A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object Detection
As a fundamental and important task in remote sensing, remote sensing image scene understanding (RSISU) has attracted tremendous research interest in recent years. RSISU includes the following sub-tasks: remote sensing image scene classification, remote sensing image scene retrieval, and scene-drive...
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| Format: | Article |
| Language: | English |
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MDPI AG
2019-05-01
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| Series: | Applied Sciences |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2076-3417/9/10/2110 |
| _version_ | 1818298544169156608 |
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| author | Yating Gu Yantian Wang Yansheng Li |
| author_facet | Yating Gu Yantian Wang Yansheng Li |
| author_sort | Yating Gu |
| collection | DOAJ |
| description | As a fundamental and important task in remote sensing, remote sensing image scene understanding (RSISU) has attracted tremendous research interest in recent years. RSISU includes the following sub-tasks: remote sensing image scene classification, remote sensing image scene retrieval, and scene-driven remote sensing image object detection. Although these sub-tasks have different goals, they share some communal hints. Hence, this paper tries to discuss them as a whole. Similar to other domains (e.g., speech recognition and natural image recognition), deep learning has also become the state-of-the-art technique in RSISU. To facilitate the sustainable progress of RSISU, this paper presents a comprehensive review of deep-learning-based RSISU methods, and points out some future research directions and potential applications of RSISU. |
| first_indexed | 2024-12-13T04:37:01Z |
| format | Article |
| id | doaj.art-da33ecdac01e4d2385e1882ee16c2054 |
| institution | Directory Open Access Journal |
| issn | 2076-3417 |
| language | English |
| last_indexed | 2024-12-13T04:37:01Z |
| publishDate | 2019-05-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Applied Sciences |
| spelling | doaj.art-da33ecdac01e4d2385e1882ee16c20542022-12-21T23:59:25ZengMDPI AGApplied Sciences2076-34172019-05-01910211010.3390/app9102110app9102110A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object DetectionYating Gu0Yantian Wang1Yansheng Li2School of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430079, ChinaSchool of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430079, ChinaSchool of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430079, ChinaAs a fundamental and important task in remote sensing, remote sensing image scene understanding (RSISU) has attracted tremendous research interest in recent years. RSISU includes the following sub-tasks: remote sensing image scene classification, remote sensing image scene retrieval, and scene-driven remote sensing image object detection. Although these sub-tasks have different goals, they share some communal hints. Hence, this paper tries to discuss them as a whole. Similar to other domains (e.g., speech recognition and natural image recognition), deep learning has also become the state-of-the-art technique in RSISU. To facilitate the sustainable progress of RSISU, this paper presents a comprehensive review of deep-learning-based RSISU methods, and points out some future research directions and potential applications of RSISU.https://www.mdpi.com/2076-3417/9/10/2110deep learningremote sensing image scene understanding (RSISU)remote sensing image scene classificationremote sensing image scene retrievalremote sensing image object detection |
| spellingShingle | Yating Gu Yantian Wang Yansheng Li A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object Detection Applied Sciences deep learning remote sensing image scene understanding (RSISU) remote sensing image scene classification remote sensing image scene retrieval remote sensing image object detection |
| title | A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object Detection |
| title_full | A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object Detection |
| title_fullStr | A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object Detection |
| title_full_unstemmed | A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object Detection |
| title_short | A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object Detection |
| title_sort | survey on deep learning driven remote sensing image scene understanding scene classification scene retrieval and scene guided object detection |
| topic | deep learning remote sensing image scene understanding (RSISU) remote sensing image scene classification remote sensing image scene retrieval remote sensing image object detection |
| url | https://www.mdpi.com/2076-3417/9/10/2110 |
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