Enhancing recognition of visual concepts with primitive color histograms via non-sparse multiple kernel learning

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6242 LNCS, Issue , 2010, Pages 269-276

  Binder, Alexander ^a   Kawanabe, Motoaki ^a,b  

^a FRAUNHOFER FIRST   (Germany)

^b TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

BAG OF WORDS; COLOR CHANNELS; COLOR HISTOGRAM; FEATURE WEIGHT; IMAGE ANNOTATION; IMAGE FEATURES; IMAGECLEF; RECOGNITION PERFORMANCE; SIFT DESCRIPTORS; SPARSE MULTIPLES; SPATIAL VARIABILITY; VISUAL CONCEPT;

COLOR; GRAPHIC METHODS; IMAGE ANALYSIS; LINGUISTICS;

FEATURE EXTRACTION;

EID: 78049333325     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15751-6_33     Document Type: Conference Paper

References (9)

1. Vapnik, V. N.: The Nature of Statistical Learning Theory. Springer, Heidelberg (1995)
2. Müller, K. R., Mika, S., Rätsch, G., Tsuda, K., Schölkopf, B.: An introduction to kernel-based learning algorithms. IEEE Trans. Neural Netw. 12(2), 181-201 (2001)
3. Kloft, M., Brefeld, U., Sonnenburg, S., Laskov, P., Müller, K. R., Zien, A.: Efficient and accurate Lp-norm multiple kernel learning. In: Adv. Neur. Inf. Proc. Sys., NIPS (2009)
4. Csurka, G., Bray, C., Dance, C., Fan, L.: Visual categorization with bags of keypoints. In: Workshop on Statistical Learning in Computer Vision, ECCV 2004, Prague, Czech Republic, pp. 1-22 (May 2004)
5. Nowak, S., Dunker, P.: Overview of the CLEF 2009 large-scale visual concept detection and annotation task. In: Peters, C., et al. (eds.) CLEF 2009 Workshop, Part II. LNCS, vol. 6242, Springer, Heidelberg (2010)
6. Lowe, D. G.: Distinctive image features from scale-invariant keypoints. Int. J. Comp. Vis. 60(2), 91-110 (2004)
7. Lazebnik, S., Schmid, C., Ponce, J.: Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories. In: Proceedings of CVPR 2006, New York, USA, pp. 2169-2178 (2006)
8. Mikolajczyk, K., Schmid, C.: A performance evaluation of local descriptors. IEEE Trans. Pat. Anal. & Mach. Intel. 27(10), 1615-1630 (2005)
9. van de Sande, K. E. A., Gevers, T., Snoek, C. G. M.: Evaluating color descriptors for object and scene recognition. IEEE Trans. Pat. Anal. & Mach. Intel. (2010)