Multimodal Medical Image Retrieval

作者: Ivan Kitanovski , Katarina Trojacanec , Ivica Dimitrovski , Suzana Loskovska

DOI: 10.1007/978-3-642-37169-1_8

关键词:

摘要: Medical image retrieval is one of the crucial tasks in everyday medical practices. This paper investigates three forms retrieval: text, visual and multimodal retrieval. We investigate by evaluating different weighting models for text In case retrieval, we focused on extracting low-level features examining their performance. For, used late fusion to combine best results. found that choice model dramatically influences outcome The results from are fused using linear combination, which among simplest most frequently methods. Our clearly show with an appropriate technique improves

参考文章(38)
Savvas A. Chatzichristofis, Yiannis S. Boutalis, CEDD: color and edge directivity descriptor: a compact descriptor for image indexing and retrieval international conference on computer vision systems. pp. 312- 322 ,(2008) , 10.1007/978-3-540-79547-6_30
S. Deb, Yanchun Zhang, An overview of content-based image retrieval techniques advanced information networking and applications. ,vol. 1, pp. 59- 64 ,(2004) , 10.1109/AINA.2004.1283888
Henning Müller, Jayashree Kalpathy–Cramer, Ivan Eggel, Steven Bedrick, Saïd Radhouani, Brian Bakke, Charles E. Kahn, William Hersh, Overview of the CLEF 2009 Medical Image Retrieval Track Lecture Notes in Computer Science. ,vol. 1175, pp. 72- 84 ,(2010) , 10.1007/978-3-642-15751-6_8
Josef Sivic, Alexei A. Efros, William T. Freeman, Andrew Zisserman, Bryan C. Russell, Discovering object categories in image collections ,(2005)
Stéphane Clinchant, Gabriela Csurka, Guillaume Jacquet, XRCE's Participation at Medical Image Modality Classification and Ad-hoc Retrieval Tasks of Image CLEF2011. CLEF (Notebook Papers/Labs/Workshop). ,(2011)
Ana García-Serrano, Xaro Benavent, Joan Benavent, Ángel Castellanos, UNED-UV at Medical Retrieval Task of ImageCLEF 2011 CLEF (Notebook Papers/Labs/Workshop). ,(2011)
Adil Alpkocak, Tolga Berber, Okan Ozturkmenoglu, Ali Hosseinzadeh Vahid, Roghaiyeh Gachpaz Hamed, DEMIR at ImageCLEFMed 2011: Evaluation of Fusion Techniques for Multimodal Content-based Medical Image Retrieval CLEF (Notebook Papers/Labs/Workshop). ,(2011)
Yiannis Gkoufas, Theodore Kalamboukis, Anna Morou, IPL at ImageCLEF 2011 Medical Retrieval Task. CLEF (Notebook Papers/Labs/Workshop). ,(2011)
Jayashree Kalpathy-Cramer, Ivan Eggel, Theodora Tsikrika, Steven Bedrick, Alba Garcia Seco de Herrera, Henning Müller, Henning Müller, Overview of the CLEF 2011 Medical Image Classification and Retrieval Tasks. cross language evaluation forum. ,vol. 1177, ,(2011)
Allen Hanson, None, Computer Vision Systems ,(1978)