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  • Article
  • Open Access
20 Citations
7,909 Views
18 Pages

Sar2color: Learning Imaging Characteristics of SAR Images for SAR-to-Optical Transformation

  • Zhe Guo,
  • Haojie Guo,
  • Xuewen Liu,
  • Weijie Zhou,
  • Yi Wang and
  • Yangyu Fan

4 August 2022

Optical images are rich in spectral information, but difficult to acquire under all-weather conditions, while SAR images can overcome adverse meteorological conditions, but geometric distortion and speckle noise will reduce the quality of SAR images...

  • Article
  • Open Access
1,511 Views
27 Pages

SAR Image Registration Based on SAR-SIFT and Template Matching

  • Shichong Liu,
  • Xiaobo Deng,
  • Chun Liu and
  • Yongchao Cheng

27 June 2025

Accurate image registration is essential for synthetic aperture radar (SAR) applications such as change detection, image fusion, and deformation monitoring. However, SAR image registration faces challenges including speckle noise, low-texture regions...

  • Article
  • Open Access
7 Citations
2,537 Views
19 Pages

SAR-PATT: A Physical Adversarial Attack for SAR Image Automatic Target Recognition

  • Binyan Luo,
  • Hang Cao,
  • Jiahao Cui,
  • Xun Lv,
  • Jinqiang He,
  • Haifeng Li and
  • Chengli Peng

25 December 2024

Deep neural network-based synthetic aperture radar (SAR) automatic target recognition (ATR) systems are susceptible to attack by adversarial examples, which leads to misclassification by the SAR ATR system, resulting in theoretical model robustness p...

  • Article
  • Open Access
36 Citations
6,548 Views
19 Pages

SAR Target Recognition Using cGAN-Based SAR-to-Optical Image Translation

  • Yuchuang Sun,
  • Wen Jiang,
  • Jiyao Yang and
  • Wangzhe Li

8 April 2022

Target recognition in synthetic aperture radar (SAR) imagery suffers from speckle noise and geometric distortion brought by the range-based coherent imaging mechanism. A new SAR target recognition system is proposed, using a SAR-to-optical translatio...

  • Article
  • Open Access
7 Citations
5,353 Views
21 Pages

4 April 2020

Due to self-motion and sea waves, moving ships are typically defocused in synthetic aperture radar (SAR) images. To focus non-cooperative targets, the inverse SAR (ISAR) technique is commonly used with motion compensation. The hybrid SAR/ISAR approac...

  • Article
  • Open Access
12 Citations
3,439 Views
20 Pages

5 August 2023

In recent times, the realm of remote sensing has witnessed a remarkable surge in the area of deep learning, specifically in the domain of target recognition within synthetic aperture radar (SAR) images. However, prevailing deep learning models have o...

  • Article
  • Open Access
4 Citations
2,923 Views
19 Pages

25 November 2022

The study offers a Synthetic Aperture Radar (SAR) imaging concept called Strip-Spot SAR, which uses linear Multiple-Input Multiple-Output (MIMO) radar arrays, which are becoming increasingly attractive for short-range sensing in a variety of growing...

  • Article
  • Open Access
1 Citations
2,302 Views
20 Pages

SAR-DeCR: Latent Diffusion for SAR-Fused Thick Cloud Removal

  • Meilin Wang,
  • Shihao Hu,
  • Yexing Song and
  • Yukai Shi

30 June 2025

The current methods for removing thick clouds from remote-sensing images face significant limitations, including the integration of thick cloud images with synthetic aperture radar (SAR) ground information, the provision of meaningful guidance for SA...

  • Article
  • Open Access
3 Citations
3,469 Views
26 Pages

P-Band UAV-SAR 4D Imaging: A Multi-Master Differential SAR Tomography Approach

  • Zhen Wang,
  • Yangkai Wei,
  • Zegang Ding,
  • Jian Zhao,
  • Tao Sun,
  • Yan Wang,
  • Han Li and
  • Tao Zeng

7 May 2023

Due to its rapid deployment, high-flexibility, and high-accuracy advantages, the unmanned-aerial-vehicle (UAV)-based differential synthetic aperture radar (SAR) tomography (D-TomoSAR) technique presents an attractive approach for urban risk monitorin...

  • Article
  • Open Access
3 Citations
3,191 Views
17 Pages

Deceptive Targets Generation Simulation Against Multichannel SAR

  • Penghui Ji,
  • Shiqi Xing,
  • Dahai Dai and
  • Bo Pang

Traditional synthetic aperture radar (SAR) deceptive jamming can effectively generate deceptive scenes or false targets in SAR images. However, these false targets or scenes can be easily distinguished or eliminated by the multichannel SAR system. To...

  • Article
  • Open Access
13 Citations
4,201 Views
24 Pages

Optical and SAR Image Registration Based on Pseudo-SAR Image Generation Strategy

  • Canbin Hu,
  • Runze Zhu,
  • Xiaokun Sun,
  • Xinwei Li and
  • Deliang Xiang

13 July 2023

The registration of optical and SAR images has always been a challenging task due to the different imaging mechanisms of the corresponding sensors. To mitigate this difference, this paper proposes a registration algorithm based on a pseudo-SAR image...

  • Article
  • Open Access
28 Citations
9,884 Views
13 Pages

Compressed SAR Interferometry in the Big Data Era

  • Dinh Ho Tong Minh and
  • Yen-Nhi Ngo

14 January 2022

Modern Synthetic Aperture Radar (SAR) missions provide an unprecedented massive interferometric SAR (InSAR) time series. The processing of the Big InSAR Data is challenging for long-term monitoring. Indeed, as most deformation phenomena develop slowl...

  • Article
  • Open Access
9 Citations
4,393 Views
26 Pages

SAR Temporal Shifting: A New Approach for Optical-to-SAR Translation with Consistent Viewing Geometry

  • Moien Rangzan,
  • Sara Attarchi,
  • Richard Gloaguen and
  • Seyed Kazem Alavipanah

13 August 2024

In contrast to the well-investigated field of Synthetic Aperture Radar (SAR)-to-Optical translation, this study explores the lesser-investigated domain of Optical-to-SAR translation, which is a challenging field due to the ill-posed nature of this tr...

  • Article
  • Open Access
374 Views
39 Pages

SAR-DRBNet: Adaptive Feature Weaving and Algebraically Equivalent Aggregation for High-Precision Rotated SAR Detection

  • Lanfang Lei,
  • Sheng Chang,
  • Zhongzhen Sun,
  • Xinli Zheng,
  • Changyu Liao,
  • Wenjun Wei,
  • Long Ma and
  • Ping Zhong

16 February 2026

Synthetic aperture radar (SAR) imagery is widely used for target detection in complex backgrounds and adverse weather conditions. However, high-precision detection of rotated small targets remains challenging due to severe speckle noise, significant...

  • Article
  • Open Access
1 Citations
388 Views
23 Pages

SAR and Visible Image Fusion via Retinex-Guided SAR Reconstruction

  • Yuman Yuan,
  • Tianyu Deng,
  • Yi Le,
  • Hongyang Bai,
  • Shuai Guo,
  • Shangjing Sun and
  • Yuanbo Chen

28 December 2025

The fusion of synthetic aperture radar (SAR) and visible images offers complementary spatial and spectral information, enabling more reliable and comprehensive scene interpretation. However, SAR speckle noise and the intrinsic modality gap pose signi...

  • Article
  • Open Access
9 Citations
3,799 Views
18 Pages

SAR-CDSS: A Semi-Supervised Cross-Domain Object Detection from Optical to SAR Domain

  • Cheng Luo,
  • Yueting Zhang,
  • Jiayi Guo,
  • Yuxin Hu,
  • Guangyao Zhou,
  • Hongjian You and
  • Xia Ning

7 March 2024

The unique imaging modality of synthetic aperture radar (SAR) has posed significant challenges for object detection, making it more complex to acquire and interpret than optical images. Recently, numerous studies have proposed cross-domain adaptive m...

  • Article
  • Open Access
4 Citations
2,812 Views
16 Pages

12 October 2022

For the spaceborne synthetic aperture radar (SAR), it is difficult to obtain high resolution and wide width at the same time. This paper proposes a novel imaging system based on tandem SAR satellites, where one obtains coarse resolution and wide swat...

  • Article
  • Open Access
30 Citations
6,448 Views
17 Pages

20 December 2022

In the application of change detection satellite remote sensing images, synthetic aperture radar (SAR) images have become a more important data source. This paper proposes a new end-to-end SAR image change network architecture—TransUNet++SAR&md...

  • Article
  • Open Access
4 Citations
2,836 Views
22 Pages

Spaceborne SAR Time-Series Images Change Detection Based on SAR-SIFT-Logarithm Background Subtraction

  • Wenjie Shen,
  • Yunzhen Jia,
  • Yanping Wang,
  • Yun Lin,
  • Yang Li,
  • Zechao Bai and
  • Wen Jiang

28 November 2023

Synthetic Aperture Radar (SAR) image change detection aims to detect changes with images of the same area acquired at different times. It has wide applications in environmental monitoring, urban planning and resource management. Traditional change de...

  • Article
  • Open Access
49 Citations
8,377 Views
23 Pages

SAR-PC: Edge Detection in SAR Images via an Advanced Phase Congruency Model

  • Yuming Xiang,
  • Feng Wang,
  • Ling Wan and
  • Hongjian You

25 February 2017

Edge detection in Synthetic Aperture Radar (SAR) images has been a challenging task due to the speckle noise. Ratio-based edge detectors are robust operators for SAR images that provide constant false alarm rates, but they are only optimal for step e...

  • Article
  • Open Access
11 Citations
3,911 Views
19 Pages

7 September 2020

In producing orthophoto mosaic in a large area from spaceborne synthetic aperture radar (SAR) images, SAR image matching from adjacent orbits is a technical difficulty due to the speckle noise and different imaging mechanism between azimuth and range...

  • Article
  • Open Access
16 Citations
5,605 Views
21 Pages

Urban Flood Detection Using TerraSAR-X and SAR Simulated Reflectivity Maps

  • Shadi Sadat Baghermanesh,
  • Shabnam Jabari and
  • Heather McGrath

5 December 2022

Synthetic Aperture Radar (SAR) imagery is a vital tool for flood mapping due to its capability to acquire images day and night in almost any weather and to penetrate through cloud cover. In rural areas, SAR backscatter intensity can be used to detect...

  • Article
  • Open Access
8 Citations
3,397 Views
21 Pages

Elevation Extraction from Spaceborne SAR Tomography Using Multi-Baseline COSMO-SkyMed SAR Data

  • Lang Feng,
  • Jan-Peter Muller,
  • Chaoqun Yu,
  • Chao Deng and
  • Jingfa Zhang

21 August 2022

SAR tomography (TomoSAR) extends SAR interferometry (InSAR) to image a complex 3D scene with multiple scatterers within the same SAR cell. The phase calibration method and the super-resolution reconstruction method play a crucial role in 3D TomoSAR i...

  • Article
  • Open Access
89 Citations
9,120 Views
23 Pages

14 April 2018

Estimation of forest biomass with synthetic aperture radar (SAR) and interferometric SAR (InSAR) observables has been surveyed in 186 peer-reviewed papers to identify major research pathways in terms of data used and retrieval models. Research evalua...

  • Article
  • Open Access
17 Citations
3,900 Views
19 Pages

30 April 2022

Convolutional neural networks (CNNs) have been widely used in SAR image recognition and have achieved high recognition accuracy on some public datasets. However, due to the opacity of the decision-making mechanism, the reliability and credibility of...

  • Article
  • Open Access
48 Citations
13,712 Views
20 Pages

Evaluation of InSAR and TomoSAR for Monitoring Deformations Caused by Mining in a Mountainous Area with High Resolution Satellite-Based SAR

  • Donglie Liu,
  • Yunfeng Shao,
  • Zhenguo Liu,
  • Björn Riedel,
  • Andrew Sowter,
  • Wolfgang Niemeier and
  • Zhengfu Bian

19 February 2014

Interferometric Synthetic Aperture Radar (InSAR) and Differential Interferometric Synthetic Aperture Radar (DInSAR) have shown numerous applications for subsidence monitoring. In the past 10 years, the Persistent Scatterer InSAR (PSI) and Small BAsel...

  • Article
  • Open Access
90 Citations
8,225 Views
22 Pages

Nonlocal CNN SAR Image Despeckling

  • Davide Cozzolino,
  • Luisa Verdoliva,
  • Giuseppe Scarpa and
  • Giovanni Poggi

20 March 2020

We propose a new method for SAR image despeckling, which performs nonlocal filtering with a deep learning engine. Nonlocal filtering has proven very effective for SAR despeckling. The key idea is to exploit image self-similarities to estimate the hid...

  • Article
  • Open Access
4 Citations
2,641 Views
15 Pages

Maritime application of synthetic aperture radar (SAR) technology for sea-target surveillance and imaging is considered in this study. A SAR scenario, including the kinematics of a SAR satellite and a ship moving on the sea, along with the geometry o...

  • Article
  • Open Access
34 Citations
10,349 Views
26 Pages

21 November 2017

In spaceborne synthetic aperture radar (SAR) sensors, it is a challenging task to detect ground slow-moving targets against strong clutter background with limited spatial channels and restricted pulse repetition frequency (PRF). In this paper, we eva...

  • Article
  • Open Access
16 Citations
5,363 Views
25 Pages

Quality Assessment of SAR-to-Optical Image Translation

  • Jiexin Zhang,
  • Jianjiang Zhou,
  • Minglei Li,
  • Huiyu Zhou and
  • Tianzhu Yu

22 October 2020

Synthetic aperture radar (SAR) images contain severe speckle noise and weak texture, which are unsuitable for visual interpretation. Many studies have been undertaken so far toward exploring the use of SAR-to-optical image translation to obtain near...

  • Article
  • Open Access
1,451 Views
22 Pages

17 May 2025

Dense 3D reconstruction from multi-aspect angle synthetic aperture radar (SAR) imagery has gained considerable attention for urban monitoring applications. However, achieving reliable dense matching between multi-aspect SAR images remains challenging...

  • Article
  • Open Access
2 Citations
2,346 Views
22 Pages

Research on 4-D Imaging of Holographic SAR Differential Tomography

  • Shuang Jin,
  • Hui Bi,
  • Jing Feng,
  • Weihao Xu,
  • Jin Xu and
  • Jingjing Zhang

6 July 2023

Holographic synthetic aperture radar tomography (HoloSAR) combines circular synthetic aperture radar (CSAR) and SAR tomography (TomoSAR) to enable a 360° azimuth observation of the considered scene. This imaging mode achieves a high-resolution th...

  • Communication
  • Open Access
14 Citations
3,567 Views
16 Pages

15 August 2024

Abundant datasets are critical to train models based on deep learning technologies for ship detection applications. Compared with optical images, ship detection based on synthetic aperture radar (SAR) (especially the high-Earth-orbit spaceborne SAR l...

  • Review
  • Open Access
68 Citations
11,726 Views
32 Pages

30 August 2018

Since its launch in 2007, TerraSAR-X has continuously provided spaceborne synthetic aperture radar (SAR) images of our planet with unprecedented spatial resolution, geodetic, and geometric accuracy. This has brought life to the once inscrutable SAR i...

  • Article
  • Open Access
8 Citations
3,660 Views
21 Pages

25 August 2023

Polarimetric synthetic aperture radar (PolSAR) is widely used in remote sensing applications due to its ability to obtain full-polarization information. Compared to the quad-pol SAR, the dual-pol SAR mode has a wider observation swath and is more com...

  • Article
  • Open Access
18 Citations
3,442 Views
15 Pages

Coupling Denoising to Detection for SAR Imagery

  • Sujin Shin,
  • Youngjung Kim,
  • Insu Hwang,
  • Junhee Kim and
  • Sungho Kim

16 June 2021

Detecting objects in synthetic aperture radar (SAR) imagery has received much attention in recent years since SAR can operate in all-weather and day-and-night conditions. Due to the prosperity and development of convolutional neural networks (CNNs),...

  • Article
  • Open Access
7 Citations
3,184 Views
24 Pages

14 September 2024

Monitoring aircraft using synthetic aperture radar (SAR) images is a very important task. Given its coherent imaging characteristics, there is a large amount of speckle interference in the image. This phenomenon leads to the scattering information of...

  • Article
  • Open Access
6 Citations
5,815 Views
16 Pages

A Data-Driven Approach to SAR Data-Focusing

  • Cataldo Guaragnella and
  • Tiziana D’Orazio

6 April 2019

Synthetic Aperture RADAR (SAR) is a radar imaging technique in which the relative motion of the sensor is used to synthesize a very long antenna and obtain high spatial resolution. Several algorithms for SAR data-focusing are well established and use...

  • Article
  • Open Access
2 Citations
2,568 Views
18 Pages

Statistical Modeling of Shadows in SAR Imagery

  • Xiaojun Luo,
  • Xiangyang Zhang,
  • Jiawen Bao,
  • Ling Chang and
  • Weixin Xi

26 October 2023

Shadows are a special distortion in synthetic aperture radar (SAR) imaging. They often hamper proper image understanding and target recognition but also offer useful information, and therefore, the statistical modeling of SAR image shadows is imperat...

  • Article
  • Open Access
13 Citations
5,217 Views
28 Pages

Single-Look SAR Tomography of Urban Areas

  • Gustavo Daniel Martín-del-Campo-Becerra,
  • Andreas Reigber,
  • Matteo Nannini and
  • Scott Hensley

8 August 2020

Synthetic aperture radar (SAR) tomography (TomoSAR) is a multibaseline interferometric technique that estimates the power spectrum pattern (PSP) along the perpendicular to the line-of-sight (PLOS) direction. TomoSAR achieves the separation of individ...

  • Letter
  • Open Access
45 Citations
10,507 Views
10 Pages

Drone-borne Differential SAR Interferometry

  • Dieter Luebeck,
  • Christian Wimmer,
  • Laila F. Moreira,
  • Marlon Alcântara,
  • Gian Oré,
  • Juliana A. Góes,
  • Luciano P. Oliveira,
  • Bárbara Teruel,
  • Leonardo S. Bins and
  • Hugo E. Hernandez-Figueroa
  • + 1 author

29 February 2020

Differential synthetic aperture radar interferometry (DInSAR) has been widely applied since the pioneering space-borne experiment in 1989, and subsequently with the launch of the ERS-1 program in 1992. The DInSAR technique is well assessed in the cas...

  • Technical Note
  • Open Access
3 Citations
2,840 Views
19 Pages

Innovative Rotating SAR Mode for 3D Imaging of Buildings

  • Yun Lin,
  • Ying Wang,
  • Yanping Wang,
  • Wenjie Shen and
  • Zechao Bai

20 June 2024

Three-dimensional SAR imaging of urban buildings is currently a hotspot in the research area of remote sensing. Synthetic Aperture Radar (SAR) offers all-time, all-weather, high-resolution capacity, and is an important tool for the monitoring of buil...

  • Article
  • Open Access
6 Citations
3,372 Views
19 Pages

DeepRED Based Sparse SAR Imaging

  • Yao Zhao,
  • Qingsong Liu,
  • He Tian,
  • Bingo Wing-Kuen Ling and
  • Zhe Zhang

5 January 2024

The integration of deep neural networks into sparse synthetic aperture radar (SAR) imaging is explored to enhance SAR imaging performance and reduce the system’s sampling rate. However, the scarcity of training samples and mismatches between th...

  • Article
  • Open Access
10 Citations
2,143 Views
24 Pages

On the Capabilities of the IREA-CNR Airborne SAR Infrastructure

  • Carmen Esposito,
  • Antonio Natale,
  • Riccardo Lanari,
  • Paolo Berardino and
  • Stefano Perna

5 October 2024

In this work, the airborne Synthetic Aperture Radar (SAR) infrastructure developed at the Institute for Electromagnetic Sensing of the Environment (IREA) of the National Research Council of Italy (CNR) is described. This infrastructure allows IREA-CN...

  • Article
  • Open Access
49 Citations
9,928 Views
24 Pages

Dialectical GAN for SAR Image Translation: From Sentinel-1 to TerraSAR-X

  • Dongyang Ao,
  • Corneliu Octavian Dumitru,
  • Gottfried Schwarz and
  • Mihai Datcu

8 October 2018

With more and more SAR applications, the demand for enhanced high-quality SAR images has increased considerably. However, high-quality SAR images entail high costs, due to the limitations of current SAR devices and their image processing resources. T...

  • Review
  • Open Access
24 Citations
9,025 Views
35 Pages

24 November 2021

Synthetic aperture radar (SAR) interferometry has rapidly evolved in the last decade and can be considered today as a mature technology, which incorporates computationally intensive and data-intensive tasks. In this paper, a perspective on the state-...

  • Article
  • Open Access
8 Citations
4,226 Views
19 Pages

Implementation Method of Automotive Video SAR (ViSAR) Based on Sub-Aperture Spectrum Fusion

  • Ping Guo,
  • Fuen Wu,
  • Shiyang Tang,
  • Chenghao Jiang and
  • Changjie Liu

13 January 2023

The automotive synthetic aperture radar (SAR) can obtain two-dimensional (2-D) high-resolution images and has good robustness compared with the other sensors. Generally, the 2-D high-resolution always conflicts with the real-time requirement in conve...

  • Article
  • Open Access
16 Citations
3,485 Views
19 Pages

14 October 2022

Synthetic aperture radar (SAR) ship detection has been the focus of many previous studies. Traditional SAR ship detectors face challenges in complex environments due to the limitations of manual feature extraction. With the rise of deep learning (DL)...

  • Article
  • Open Access
3 Citations
2,757 Views
19 Pages

Sequential SAR-to-Optical Image Translation

  • Jingbo Wei,
  • Huan Zhou,
  • Peng Ke,
  • Yaobin Ma and
  • Rongxin Tang

3 July 2025

There is a common need for optical sequence images with high spatiotemporal resolution. As a solution, Synthetic Aperture Radar (SAR)-to-optical translation tends to bring high temporal continuity of optical images and low interpretation difficulty o...

  • Article
  • Open Access
26 Citations
6,036 Views
20 Pages

An Accelerated Backprojection Algorithm for Monostatic and Bistatic SAR Processing

  • Heng Zhang,
  • Jiangwen Tang,
  • Robert Wang,
  • Yunkai Deng,
  • Wei Wang and
  • Ning Li

18 January 2018

The backprojection (BP) algorithm has been applied to every SAR mode due to its great focusing quality and adaptability. However, the BP algorithm suffers from immense computational complexity. To improve the efficiency of the conventional BP algorit...

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