Visual pattern mining in histology image collections using bag of features

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摘要

ObjectiveThe paper addresses the problem of finding visual patterns in histology image collections. In particular, it proposes a method for correlating basic visual patterns with high-level concepts combining an appropriate image collection representation with state-of-the-art machine learning techniques.

论文关键词:Collection-based image analysis,Visual pattern mining,Visual knowledge discovery,Bag of features (BOF),Visual-codebook feature selection,Kernel-based image annotation,Identification of visual patterns,Histology and histopathology images,Basal-cell carcinoma,Fundamental tissues

论文评审过程:Received 9 March 2011, Revised 19 March 2011, Accepted 17 April 2011, Available online 12 June 2011.

论文官网地址:https://doi.org/10.1016/j.artmed.2011.04.010