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Structured Adversarial Self-Supervised Learning for Robust Object Detection in Remote Sensing Images IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-14 Cong Zhang, Kin-Man Lam, Tianshan Liu, Yui-Lam Chan, Qi Wang
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Unidirectional Local-Attention Autoencoder Network for Spectral Variability Unmixing IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-14 Shu Xiang, Xiaorun Li, Jigang Ding, Shuhan Chen, Ziqiang Hua
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UADNet: A Joint Unmixing and Anomaly Detection Network Based on Deep Clustering for Hyperspectral Image IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-14 Wendi Liu, Yong Ma, Xiaozhu Wang, Jun Huang, Qihai Chen, Hao Li, Xiaoguang Mei
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Separation and Suppression of Strong Reflections via a Multi-scale Attention Deep Learning Model IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-14 Shengjun Li, Jianhu Gao, Yihuai Lou, Jinyong Gui, Dongyang He, Dekuan Chang
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Target-Aware Yield Prediction (TAYP) Model Used to Improve Agriculture Crop Productivity IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-14 Yen-Jen Chang, Ming-Hsin Lai, Chien-Ho Wang, Yu-Shun Huang, Jason Lin
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Improved Joint Phase-Attenuation Estimation with Adaptive and High-Resolution Empirical Coefficient Conditioning for Polarimetric Weather Radars IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-14 Siyue Liu, Xichao Dong, Cheng Hu, Fang Liu, Zhiyang Chen
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Fast Bayesian Method for Joint Sparse ISAR Imaging and Motion Compensation for Uniform Rotating Targets IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-14 Chi Zhang, Shuanghui Zhang, Yongxiang Liu, Xiang Li
For inverse synthetic aperture radar (ISAR) imaging under sparse aperture (SA) conditions, the rotation motion compensation is seldom considered. However, with the improvement of resolution, the migration through resolution cell (MTRC) cannot be ignored. Traditional methods for rotation motion compensation generally fail in SA cases. This article proposes a method to jointly implement sparse imaging
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C2Former: Calibrated and Complementary Transformer for RGB-Infrared Object Detection IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-14 Maoxun Yuan, Xingxing Wei
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AT-BLR: AOA and TD Based Multimaterial Building Layout Reconstruction IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-13 Fangrui Yu, Shisheng Guo, Xiaojian Hao, Jiahui Chen, Nian Li, Guolong Cui, Lingjiang Kong, Xiaobo Yang
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SeisParaNet: A Novel Multi-Task Network for Seismic Source Characterization in Earthquake Early Warning IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-13 Fanchun Meng, Tao Ren, Haodong Zhang, Xinyue Wang, Hongfeng Chen
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Multi-target Domain Adaptation Building Instance Extraction of Remote Sensing Imagery with Domain-common Approximation learning IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-13 Fayong Zhang, Kejun Liu, Yuanyuan Liu, Chaofan Wang, Wujie Zhou, Hongyan Zhang, Lizhe Wang
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Deep Learning Approach for SAR Image Retrieval for Reliable Positioning in GPS-Challenged Environments IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-13 Alexander Semenov, Maciej Rysz, Garrett Demeyer
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Attention-guided Progressive Frequency-decoupled Network for Pan-Sharpening IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-13 Rui Miao, Hang Shi, Fengguang Peng, Siyu Zhang
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An Adaptive Local Joint-Weighted Method for Continuous Stripping Intensity Correction of Airborne Bathymetric LiDAR IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-13 Xue Ji, Zhen Dong, Zheng Wei, Mingchang Wang, Wenxue Xu, Lin Zhang
Alongside geometric information accepted widely, airborne laser bathymetry (ALB) typically records the radiometric properties of sensed targets and assists with strip registration, ground (sediment)-type classification, and geometric modeling. Continuous intensity stripping frequently occurs in the ALB-recorded intensity images due to automatic gain control (AGC), an established circuit to compensate
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SWHFormer: A Vision Transformer for Significant Wave Height Estimation From Nautical Radar Images IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Zhiding Yang, Weimin Huang
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Effective Rotate: Learning Rotation-robust Prototype for Aerial Object Detection IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Chaowei Wang, Guangqian Guo, Chang Liu, Dian Shao, Shan Gao
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A Triple-Branch Hybrid Attention Network With Bitemporal Feature Joint Refinement For Remote Sensing Image Semantic Change Detection IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Hao Chang, Peijin Wang, Wenhui Diao, Guangluan Xu, Xian Sun
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M-Swin: Transformer-based Multi-scale Feature Fusion Change Detection Network Within Cropland for Remote Sensing Images IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Jun Pan, Yuchuan Bai, Qidi Shu, Zhuoer Zhang, Jiarui Hu, Mi Wang
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Brightness Temperature Image Reconstruction of the Tilted Mirrored Aperture Synthesis Using CNN and Transformer IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Chengwang Xiao, Qingxia Li, Guanghui Zhao, Yuhang Huang
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A Weak Supervision Learning Paradigm for Oriented Ship Detection in SAR Image IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Tingxuan Yue, Yanmei Zhang, Jin Wang, Yanbing Xu, Pengyun Liu
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Cross Hyperspectral and LiDAR Attention Transformer: An Extended Self-Attention for Land Use and Land Cover Classification IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Swalpa Kumar Roy, Atri Sukul, Ali Jamali, Juan M. Haut, Pedram Ghamisi
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A new way to simulate polarimetric radar signatures of melting layers IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Zhi Tao, Hao Huang, Kun Zhao, Yinghui Lu
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SDST: Self-supervised Double-Structure Transformer for Hyperspectral Images Clustering IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Fulin Luo, Yi Liu, Yule Duan, Tan Guo, Lefei Zhang, Bo Du
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Retrieval of Leaf Area Index from MODIS Surface Reflectance by Incorporating the Sub-pixel Information from Decametric-resolution Data IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Wenjie Jin, Zhewei Zhang, Tongzhou Wu, Ke Meng, Qi Wang, Wanting Tong, Cong Wang, Gaofei Yin, Baodong Xu
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Exploiting Memory-based Cross-Image Contexts for Salient Object Detection in Optical Remote Sensing Images IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-12 Kan Huang, Nannan Li, Jiarong Huang, Chunwei Tian
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Pre-Stack Least-Squares Reverse Time Migration with an Exact Adjoint Operator for Ground-Penetrating Radar IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-11 Linan Xu, James Irving, Klaus Holliger
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Simultaneous Retrieval of Land Surface Temperature and Soil Moisture using Multi-channel Passive Microwave Data IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-11 Xiao-Jing Han, Na Yao, Zihao Wu, Pei Leng, Wenjing Han, Xueyuan Chen
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Spatial and Cluster Structural Prior Guided Subspace Clustering for Hyperspectral Image IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-11 Shaoguang Huang, Haijin Zeng, Hongyu Chen, Hongyan Zhang
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Crater-DETR: A Novel Transformer Network for Crater Detection Based on Dense Supervision and Multiscale Fusion IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-11 Yue Guo, Hao Wu, Shuojin Yang, Zhanchuan Cai
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Underwater Monocular Depth Estimation Based on Physical-Guided Transformer IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-08 Chen Wang, Haiyong Xu, Gangyi Jiang, Mei Yu, Ting Luo, Yeyao Chen
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Ulit-BiDet: An Ultra-lightweight Object Detector for SAR Images Based on Binary Neural Networks IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-08 Han Pu, Zhengwen Zhu, Qi Hu, Dong Wang
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Antarctic Blue Ice Classification using Sentinel-1/2: An application in the Lambert Glacier Basin IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-08 Yimeng Zhou, Lei Zheng, Fengming Hui, Rui Xu, Xiao Cheng
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Masked Topology Convolutional Network for Classification and Segmentation of Remote Sensing Images IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-08 Falin Wang, Jian Ji, Yuan Wang, Jingyang Li, Qiguang Miao
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A High-Precision Chaotic LSTM Network Model Optimized by FrVMD for the Earth Natural Pulse Electromagnetic Signal Intensity Trend Forecast IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Guocheng Hao, Jieting Meng, Juan Guo, Jiantao Yu, Wei Zhang, Lei Wang
Potential trends in the intensity and irregularity of the Earth’s natural pulse electromagnetic field (ENPEMF) signal may be related to the occurrence of seismic hazards. To investigate this potential variation trend, radial basis function (RBF) forecast models have been applied in the field of ENPEMF signal intensity forecast, but its forecast accuracy is not high enough to be used in the field of
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Contrastive Scene Change Representation Learning for High-Resolution Remote Sensing Scene Change Detection IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Jue Wang, Yanfei Zhong, Liangpei Zhang
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Abandoned Cropland Mapping with Phenology-Enhanced Change Vector Analysis and Semi-Supervised Learning in Different Cropping Intensity Areas IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Tingting Zhang, Jianyu Yang, Han Zhou, Anjin Dai, Bingbo Gao, Kaixuan Tang, Donglin Tan
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Unsupervised Classification for Multilook Polarimetric SAR Images via Double Dirichlet Process Mixture Model IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Ze-Chen Li, Heng-Chao Li, Gui Gao, Wen Hong, William J. Emery
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Diffraction-Angle Filtering-Based Two-Step Acoustic Full-Waveform Inversion for 3-D Seismic Reflection Data IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Donggeon Kim, Dong-Joo Min, Ju-Won Oh
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Real-time Moving Vehicle Detection in Satellite Video Based on Historical Differential Information and Grouping Features IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Cong Xu, Hua Qi, Yahui Zheng, Shiyong Peng
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DCENet: Diff-Feature Contrast Enhancement Network for Semi-supervised Hyperspectral Change Detection IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Fulin Luo, Tianyuan Zhou, Jiamin Liu, Tan Guo, Xiuwen Gong, Xinbo Gao
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Applying Machine Learning Techniques for Optical Relative Navigation in Planetary Missions IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Alfredo Escalante Lopez, Pablo Ghiglino, Manuel Sanjurjo Rivo
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Imaging of Rough Surfaces by RTM Method IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Ahmet Sefer, Ali Yapar, Tanju Yelkenci
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FUVC: A Flexible Codec for Underwater Video Transmission IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Yannan Zheng, Jiawei Luo, Weiling Chen, Zuoyong Li, Tiesong Zhao
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SPGC: Shape-Prior based Generated Content Data Augmentation for Remote Sensing Object Detection IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Yalun Dai, Fei Ma, Wei Hu, Fan Zhang
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SenGLEAN: An End-to-End Deep Learning Approach for Super-Resolution of Sentinel-2 Multi-Resolution Multispectral Images IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Ayush Gupta, Rakesh Mishra, Yun Zhang
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CAT: Center Attention Transformer with Stratified Spatial-Spectral Token for Hyperspectral Image Classification IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Jiaqi Feng, Qixiong Wang, Guangyun Zhang, Xiuping Jia, Jihao Yin
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TMCFN: Text-Supervised Multidimensional Contrastive Fusion Network for Hyperspectral and LiDAR Classification IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Yueguang Yang, Jiahui Qu, Wenqian Dong, Tongzhen Zhang, Song Xiao, Yunsong Li
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A Multilevel Multimodal Fusion Transformer for Remote Sensing Semantic Segmentation IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Xianping Ma, Xiaokang Zhang, Man-On Pun, Ming Liu
Accurate semantic segmentation of remote sensing data plays a crucial role in the success of geoscience research and applications. Recently, multimodal fusion-based segmentation models have attracted much attention due to their outstanding performance as compared to conventional single-modal techniques. However, most of these models perform their fusion operation using convolutional neural networks
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Reconstructing 3-D Thermohaline Structures for Mesoscale Eddies Using Satellite Observations and Deep Learning IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Yingjie Liu, Haoyu Wang, Fei Jiang, Yuan Zhou, Xiaofeng Li
Mesoscale eddies are circular water currents found widely in the ocean and significantly impact the ocean’s circulation, water distribution, and biology. However, our comprehension of eddies’ 3-D structures remains constrained due to the scarcity of in situ data. Therefore, we introduce a novel deep learning (DL) model, 3D-EddyNet, designed for reconstructing the 3-D thermohaline structure of mesoscale
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Hyperspectral Image Denoising via Spatial-Spectral Recurrent Transformer IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Guanyiman Fu, Fengchao Xiong, Jianfeng Lu, Jun Zhou, Jiantao Zhou, Yuntao Qian
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Low-Frequency Magnetotelluric Data Denoising Using Improved Denoising Convolutional Neural Network and Gated Recurrent Unit IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-07 Guang Li, Xianjie Gu, Chaojian Chen, Cong Zhou, Donghan Xiao, Wei Wan, Hongzhu Cai
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Hemisphere Harmonics Basis: A Universal Approach to Remote Sensing BRDF Approximation IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-06 Zhenqiang Qin, Xian Li, Yanfeng Gu
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Ocean surface parameters estimation from microwave radiometer voltages using deep learning IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-06 Shubo Liu, Yinan Li, Wu Zhou, Xv Jin, Xiaojiao Yang, Haofeng Dou, Hao Li
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Adaptive Persymmetric Subspace Detection in Non-Gaussian Sea Clutter with Structured Interference IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-06 Hongzhi Guo, Zhihang Wang, Haoqi Wu, Zishu He, Ziyang Cheng
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SAR Ship Detection Based on Explainable Evidence Learning under Intra-class Imbalance IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-05 Yingbing Liu, Gang Yan, Fei Ma, Yongsheng Zhou, Fan Zhang
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2-D Magnetotelluric Gradient Prediction With the Transformer + Unet Network Based on Transverse Magnetic Polarization IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-05 Chongxin Yuan, Kunpeng Wang, Wei Luo, Xiangpeng Wang, Wei Peng, Yunbao Yue, Xing Lan, Ning Chen
The calculation of magnetotelluric (MT) data gradients can be used for data sensitivity analysis, which is of great significance for actual sensitive areas. However, such calculations are highly complex and time consuming and therefore not conducive for the implementation of rapid analysis. To address this issue and improve computational efficiency, we propose a solution based on the transformer +
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CACFTNet:A Hybrid Cov-Attention and Cross-Layer Fusion Transformer Network for Hyperspectral Image Classification IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-05 Shuli Cheng, Runze Chan, Anyu Du
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Hierarchical Shared Architecture Search for Real-time Semantic Segmentation of Remote Sensing Images IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-05 Wenna Wang, Lingyan Ran, Hanlin Yin, Mingjun Sun, Xiuwei Zhang, Yanning Zhang
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Adaptive Multi-frequency Attribute Analysis and its Application on Reservoir Characterization IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-05 Zezhou Zhang, Naihao Liu, Rongchang Liu, Man Lu, Tao Wei, Jinghuai Gao
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AIO2: Online Correction of Object Labels for Deep Learning with Incomplete Annotation in Remote Sensing Image Segmentation IEEE Trans. Geosci. Remote Sens. (IF 8.2) Pub Date : 2024-03-05 Chenying Liu, Conrad M Albrecht, Yi Wang, Qingyu Li, Xiao Xiang Zhu