Review: Which is the best way to organize/classify images by content?
Image and Vision Computing
Semantic modeling of natural scenes based on contextual Bayesian networks
Pattern Recognition
Automatic context analysis for image classification and retrieval
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
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With advances in multimedia technology, image data with various formats is is becoming available at an explosive rate from various domain applications. How toefficiently organise and access them has been an extremely important issue and enjoying growing attention. In this paper, we present results from experimental studies investigating performance of image classification for a novel dimension reduction scheme with hybrid architecture. We demonstrate that not only can the method provide superior quality of classification accuracy with various machine learning based classifier but also substantially speed up training and categorisation process. Moreover, it is fairly robust against various kinds of visual distortions and noises.