Pairwise based deep ranking hashing for histopathology image classification and retrieval

作者:

Highlights:

• We design a pairwise matrix to preserve both ranking and label information.

• We propose a novel objective function to learn binary codes.

• We propose a novel pairwise based supervised deep learning framework for fast image classification and retrieval.

摘要

•We design a pairwise matrix to preserve both ranking and label information.•We propose a novel objective function to learn binary codes.•We propose a novel pairwise based supervised deep learning framework for fast image classification and retrieval.

论文关键词:Histopathology images,Classification,Retrieval,Ranking hashing,Deep learning

论文评审过程:Received 15 August 2017, Revised 31 January 2018, Accepted 20 March 2018, Available online 22 March 2018, Version of Record 3 April 2018.

论文官网地址:https://doi.org/10.1016/j.patcog.2018.03.015