A comprehensive and systematic review on classical and deep learning based region proposal algorithms

作者:

Highlights:

• A comprehensive review of recent works of region proposal algorithms is presented.

• A taxonomy of region proposals is presented.

• Advantages and disadvantages of different categories in this area are discussed.

• Applications in different areas including natural and medical images are reviewed.

• Different challenges and open-questions are pointed out.

摘要

•A comprehensive review of recent works of region proposal algorithms is presented.•A taxonomy of region proposals is presented.•Advantages and disadvantages of different categories in this area are discussed.•Applications in different areas including natural and medical images are reviewed.•Different challenges and open-questions are pointed out.

论文关键词:Region proposal,Deep learning,Segmentation,Region proposal network,Ranking

论文评审过程:Received 23 February 2021, Revised 12 September 2021, Accepted 14 October 2021, Available online 30 October 2021, Version of Record 9 November 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.116105