A Dual-Polarization Information Guided Network for SAR Ship Classification
Computer Vision and Pattern Recognition
2022-07-12 v1
Abstract
How to fully utilize polarization to enhance synthetic aperture radar (SAR) ship classification remains an unresolved issue. Thus, we propose a dual-polarization information guided network (DPIG-Net) to solve it.
Cite
@article{arxiv.2207.04639,
title = {A Dual-Polarization Information Guided Network for SAR Ship Classification},
author = {Tianwen Zhang and Xiaoling Zhang},
journal= {arXiv preprint arXiv:2207.04639},
year = {2022}
}
Related papers
View all related →
Computer Vision and Pattern Recognition · Computer Science
SAR Image Colorization: Converting Single-Polarization to Fully Polarimetric Using Deep Neural Networks
Qian Song, Feng Xu, Ya-Qiu Jin
2017-07-25
Signal Processing · Electrical Eng. & Systems
CVGG-Net: Ship Recognition for SAR Images Based on Complex-Valued Convolutional Neural Network
Dandan Zhao, Zhe Zhang, Dongdong Lu, Jian Kang +2
2023-05-16
Computer Vision and Pattern Recognition · Computer Science
Polarized skylight orientation determination artificial neural network
Huaju Liang, Hongyang Bai, Ke Hu, Xinbo Lv
2022-02-23
Image and Video Processing · Electrical Eng. & Systems
Semi-supervised Complex-valued GAN for Polarimetric SAR Image Classification
Qigong Sun, Xiufang Li, Lingling Li, Xu Liu +2
2019-06-11
Computer Vision and Pattern Recognition · Computer Science
SAR-ShipNet: SAR-Ship Detection Neural Network via Bidirectional Coordinate Attention and Multi-resolution Feature Fusion
Yuwen Deng, Donghai Guan, Yanyu Chen, Weiwei Yuan +2
2022-03-30
Computer Vision and Pattern Recognition · Computer Science
PolMERLIN: Self-Supervised Polarimetric Complex SAR Image Despeckling with Masked Networks
Shunya Kato, Masaki Saito, Katsuhiko Ishiguro, Sol Cummings
2024-01-17
Computer Vision and Pattern Recognition · Computer Science
A Survey on SAR ship classification using Deep Learning
Ch Muhammad Awais, Marco Reggiannini, Davide Moroni, Emanuele Salerno
2026-05-28
Image and Video Processing · Electrical Eng. & Systems
RDAnet: A Deep Learning Based Approach for Synthetic Aperture Radar Image Formation
Andrew Rittenbach, John Paul Walters
2021-02-02
Signal Processing · Electrical Eng. & Systems
ARSAR-Net: Intelligent SAR Imaging with Adaptive Regularization
Shiping Fu, Yufan Chen, Zhe Zhang, Xiaolan Qiu +1
2025-06-27
Computer Vision and Pattern Recognition · Computer Science
Double Reverse Regularization Network Based on Self-Knowledge Distillation for SAR Object Classification
Bo Xu, Hao Zheng, Zhigang Hu, Liu Yang +1
2023-11-28
Computer Vision and Pattern Recognition · Computer Science
Guided Unsupervised Learning by Subaperture Decomposition for Ocean SAR Image Retrieval
Nicolae-Cătălin Ristea, Andrei Anghel, Mihai Datcu, Bertrand Chapron
2023-07-19
Image and Video Processing · Electrical Eng. & Systems
Physically Explainable CNN for SAR Image Classification
Zhongling Huang, Xiwen Yao, Ying Liu, Corneliu Octavian Dumitru +2
2023-01-10
Computer Vision and Pattern Recognition · Computer Science
Dual-stream contrastive predictive network with joint handcrafted feature view for SAR ship classification
Xianting Feng, Hao zheng, Zhigang Hu, Liu Yang +1
2023-12-01
Computer Vision and Pattern Recognition · Computer Science
Lightweight CNNs for Embedded SAR Ship Target Detection and Classification
Fabian Kresse, Georgios Pilikos, Mario Azcueta, Nicolas Floury
2025-08-15
Computer Vision and Pattern Recognition · Computer Science
Large-scale detection and categorization of oil spills from SAR images with deep learning
Filippo Maria Bianchi, Martine M. Espeseth, Njål Borch
2020-06-25
Image and Video Processing · Electrical Eng. & Systems
Change Detection from Synthetic Aperture Radar Images via Dual Path Denoising Network
Junjie Wang, Feng Gao, Junyu Dong, Qian Du +1
2022-03-15
Machine Learning · Computer Science
Deep Learning Approach in Automatic Iceberg - Ship Detection with SAR Remote Sensing Data
Cheng Zhan, Licheng Zhang, Zhenzhen Zhong, Sher Didi-Ooi +4
2018-12-19
Signal Processing · Electrical Eng. & Systems
A Novel Full-Polarization SAR Images Ship Detector Based on the Scattering Mechanisms and the Wave Polarization Anisotropy
Chuan Zhang, Gui Gao, Linlin Zhang, C. Chen +3
2021-12-08
Computer Vision and Pattern Recognition · Computer Science
Visualization of Deep Transfer Learning In SAR Imagery
Abu Md Niamul Taufique, Navya Nagananda, Andreas Savakis
2021-03-23
Computer Vision and Pattern Recognition · Computer Science
PolarNet: Accelerated Deep Open Space Segmentation Using Automotive Radar in Polar Domain
Farzan Erlik Nowruzi, Dhanvin Kolhatkar, Prince Kapoor, Elnaz Jahani Heravi +4
2021-03-08
Image and Video Processing · Electrical Eng. & Systems
Differentiable Rendering for Synthetic Aperture Radar Imagery
Michael Wilmanski, Jonathan Tamir
2023-08-09
Computer Vision and Pattern Recognition · Computer Science
Automatized marine vessel monitoring from sentinel-1 data using convolution neural network
Surya Prakash Tiwari, Sudhir Kumar Chaturvedi, Subhrangshu Adhikary, Saikat Banerjee +1
2023-04-25
Image and Video Processing · Electrical Eng. & Systems
SAR Ship Target Recognition Via Multi-Scale Feature Attention and Adaptive-Weighed Classifier
Chenwei Wang, Jifang Pei, Siyi Luo, Weibo Huo +3
2023-08-22
Image and Video Processing · Electrical Eng. & Systems
Capsule and convolutional neural network-based SAR ship classification in Sentinel-1 data
Leonardo De Laurentiis, Andrea Pomente, Fabio Del Frate, Giovanni Schiavon
2019-10-15
Computer Vision and Pattern Recognition · Computer Science
Insight Into the Collocation of Multi-Source Satellite Imagery for Multi-Scale Vessel Detection
Tran-Vu La, Minh-Tan Pham, Marco Chini
2024-05-24