Image classification by multi-instance learning with base sample selection

Qiang Pan; Gang Zhang; Xiao-Yan Zhang; Zhi-Ming Huang; Jie Xiong

doi:10.1117/12.917409

15 November 2011 Image classification by multi-instance learning with base sample selection

Qiang Pan, Gang Zhang, Xiao-Yan Zhang, Zhi-Ming Huang, Jie Xiong

Proceedings Volume 8335, 2012 International Workshop on Image Processing and Optical Engineering; 833519 (2011) https://doi.org/10.1117/12.917409
Event: 2012 International Workshop on Image Processing and Optical Engineering, 2012, Harbin, China

Abstract

We propose a similarity-based learning style algorithm by regarding each image as a multi-instance (MI) sample for image classification. An image featured as vectorial representation interesting regions is transferred to a MI sample. Then a similarity like matrix is constructed using MI kernel between given images and some carefully selected base images, as the new representation of given images. Three selection strategies are proposed to build the base images set to find an optimal solution. A Weka implementation decision tree is used as the main learner in this paper. Experiments on image data repository ALOI and Corel Image 2000 show the effectiveness of the proposed algorithm compared to some previous based line methods.

Citation Download Citation

Qiang Pan, Gang Zhang, Xiao-Yan Zhang, Zhi-Ming Huang, and Jie Xiong "Image classification by multi-instance learning with base sample selection", Proc. SPIE 8335, 2012 International Workshop on Image Processing and Optical Engineering, 833519 (15 November 2011); https://doi.org/10.1117/12.917409

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KEYWORDS

Image classification

Feature extraction

Machine learning

Image processing

Image visualization

Visualization

Image understanding

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