Deep Learning Meets SAR

17 June 2020

Papers citing "Deep Learning Meets SAR"

39 / 39 papers shown

Title
Very High-Resolution Forest Mapping with TanDEM-X InSAR Data and Self-Supervised Learning José-Luis Bueso-Bello Benjamin Chauvel Daniel Carcereri Philipp Posovszky Pietro Milillo ... Juan-Carlos Fernández-Diaz Carolina González Michele Martone Ronny Hänsch Paola Rizzoli 19 0 0 06 May 2025
SAR Object Detection with Self-Supervised Pretraining and Curriculum-Aware Sampling Yasin Almalioglu Andrzej Kucik Geoffrey French Dafni Antotsiou Alexander Adam Cedric Archambeau 21 0 0 17 Apr 2025
A Complex-valued SAR Foundation Model Based on Physically Inspired Representation Learning M. D. Wang Hanbo Bi Yingchao Feng Linlin Xin Shuo Gong Tianqi Wang Zhiyuan Yan Peijin Wang Wenhui Diao Xian Sun 29 0 0 16 Apr 2025
Unpaired Object-Level SAR-to-Optical Image Translation for Aircraft with Keypoints-Guided Diffusion Models Ruixi You Hecheng Jia Feng Xu DiffM 34 0 0 25 Mar 2025
Bayesian Despeckling of Structured Sources Ali Zafari Shirin Jalali 39 0 0 21 Jan 2025
OpenEarthMap-SAR: A Benchmark Synthetic Aperture Radar Dataset for Global High-Resolution Land Cover Mapping J. Xia Hongruixuan Chen Clifford Broni-Bediako Yimin Wei Jian Song Naoto Yokoya 27 4 0 18 Jan 2025
Adaptive Residual Transformation for Enhanced Feature-Based OOD Detection in SAR Imagery Kyung-Hwan Lee Kyung-Tae Kim 21 0 0 01 Nov 2024
Learning De-Biased Representations for Remote-Sensing Imagery Zichen Tian Zhaozheng Chen Qianru Sun 21 0 0 06 Oct 2024
Soft Segmented Randomization: Enhancing Domain Generalization in SAR-ATR for Synthetic-to-Measured Minjun Kim Ohtae Jang Haekang Song Heesub Shin Jaewoo Ok Minyoung Back Jaehyuk Youn Sungho Kim 19 2 0 21 Sep 2024
Deep Learning Based Speckle Filtering for Polarimetric SAR Images. Application to Sentinel-1 Alejandro Mestre-Quereda J. Lopez-Sanchez 19 1 0 28 Aug 2024
Deep Learning Meets OBIA: Tasks, Challenges, Strategies, and Perspectives Lei Ma Ziyun Yan Mengmeng Li Tao Liu Liqin Tan ... Weiqiang He Ruikun Wang Guangjun He Heng Lu Thomas Blaschke 38 1 0 02 Aug 2024
Frontiers of Deep Learning: From Novel Application to Real-World Deployment Rui Xie VLM 35 1 0 19 Jul 2024
Global High Categorical Resolution Land Cover Mapping via Weak Supervision Xin-Yi Tong Runmin Dong Xiao Xiang Zhu 34 1 0 02 Jun 2024
ClassWise-SAM-Adapter: Parameter Efficient Fine-tuning Adapts Segment Anything to SAR Domain for Semantic Segmentation Xinyang Pu He Jia Linghao Zheng Feng Wang Feng Xu 19 0 0 04 Jan 2024
A Benchmarking Protocol for SAR Colorization: From Regression to Deep Learning Approaches Kangqing Shen G. Vivone Xiaoyuan Yang Simone Lolli Michael Schmitt 33 7 0 12 Oct 2023
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery Joseph A. Gallego-Mejia Anna Jungbluth Laura Martínez-Ferrer Matt Allen Francisco Dorr F. Kalaitzis Raúl Ramos-Pollán 26 3 0 05 Oct 2023
Emerging Approaches for THz Array Imaging: A Tutorial Review and Software Tool Josiah W. Smith Murat Torlak 21 1 0 16 Sep 2023
Using Neural Networks for Fast SAR Roughness Estimation of High Resolution Images Li Fan Jeova Farias Sales Rocha Neto 9 0 0 06 Sep 2023
Background Debiased SAR Target Recognition via Causal Interventional Regularizer Hongwei Dong Fangzhou Han Lingyu Si Wenwen Qiang Lamei Zhang CML 19 0 0 30 Aug 2023
Deep Learning Model Transfer in Forest Mapping using Multi-source Satellite SAR and Optical Images Shaojia Ge O. Antropov T. Häme R. McRoberts J. Miettinen 20 5 0 09 Aug 2023
A Dimensional Structure based Knowledge Distillation Method for Cross-Modal Learning Lingyu Si Hongwei Dong Wenwen Qiang J. Yu Wen-jie Zhai Changwen Zheng Fanjiang Xu Fuchun Sun 11 1 0 28 Jun 2023
Hierarchical Disentanglement-Alignment Network for Robust SAR Vehicle Recognition Wei-Jang Li Wei Yang Wenpeng Zhang Tianpeng Liu Yongxiang Liu Y. Liu 19 18 0 07 Apr 2023
Explainable, Physics Aware, Trustworthy AI Paradigm Shift for Synthetic Aperture Radar Mihai Datcu Zhongling Huang Andrei Anghel Juanping Zhao R. Cacoveanu 22 0 0 09 Jan 2023
A Novel Semisupervised Contrastive Regression Framework for Forest Inventory Mapping with Multisensor Satellite Data Shaojia Ge Hong Gu W. Su Anne Lonnqvist O. Antropov 17 4 0 01 Dec 2022
Scattering Model Guided Adversarial Examples for SAR Target Recognition: Attack and Defense Bo Peng Bo Peng Jie Zhou Jianyue Xie Li Liu AAML 38 43 0 11 Sep 2022
Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery Xin-Yi Tong Guisong Xia Xiaoxiang Zhu AI4TS 30 60 0 01 Sep 2022
Towards Daily High-resolution Inundation Observations using Deep Learning and EO A. Dasgupta Lasse Hybbeneth B. Waske AI4CE 23 2 0 10 Aug 2022
Unsupervised Discovery of Semantic Concepts in Satellite Imagery with Style-based Wavelet-driven Generative Models Nikos Kostagiolas M. Nicolaou Yannis Panagakis GAN 16 2 0 03 Aug 2022
Multi-temporal speckle reduction with self-supervised deep neural networks Inès Meraoumia Emanuele Dalsasso L. Denis Rémy Abergel F. Tupin 9 14 0 22 Jul 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 12 217 0 27 Jun 2022
GLF-CR: SAR-Enhanced Cloud Removal with Global-Local Fusion Fang Xu Yilei Shi Patrick Ebel Lei Yu Guisong Xia Wen Yang Xiaoxiang Zhu 21 78 0 06 Jun 2022
Hephaestus: A large scale multitask dataset towards InSAR understanding N. Bountos Ioannis Papoutsis Dimitrios Michail Andreas Karavias P. Elias I. Parcharidis 37 12 0 20 Apr 2022
Random Ferns for Semantic Segmentation of PolSAR Images Pengchao Wei Ronny Hansch 11 2 0 07 Feb 2022
Attentional Feature Refinement and Alignment Network for Aircraft Detection in SAR Imagery Yan Zhao Lingjun Zhao Zhongkang Liu Dewen Hu Gangyao Kuang Li Liu 17 30 0 18 Jan 2022
Deep Learning and Earth Observation to Support the Sustainable Development Goals Claudio Persello Jan Dirk Wegner Ronny Hansch D. Tuia Pedram Ghamisi M. Koeva Gustau Camps-Valls 13 4 0 21 Dec 2021
Large-scale Building Height Retrieval from Single SAR Imagery based on Bounding Box Regression Networks Yao Sun Lichao Mou Yuanyuan Wang S. Montazeri Xiao Xiang Zhu 8 49 0 18 Nov 2021
As if by magic: self-supervised training of deep despeckling networks with MERLIN Emanuele Dalsasso L. Denis F. Tupin 14 64 0 25 Oct 2021
Contrastive Multiview Coding with Electro-optics for SAR Semantic Segmentation Keumgang Cha Junghoon Seo Yeji Choi 19 29 0 31 Aug 2021
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,319 0 05 Nov 2016