Deep learning for SAR ship detection: Past, present and future
J Li, C Xu, H Su, L Gao, T Wang - Remote Sensing, 2022 - mdpi.com
After the revival of deep learning in computer vision in 2012, SAR ship detection comes into
the deep learning era too. The deep learning-based computer vision algorithms can work in …
the deep learning era too. The deep learning-based computer vision algorithms can work in …
Ship detection based on deep learning using SAR imagery: a systematic literature review
M Yasir, W Jianhua, X Mingming, S Hui, Z Zhe… - Soft Computing, 2023 - Springer
This study adheres to a set of guidelines for performing an SLR. The mission of the SLR is to
find publications, publishers, deep learning types, improved and amended deep learning …
find publications, publishers, deep learning types, improved and amended deep learning …
A sidelobe-aware small ship detection network for synthetic aperture radar imagery
Ship detection from synthetic aperture radar (SAR) remote sensing images is essential for
monitoring water traffic and marine safety. Numerous methods for ship detection have been …
monitoring water traffic and marine safety. Numerous methods for ship detection have been …
LMSD-YOLO: A lightweight YOLO algorithm for multi-scale SAR ship detection
Y Guo, S Chen, R Zhan, W Wang, J Zhang - Remote Sensing, 2022 - mdpi.com
At present, deep learning has been widely used in SAR ship target detection, but the
accurate and real-time detection of multi-scale targets still faces tough challenges. CNN …
accurate and real-time detection of multi-scale targets still faces tough challenges. CNN …
Ship detection in SAR images based on multi-scale feature extraction and adaptive feature fusion
K Zhou, M Zhang, H Wang, J Tan - Remote Sensing, 2022 - mdpi.com
Deep learning has attracted increasing attention across a number of disciplines in recent
years. In the field of remote sensing, ship detection based on deep learning for synthetic …
years. In the field of remote sensing, ship detection based on deep learning for synthetic …
A lightweight model for ship detection and recognition in complex-scene SAR images
B Xiong, Z Sun, J Wang, X Leng, K Ji - Remote Sensing, 2022 - mdpi.com
SAR ship detection and recognition are important components of the application of SAR
data interpretation, allowing for the continuous, reliable, and efficient monitoring of maritime …
data interpretation, allowing for the continuous, reliable, and efficient monitoring of maritime …
A survey on deep-learning-based real-time SAR ship detection
J Li, J Chen, P Cheng, Z Yu, L Yu… - IEEE Journal of Selected …, 2023 - ieeexplore.ieee.org
Recently, deep learning has greatly promoted the development of synthetic aperture radar
(SAR) ship detection. But the detectors are usually heavy and computation intensive, which …
(SAR) ship detection. But the detectors are usually heavy and computation intensive, which …
[HTML][HTML] An adaptive sample assignment strategy based on feature enhancement for ship detection in SAR images
H Shi, Z Fang, Y Wang, L Chen - Remote Sensing, 2022 - mdpi.com
Recently, ship detection in synthetic aperture radar (SAR) images has received extensive
attention. Most of the current ship detectors preset dense anchor boxes to achieve spatial …
attention. Most of the current ship detectors preset dense anchor boxes to achieve spatial …
Improved YOLOX's anchor-free SAR image ship target detection
H Peng, X Tan - Ieee Access, 2022 - ieeexplore.ieee.org
For the characteristics of synthetic aperture radar (SAR) images, such as the dense
arrangement of ship targets on shore, which are easily affected by land, the sparse …
arrangement of ship targets on shore, which are easily affected by land, the sparse …
MEA-Net: A lightweight SAR ship detection model for imbalanced datasets
Y Guo, L Zhou - Remote Sensing, 2022 - mdpi.com
The existing synthetic aperture radar (SAR) ship datasets have an imbalanced number of
inshore and offshore ship targets, and the number of small, medium and large ship targets …
inshore and offshore ship targets, and the number of small, medium and large ship targets …