Overview of two-stage object detection algorithms
Nowadays, object detection has gradually become a quite popular field. From the traditional methods to the methods used at this stage, object detection technology has made great progress, and is still continuously developing and innovating. This paper reviews two-stage object detection algorithms us...
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| Vydané v: | Journal of physics. Conference series Ročník 1544; číslo 1; s. 12033 - 12038 |
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| Hlavní autori: | , , |
| Médium: | Journal Article |
| Jazyk: | English |
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Bristol
IOP Publishing
01.05.2020
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| ISSN: | 1742-6588, 1742-6596 |
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| Abstract | Nowadays, object detection has gradually become a quite popular field. From the traditional methods to the methods used at this stage, object detection technology has made great progress, and is still continuously developing and innovating. This paper reviews two-stage object detection algorithms used at this stage, explaining in detail the working principles of Faster R-CNN, R-FCN, FPN, and Casecade R-CNN and analyzing the similarities and differences between these four two-stage object detection algorithms. Then we used HSRC2016 ship dataset to perform experiments with Faster R-CNN, R-FCN, FPN, and Casecade R-CNN and compared the effectiveness of them with experimental results. |
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| AbstractList | Nowadays, object detection has gradually become a quite popular field. From the traditional methods to the methods used at this stage, object detection technology has made great progress, and is still continuously developing and innovating. This paper reviews two-stage object detection algorithms used at this stage, explaining in detail the working principles of Faster R-CNN, R-FCN, FPN, and Casecade R-CNN and analyzing the similarities and differences between these four two-stage object detection algorithms. Then we used HSRC2016 ship dataset to perform experiments with Faster R-CNN, R-FCN, FPN, and Casecade R-CNN and compared the effectiveness of them with experimental results. |
| Author | Zhang, Rongyu Du, Lixuan Wang, Xiaotian |
| Author_xml | – sequence: 1 givenname: Lixuan surname: Du fullname: Du, Lixuan organization: International School, Beijing University of Post and Telecommunication , . CHINA – sequence: 2 givenname: Rongyu surname: Zhang fullname: Zhang, Rongyu organization: International School, Beijing University of Post and Telecommunication , . CHINA – sequence: 3 givenname: Xiaotian surname: Wang fullname: Wang, Xiaotian organization: International School, Beijing University of Post and Telecommunication , . CHINA |
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