Xia Li
ABSTRACT
Image representation plays an essential role in image categorization and retrieval applications. Images span on visual and spatial space. Encoding both visual and spatial information for effective and efficient image matching remains a fundamental problem in computer vision. The objective of my research is to construct a robust image representation for efficient recognition and retrieval.
- O. Boiman, E. Shechtman and M. Irani, "In defense of nearest-neighbor based image classification," In Proc. CVPR, 2008.Google Scholar
Cross Ref
- J. Gemert, J. Geusebroek, C. Veenman, and A. Smeulders, "Kernel codebooks for scene categorization," In proc. ECCV, 2008. Google ScholarDigital Library
- H. Jegou, M. Douze, C. Schmid, and P. Perez, "Aggregating local descriptors into a compact image representation," In Proc. CVPR, 2010.Google ScholarCross Ref
- X. Zhou, K. Yu, T. Zhang, and T. S. Huang, "Image classification using Super-Vector coding of local image descriptors," In Proc. ECCV, 2010. Google ScholarDigital Library
- S. Lazebnik, C. Schmid, and J. Ponce, "Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories," In proc. CVPR, 2006. Google ScholarDigital Library
Index Terms
- Robust image representation for efficient recognition and retrieval
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