleme in der Chirurgie. Huber, Stuttgart
45. Zhou X, Depeursinge A, Müller H (2010) Information fusion for combining visual and textual image retrieval. In: International conference on pattern recognition, ICPR'10. IEEE Computer Society, Los Alamitos, CA, USA
46. Zhou X, Eggel I, Müller H (2009) The MedGIFT group at ImageCLEF 2009. In: Working notes of CLEF 2009 (Cross Language Evaluation Forum). Corfu, Greece
47. Zhou X, Gobeill J, Müller H (2009) The MedGIFT group at ImageCLEF 2008. In: CLEF 2008 proceedings. Lecture notes in computer science (LNCS), vol 5706. Springer, Aarhus, Denmark, pp 712-718
48. Zhou X, Gobeill J, Ruch P, Müller H (2008) University and hospitals of geneva participating at imageclef 2007. In: CLEF 2007 proceedings. Lecture notes in computer science (LNCS), vol 5152. Springer, Budapest, Hungary, pp 649-656
49. Zhou X, Krabbenhöft H, Niinimäki M, Depeursinge A, Möller S, Müller H (2009) An easy setup for parallel medical image processing: using Taverna and ARC. In: Proceedings of Health-Grid 2009. Berlin, Germany