A Lightweight SAR Image Ship Detection Method Based on Improved Convolution and YOLOv7
The airborne and satellite-based synthetic aperture radar enables the acquisition of high-resolution SAR oceanographic images in which even the outlines of ships can be identified. The detection of ship targets from SAR images has a wide range of applications. Due to the density of ships in SAR imag...
| Published in: | Remote Sensing |
|---|---|
| Main Authors: | Hongdou Tang, Song Gao, Song Li, Pengyu Wang, Jiqiu Liu, Simin Wang, Jiang Qian |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2024-01-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2072-4292/16/3/486 |
Similar Items
LSD-Det: A Lightweight Detector for Small Ship Targets in SAR Images
by: Zhen Wang, et al.
Published: (2025-01-01)
by: Zhen Wang, et al.
Published: (2025-01-01)
RLE-YOLO: A Lightweight and Multiscale SAR Ship Detection Based on Improved YOLOv8
by: Yifan Xu, et al.
Published: (2025-01-01)
by: Yifan Xu, et al.
Published: (2025-01-01)
Lite-YOLOv5: A Lightweight Deep Learning Detector for On-Board Ship Detection in Large-Scene Sentinel-1 SAR Images
by: Xiaowo Xu, et al.
Published: (2022-02-01)
by: Xiaowo Xu, et al.
Published: (2022-02-01)
BESW-YOLO: A Lightweight SAR Image Detection Model Based on YOLOv8n for Complex Scenarios
by: Xiao Tang, et al.
Published: (2025-01-01)
by: Xiao Tang, et al.
Published: (2025-01-01)
YOLOSAR-Lite: a lightweight framework for real-time ship detection in SAR imagery
by: Haochen Wang, et al.
Published: (2024-12-01)
by: Haochen Wang, et al.
Published: (2024-12-01)
LssDet: A Lightweight Deep Learning Detector for SAR Ship Detection in High-Resolution SAR Images
by: Guoxu Yan, et al.
Published: (2022-10-01)
by: Guoxu Yan, et al.
Published: (2022-10-01)
Multi-Scale Ship Detection Algorithm Based on YOLOv7 for Complex Scene SAR Images
by: Zhuo Chen, et al.
Published: (2023-04-01)
by: Zhuo Chen, et al.
Published: (2023-04-01)
An Improved Lightweight RetinaNet for Ship Detection in SAR Images
by: Tian Miao, et al.
Published: (2022-01-01)
by: Tian Miao, et al.
Published: (2022-01-01)
A Lightweight Model for Ship Detection and Recognition in Complex-Scene SAR Images
by: Boli Xiong, et al.
Published: (2022-11-01)
by: Boli Xiong, et al.
Published: (2022-11-01)
LN-SCNet: A Lightweight Convolutional Neural Network for SAR Ship Classification
by: Shuang Zhao, et al.
Published: (2025-01-01)
by: Shuang Zhao, et al.
Published: (2025-01-01)
DWSC-YOLO: A Lightweight Ship Detector of SAR Images Based on Deep Learning
by: Shexiang Jiang, et al.
Published: (2022-11-01)
by: Shexiang Jiang, et al.
Published: (2022-11-01)
PPDM-YOLO: A Lightweight Algorithm for SAR Ship Image Target Detection in Complex Environments
by: Hongjie He, et al.
Published: (2025-01-01)
by: Hongjie He, et al.
Published: (2025-01-01)
A Lightweight Arbitrarily Oriented Detector Based on Transformers and Deformable Features for Ship Detection in SAR Images
by: Bingji Chen, et al.
Published: (2024-01-01)
by: Bingji Chen, et al.
Published: (2024-01-01)
A Lightweight Network for Ship Detection in SAR Images Based on Edge Feature Aware and Fusion
by: Yuming Li, et al.
Published: (2025-01-01)
by: Yuming Li, et al.
Published: (2025-01-01)
YOLOv7oSAR: A Lightweight High-Precision Ship Detection Model for SAR Images Based on the YOLOv7 Algorithm
by: Yilin Liu, et al.
Published: (2024-03-01)
by: Yilin Liu, et al.
Published: (2024-03-01)
Lightweight SAR Ship Detection Network Based on Transformer and Feature Enhancement
by: Shichuang Zhou, et al.
Published: (2024-01-01)
by: Shichuang Zhou, et al.
Published: (2024-01-01)
Ship Detection Based on YOLOv2 for SAR Imagery
by: Yang-Lang Chang, et al.
Published: (2019-04-01)
by: Yang-Lang Chang, et al.
Published: (2019-04-01)
Lightweight Ship Detection Network for SAR Range-Compressed Domain
by: Xiangdong Tan, et al.
Published: (2024-09-01)
by: Xiangdong Tan, et al.
Published: (2024-09-01)
MSSD-Net: Multi-Scale SAR Ship Detection Network
by: Xi Wang, et al.
Published: (2024-06-01)
by: Xi Wang, et al.
Published: (2024-06-01)
Object-Enhanced YOLO Networks for Synthetic Aperture Radar Ship Detection
by: Kun Wu, et al.
Published: (2024-03-01)
by: Kun Wu, et al.
Published: (2024-03-01)
Towards Efficient SAR Ship Detection: Multi-Level Feature Fusion and Lightweight Network Design
by: Wei Xu, et al.
Published: (2025-07-01)
by: Wei Xu, et al.
Published: (2025-07-01)
SAR ship detection based on improved YOLOv5 and BiFPN
by: Chushi Yu, et al.
Published: (2024-02-01)
by: Chushi Yu, et al.
Published: (2024-02-01)
A Lightweight YOLOv5-MNE Algorithm for SAR Ship Detection
by: Lei Pang, et al.
Published: (2022-09-01)
by: Lei Pang, et al.
Published: (2022-09-01)
LH-YOLO: A Lightweight and High-Precision SAR Ship Detection Model Based on the Improved YOLOv8n
by: Qi Cao, et al.
Published: (2024-11-01)
by: Qi Cao, et al.
Published: (2024-11-01)
YOLO-Lite: An Efficient Lightweight Network for SAR Ship Detection
by: Xiaozhen Ren, et al.
Published: (2023-07-01)
by: Xiaozhen Ren, et al.
Published: (2023-07-01)
Ship Detection Algorithm Based on YOLOv5 Network Improved with Lightweight Convolution and Attention Mechanism
by: Langyu Wang, et al.
Published: (2023-11-01)
by: Langyu Wang, et al.
Published: (2023-11-01)
LHSDNet: A Lightweight and High-Accuracy SAR Ship Object Detection Algorithm
by: Dahai Dai, et al.
Published: (2024-12-01)
by: Dahai Dai, et al.
Published: (2024-12-01)
LPFFNet: Lightweight Prior Feature Fusion Network for SAR Ship Detection
by: Xiaozhen Ren, et al.
Published: (2025-05-01)
by: Xiaozhen Ren, et al.
Published: (2025-05-01)
SSGY: A Lightweight Neural Network Method for SAR Ship Detection
by: Fangliang He, et al.
Published: (2025-08-01)
by: Fangliang He, et al.
Published: (2025-08-01)
CSS-YOLO: A SAR Image Ship Detection Method for Complex Scenes
by: Liming Zhou, et al.
Published: (2025-01-01)
by: Liming Zhou, et al.
Published: (2025-01-01)
LSR-Det: A Lightweight Detector for Ship Detection in SAR Images Based on Oriented Bounding Box
by: Fanlong Meng, et al.
Published: (2024-09-01)
by: Fanlong Meng, et al.
Published: (2024-09-01)
Research on the Coordinate Attention Mechanism Fuse in a YOLOv5 Deep Learning Detector for the SAR Ship Detection Task
by: Fang Xie, et al.
Published: (2022-04-01)
by: Fang Xie, et al.
Published: (2022-04-01)
LGM-Det: A Lightweight Geometry-Aware Multiscale Detector for Oriented Ship Target Detection in SAR Images
by: Dongjing Yang, et al.
Published: (2025-01-01)
by: Dongjing Yang, et al.
Published: (2025-01-01)
An Accelerating Method of YOLOv7 Based on Lightweight Network Architecture
by: Jun Wang, et al.
Published: (2025-02-01)
by: Jun Wang, et al.
Published: (2025-02-01)
Multi-scale ship target detection using SAR images based on improved Yolov5
by: Muhammad Yasir, et al.
Published: (2023-01-01)
by: Muhammad Yasir, et al.
Published: (2023-01-01)
YOLO-SD: Small Ship Detection in SAR Images by Multi-Scale Convolution and Feature Transformer Module
by: Simin Wang, et al.
Published: (2022-10-01)
by: Simin Wang, et al.
Published: (2022-10-01)
A Lightweight Network Based on One-Level Feature for Ship Detection in SAR Images
by: Wenbo Yu, et al.
Published: (2022-07-01)
by: Wenbo Yu, et al.
Published: (2022-07-01)
Deformable Feature Fusion and Accurate Anchors Prediction for Lightweight SAR Ship Detector Based on Dynamic Hierarchical Model Pruning
by: Yue Guo, et al.
Published: (2025-01-01)
by: Yue Guo, et al.
Published: (2025-01-01)
DEPDet: A Cross-Spatial Multiscale Lightweight Network for Ship Detection of SAR Images in Complex Scenes
by: Jing Zhang, et al.
Published: (2024-01-01)
by: Jing Zhang, et al.
Published: (2024-01-01)
DBW-YOLO: A High-Precision SAR Ship Detection Method for Complex Environments
by: Xiao Tang, et al.
Published: (2024-01-01)
by: Xiao Tang, et al.
Published: (2024-01-01)
Similar Items
-
LSD-Det: A Lightweight Detector for Small Ship Targets in SAR Images
by: Zhen Wang, et al.
Published: (2025-01-01) -
RLE-YOLO: A Lightweight and Multiscale SAR Ship Detection Based on Improved YOLOv8
by: Yifan Xu, et al.
Published: (2025-01-01) -
Lite-YOLOv5: A Lightweight Deep Learning Detector for On-Board Ship Detection in Large-Scene Sentinel-1 SAR Images
by: Xiaowo Xu, et al.
Published: (2022-02-01) -
BESW-YOLO: A Lightweight SAR Image Detection Model Based on YOLOv8n for Complex Scenarios
by: Xiao Tang, et al.
Published: (2025-01-01) -
YOLOSAR-Lite: a lightweight framework for real-time ship detection in SAR imagery
by: Haochen Wang, et al.
Published: (2024-12-01)
