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Research Article

Feature detection and description for image matching: from hand-crafted design to deep learning

ORCID Icon, ORCID Icon & ORCID Icon
Pages 58-74 | Received 16 Aug 2020, Accepted 26 Oct 2020, Published online: 17 Nov 2020

Figures & data

Figure 1. Feature detection and description pipeline

Figure 1. Feature detection and description pipeline

Figure 2. A timeline highlighting some landmark papers for feature detection, orientation assignment and affine shape adaption

Figure 2. A timeline highlighting some landmark papers for feature detection, orientation assignment and affine shape adaption

Figure 3. The literature timeline for feature description. For better viewing of the whole graph, some closely linked papers are combined into one block with an +1 year difference, e.g. all the binary descriptors including ORB, BRISK, BRIEF and FREAK are combined into one block

Figure 3. The literature timeline for feature description. For better viewing of the whole graph, some closely linked papers are combined into one block with an +1 year difference, e.g. all the binary descriptors including ORB, BRISK, BRIEF and FREAK are combined into one block

Data availability statement

Data sharing is not applicable to this article as no new data were created or analyzed in this study.