Deep Learning for SAR Ship Detection: Past, Present and Future

Attentional Feature Refinement and Alignment Network for Aircraft Detection in SAR Imagery

(2022) Yan Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Learning for Weakly-Supervised Object Detection and Localization: A Survey

(2022) Feifei Shao et al.   NEUROCOMPUTING

Ship Detection in SAR Images Based on Multi-Scale Feature Extraction and Adaptive Feature Fusion

(2022) Kexue Zhou et al.   Remote Sensing

Multi-Scale Ship Detection Algorithm Based on a Lightweight Neural Network for Spaceborne SAR Images

(2022) Shanwei Liu et al.   Remote Sensing

A Ship Detection Method via Redesigned FCOS in Large-Scale SAR Images

(2022) Mingming Zhu et al.   Remote Sensing

CRTransSar: A Visual Transformer Based on Contextual Joint Representation Learning for SAR Ship Detection

(2022) Runfan Xia et al.   Remote Sensing

HTC+ for SAR Ship Instance Segmentation

(2022) Tianwen Zhang et al.   Remote Sensing

SAR Ship–Iceberg Discrimination in Arctic Conditions Using Deep Learning

(2022) Peder Heiselberg et al.   Remote Sensing

Arbitrary-Oriented Ship Detection via Feature Fusion and Visual Attention for High-Resolution Optical Remote Sensing Imagery

(2021) Wenbin Gong et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

N-YOLO: A SAR Ship Detection Using Noise-Classifying and Complete-Target Extraction

(2021) Gang Tang et al.   Remote Sensing

Ship detection from scratch in Synthetic Aperture Radar (SAR) images

(2021) Kai Zhao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Image Enhancement Driven by Object Characteristics and Dense Feature Reuse Network for Ship Target Detection in Remote Sensing Imagery

(2021) Ling Tian et al.   Remote Sensing

Ship Detection and Feature Visualization Analysis Based on Lightweight CNN in VH and VV Polarization Images

(2021) Xiaomeng Geng et al.   Remote Sensing

High-Speed Lightweight Ship Detection Algorithm Based on YOLO-V4 for Three-Channels RGB SAR Image

(2021) Jiahuan Jiang et al.   Remote Sensing

On-Board Real-Time Ship Detection in HISEA-1 SAR Images Based on CFAR and Lightweight Deep Learning

(2021) Pan Xu et al.   Remote Sensing

An Approach on Image Processing of Deep Learning Based on Improved SSD

(2021) Liang Jin et al.   Symmetry-Basel

End-to-End Ship Detection in SAR Images for Complex Scenes Based on Deep CNNs

(2021) Yao Chen et al.   Journal of Sensors

Quad-FPN: A Novel Quad Feature Pyramid Network for SAR Ship Detection

(2021) Tianwen Zhang et al.   Remote Sensing

TWC-Net: A SAR Ship Detection Using Two-Way Convolution and Multiscale Feature Mapping

(2021) Lei Yu et al.   Remote Sensing

A Deep Detection Network Based on Interaction of Instance Segmentation and Object Detection for SAR Images

(2021) Zitong Wu et al.   Remote Sensing

DSDet: A Lightweight Densely Connected Sparsely Activated Detector for Ship Target Detection in High-Resolution SAR Images

(2021) Kun Sun et al.   Remote Sensing

SAR Ship Detection Dataset (SSDD): Official Release and Comprehensive Data Analysis

(2021) Tianwen Zhang et al.   Remote Sensing

Injection of Traditional Hand-Crafted Features into Modern CNN-Based Models for SAR Ship Classification: What, Why, Where, and How

(2021) Tianwen Zhang et al.   Remote Sensing

Coupling Denoising to Detection for SAR Imagery

(2021) Sujin Shin et al.   Applied Sciences-Basel

An SAR Target Detector Based on Gradient Harmonized Mechanism and Attention Mechanism

(2021) Yuang Du et al.   IEEE Geoscience and Remote Sensing Letters

Squeeze-and-Excitation Laplacian Pyramid Network With Dual-Polarization Feature Fusion for Ship Classification in SAR Images

(2021) Tianwen Zhang et al.   IEEE Geoscience and Remote Sensing Letters

A Novel Multidimensional Domain Deep Learning Network for SAR Ship Detection

(2021) Dong Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Brain-Inspired Fast Saliency-Based Filtering Algorithm for Ship Detection in High-Resolution SAR Images

(2021) Panpan Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Deep Learning Model to Extract Ship Size From Sentinel-1 SAR Images

(2021) Yibin Ren et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

HOG-ShipCLSNet: A Novel Deep Learning Network With HOG Feature Fusion for SAR Ship Classification

(2021) Tianwen Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Balance learning for ship detection from synthetic aperture radar remote sensing imagery

(2021) Tianwen Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

DB-YOLO: A Duplicate Bilateral YOLO Network for Multi-Scale Ship Detection in SAR Images

(2021) Haozhen Zhu et al.   SENSORS

SRSDD-v1.0: A High-Resolution SAR Rotation Ship Detection Dataset

(2021) Songlin Lei et al.   Remote Sensing

A Fast and Lightweight Detection Network for Multi-Scale SAR Ship Detection under Complex Backgrounds

(2021) Jimin Yu et al.   Remote Sensing

A Lightweight Detection Model for SAR Aircraft in a Complex Environment

(2021) Mingwu Li et al.   Remote Sensing

A polarization fusion network with geometric feature embedding for SAR ship classification

(2021) Tianwen Zhang et al.   PATTERN RECOGNITION

Enhancing Geometric Factors in Model Learning and Inference for Object Detection and Instance Segmentation

(2021) Zhaohui Zheng et al.   IEEE Transactions on Cybernetics

Precise and Robust Ship Detection for High-Resolution SAR Imagery Based on HR-SDNet

(2020) Shunjun Wei et al.   Remote Sensing

Detection of Small Ship Objects Using Anchor Boxes Cluster and Feature Pyramid Network Model for SAR Imagery

(2020) Peng Chen et al.   Journal of Marine Science and Engineering

Weakly supervised ship detection from SAR images based on a three-component CNN-CAM-CRF model

(2020) Feng Gu et al.   Journal of Applied Remote Sensing

FUSAR-Ship: building a high-resolution SAR-AIS matchup dataset of Gaofen-3 for ship detection and recognition

(2020) Xiyue Hou et al.   Science China-Information Sciences

A Novel Detector Based on Convolution Neural Networks for Multiscale SAR Ship Detection in Complex Background

(2020) Wenxin Dai et al.   SENSORS

MSR2N: Multi-Stage Rotational Region Based Network for Arbitrary-Oriented Ship Detection in SAR Images

(2020) Zhenru Pan et al.   SENSORS

Automated Procurement of Training Data for Machine Learning Algorithm on Ship Detection Using AIS Information

(2020) Juyoung Song et al.   Remote Sensing

HQ-ISNet: High-Quality Instance Segmentation for Remote Sensing Imagery

(2020) Hao Su et al.   Remote Sensing

Improved region convolutional neural network for ship detection in multiresolution synthetic aperture radar images

(2020) Qilin Xiao et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

R2FA-Det: Delving into High-Quality Rotatable Boxes for Ship Detection in SAR Images

(2020) Shiqi Chen et al.   Remote Sensing

Ship-Iceberg Classification in SAR and Multispectral Satellite Images with Neural Networks

(2020) Henning Heiselberg   Remote Sensing

A Patch-to-Pixel Convolutional Neural Network for Small Ship Detection With PolSAR Images

(2020) Kan Jin et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

HyperLi-Net: A hyper-light deep learning network for high-accurate and high-speed ship detection from synthetic aperture radar imagery

(2020) Tianwen Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Remote Sensing in Vessel Detection and Navigation

(2020) Henning Heiselberg et al.   SENSORS

LS-SSDD-v1.0: A Deep Learning Dataset Dedicated to Small Ship Detection from Large-Scale Sentinel-1 SAR Images

(2020) Tianwen Zhang et al.   Remote Sensing

Two-stage ship detection in synthetic aperture radar images based on attention mechanism and extended pooling

(2020) Chenchen Wang et al.   Journal of Applied Remote Sensing

MW-ACGAN: Generating Multiscale High-Resolution SAR Images for Ship Detection

(2020) Lichuan Zou et al.   SENSORS

SSS-YOLO: towards more accurate detection for small ships in SAR image

(2020) Jingpu Wang et al.   Remote Sensing Letters

Rethinking the Random Cropping Data Augmentation Method Used in the Training of CNN-Based SAR Image Ship Detector

(2020) Rong Yang et al.   Remote Sensing

An Anchor-Free Method Based on Feature Balancing and Refinement Network for Multiscale Ship Detection in SAR Images

(2020) Jiamei Fu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A CenterNet++ model for ship detection in SAR images

(2020) Haoyuan Guo et al.   PATTERN RECOGNITION

A Novel False Alarm Suppression Method for CNN-Based SAR Ship Detector

(2020) Rong Yang et al.   IEEE Geoscience and Remote Sensing Letters

ShipDeNet-20: An Only 20 Convolution Layers and

(2020) Tianwen Zhang et al.   IEEE Geoscience and Remote Sensing Letters

Balance Scene Learning Mechanism for Offshore and Inshore Ship Detection in SAR Images

(2020) Tianwen Zhang et al.   IEEE Geoscience and Remote Sensing Letters

A Lightweight Faster R-CNN for Ship Detection in SAR Images

(2020) Yiding Li et al.   IEEE Geoscience and Remote Sensing Letters

CCNet: Criss-Cross Attention for Semantic Segmentation

(2020) Zilong Huang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Automatic Ship Detection Based on RetinaNet Using Multi-Resolution Gaofen-3 Imagery

(2019) Yuanyuan Wang et al.   Remote Sensing

A SAR Dataset of Ship Detection for Deep Learning under Complex Backgrounds

(2019) Yuanyuan Wang et al.   Remote Sensing

A Hierarchical Convolution Neural Network (CNN)-Based Ship Target Detection Method in Spaceborne SAR Imagery

(2019) Jun Wang et al.   Remote Sensing

Multi-Scale Proposal Generation for Ship Detection in SAR Images

(2019) Nengyuan Liu et al.   Remote Sensing

A Multilayer Fusion Light-Head Detector for SAR Ship Detection

(2019) Yunchuan Gui et al.   SENSORS

Land contained sea area ship detection using spaceborne image

(2019) Ziwei Wang et al.   PATTERN RECOGNITION LETTERS

Ship Detection Based on YOLOv2 for SAR Imagery

(2019) Yang-Lang Chang et al.   Remote Sensing

High-Speed Ship Detection in SAR Images Based on a Grid Convolutional Neural Network

(2019) Tianwen Zhang et al.   Remote Sensing

Learning Deep Ship Detector in SAR Images From Scratch

(2019) Zhipeng Deng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

CornerNet: Detecting Objects as Paired Keypoints

(2019) Hei Law et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Ship Detection Using a Fully Convolutional Network with Compact Polarimetric SAR Images

(2019) Qiancong Fan et al.   Remote Sensing

DRBox-v2: An Improved Detector With Rotatable Boxes for Target Detection in SAR Images

(2019) Quanzhi An et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Dense Attention Pyramid Networks for Multi-Scale Ship Detection in SAR Images

(2019) Zongyong Cui et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Enhanced Feature Extraction for Ship Detection from Multi-Resolution and Multi-Scene Synthetic Aperture Radar (SAR) Images

(2019) Fei Gao et al.   Remote Sensing

Depthwise Separable Convolution Neural Network for High-Speed SAR Ship Detection

(2019) Zhang et al.   Remote Sensing

Multi-Scale Rotation-Invariant Haar-Like Feature Integrated CNN-Based Ship Detection Algorithm of Multiple-Target Environment in SAR Imagery

(2019) Jiaqiu Ai et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Object Detection from Scratch with Deep Supervision

(2019) Zhiqiang Shen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Ship Detection Using Deep Convolutional Neural Networks for PolSAR Images

(2019) Weiwei Fan et al.   Remote Sensing

Ship Identification and Characterization in Sentinel-1 SAR Images with Multi-Task Deep Learning

(2019) Clément Dechesne et al.   Remote Sensing

Arbitrary-Oriented Ship Detection Framework in Optical Remote-Sensing Images

(2018) Wenchao Liu et al.   IEEE Geoscience and Remote Sensing Letters

Generative Adversarial Networks: An Overview

(2018) Antonia Creswell et al.   IEEE SIGNAL PROCESSING MAGAZINE

Rotation-Insensitive and Context-Augmented Object Detection in Remote Sensing Images

(2018) Ke Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

TextBoxes++: A Single-Shot Oriented Scene Text Detector

(2018) Minghui Liao et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Arbitrary-Oriented Scene Text Detection via Rotation Proposals

(2018) Jianqi Ma et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Mask R-CNN

(2018) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Multi-scale object detection in remote sensing imagery with convolutional neural networks

(2018) Zhipeng Deng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Study on the Combined Application of CFAR and Deep Learning in Ship Detection

(2018) Ruifu Wang et al.   Journal of the Indian Society of Remote Sensing

Ship Detection in Gaofen-3 SAR Images Based on Sea Clutter Distribution Analysis and Deep Convolutional Neural Network

(2018) Quanzhi An et al.   SENSORS

Combining a single shot multibox detector with transfer learning for ship detection using sentinel-1 SAR images

(2018) Yuanyuan Wang et al.   Remote Sensing Letters

A Densely Connected End-to-End Neural Network for Multiscale and Multiscene SAR Ship Detection

(2018) Jiao Jiao et al.   IEEE Access

Focal loss for dense object detection

(2018) Tsung-Yi Lin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A coupled convolutional neural network for small and densely clustered ship detection in SAR images

(2018) Juanping Zhao et al.   Science China-Information Sciences

Simultaneous Ship Detection and Orientation Estimation in SAR Images Based on Attention Module and Angle Regression

(2018) Jizhou Wang et al.   SENSORS

Position Detection and Direction Prediction for Arbitrary-Oriented Ships via Multitask Rotation Region Convolutional Neural Network

(2018) Xue Yang et al.   IEEE Access

A Cascade Coupled Convolutional Neural Network Guided Visual Attention Method for Ship Detection from SAR Images

(2018) Juanping Zhao et al.   IEEE Access

Ship Classification in SAR Images Using a New Hybrid CNN–MLP Classifier

(2018) Foroogh Sharifzadeh et al.   Journal of the Indian Society of Remote Sensing

Ship Classification and Detection Based on CNN Using GF-3 SAR Images

(2018) Mengyuan Ma et al.   Remote Sensing

Squeeze and Excitation Rank Faster R-CNN for Ship Detection in SAR Images

(2018) Zhao Lin et al.   IEEE Geoscience and Remote Sensing Letters

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Contextual Region-Based Convolutional Neural Network with Multilayer Fusion for SAR Ship Detection

(2017) et al.   Remote Sensing

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

The Pascal Visual Object Classes Challenge: A Retrospective

(2014) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

A tutorial on synthetic aperture radar

(2013) Alberto Moreira et al.   IEEE Geoscience and Remote Sensing Magazine

Very-High-Resolution Airborne Synthetic Aperture Radar Imaging: Signal Processing and Applications

(2012) Andreas Reigber et al.   PROCEEDINGS OF THE IEEE

An Efficient and Flexible Statistical Model Based on Generalized Gamma Distribution for Amplitude SAR Images

(2010) Heng-Chao Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING