Xiaoxiang Zhu

Orcid: 0000-0001-5530-3613

Affiliations:
  • Technical University Munich, Data Science in Earth Observation, Germany


According to our database1, Xiaoxiang Zhu authored at least 547 papers between 2009 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2025
Feature Guided Masked Autoencoder for Self-Supervised Learning in Remote Sensing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025

2024
Co-Enhanced Global-Part Integration for Remote-Sensing Scene Classification.
IEEE Trans. Geosci. Remote. Sens., 2024

Few-Shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects.
IEEE Trans. Geosci. Remote. Sens., 2024

RRSIS: Referring Remote Sensing Image Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2024

MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery.
IEEE Trans. Geosci. Remote. Sens., 2024

MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification.
IEEE Trans. Geosci. Remote. Sens., 2024

Attention-ConvNet Network for Ocean-Front Prediction via Remote Sensing SST Images.
IEEE Trans. Geosci. Remote. Sens., 2024

Multimodal and Multiresolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and Benchmark.
IEEE Trans. Geosci. Remote. Sens., 2024

Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2024

Multimodal Co-Learning for Building Change Detection: A Domain Adaptation Framework Using VHR Images and Digital Surface Models.
IEEE Trans. Geosci. Remote. Sens., 2024

Multilabel-Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining.
IEEE Trans. Geosci. Remote. Sens., 2024

HyperLISTA-ABT: An Ultralight Unfolded Network for Accurate Multicomponent Differential Tomographic SAR Inversion.
IEEE Trans. Geosci. Remote. Sens., 2024

AIO2: Online Correction of Object Labels for Deep Learning With Incomplete Annotation in Remote Sensing Image Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2024

A Review of Building Extraction From Remote Sensing Imagery: Geometrical Structures and Semantic Attributes.
IEEE Trans. Geosci. Remote. Sens., 2024

Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance in Earth Observation?
IEEE Trans. Geosci. Remote. Sens., 2024

PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances in the Arctic.
IEEE Trans. Geosci. Remote. Sens., 2024

Integrating Detailed Features and Global Contexts for Semantic Segmentation in Ultrahigh-Resolution Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2024

Quantifying Uncertainty in Slum Detection: Advancing Transfer Learning With Limited Data in Noisy Urban Environments.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Forest Disturbance Detection via Self-Supervised and Transfer Learning With Sentinel-1&2 Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Land Cover Classification From Sentinel-2 Images With Quantum-Classical Convolutional Neural Networks.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Enhancing Contrastive Learning With Positive Pair Mining for Few-Shot Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Beyond local patches: Preserving global-local interactions by enhancing self-attention via 3D point cloud tokenization.
Pattern Recognit., 2024

Can Land Cover Classification Models Benefit From Distance-Aware Architectures?
IEEE Geosci. Remote. Sens. Lett., 2024

Medical hyperspectral image classification based weakly supervised single-image global learning network.
Eng. Appl. Artif. Intell., 2024

DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object Detection.
CoRR, 2024

Machine Learning for Methane Detection and Quantification from Space - A survey.
CoRR, 2024

SpectralEarth: Training Hyperspectral Foundation Models at Scale.
CoRR, 2024

Physics-embedded Fourier Neural Network for Partial Differential Equations.
CoRR, 2024

Global High Categorical Resolution Land Cover Mapping via Weak Supervision.
CoRR, 2024

Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining.
CoRR, 2024

On the Foundations of Earth and Climate Foundation Models.
CoRR, 2024

CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation.
CoRR, 2024

Global OpenBuildingMap - Unveiling the Mystery of Global Buildings.
CoRR, 2024

Neural Plasticity-Inspired Foundation Model for Observing the Earth Crossing Modalities.
CoRR, 2024

Large-scale flood modeling and forecasting with FloodCast.
CoRR, 2024

Causal Graph Neural Networks for Wildfire Danger Prediction.
CoRR, 2024

Opening the Black-Box: A Systematic Review on Explainable AI in Remote Sensing.
CoRR, 2024

ChatEarthNet: A Global-Scale Image-Text Dataset Empowering Vision-Language Geo-Foundation Models.
CoRR, 2024

PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances.
CoRR, 2024

Interpretable deep learning for consistent large-scale urban population estimation using Earth observation data.
Int. J. Appl. Earth Obs. Geoinformation, 2024

Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

Rethinking Cell Counting Methods: Decoupling Counting and Localization.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-labeling for Semi-supervised Ultrasound Image Segmentation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

Ultrasound Image-to-Video Synthesis via Latent Dynamic Diffusion Models.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

UniCrossAdapter: Multimodal Adaptation of CLIP for Radiology Report Generation.
Proceedings of the Foundation Models for General Medical AI, 2024

Towards Large-Scale Urban Flood Mapping Using Sentinel-1 Data.
Proceedings of the IGARSS 2024, 2024

Efficient Subseasonal Weather Forecast Using Teleconnection-Informed Transformers.
Proceedings of the IGARSS 2024, 2024

Deep-Learning-Based Large-Scale Forest Height Generation.
Proceedings of the IGARSS 2024, 2024

Referring Image Segmentation for Remote Sensing Data.
Proceedings of the IGARSS 2024, 2024

One for All: Toward Unified Foundation Models for Earth Vision.
Proceedings of the IGARSS 2024, 2024

Multi-Label Guided Supervised Contrastive Learning for Earth Observation Pretraining.
Proceedings of the IGARSS 2024, 2024

Dominant Leaf Type Classification Using Sentinel-1 Time Series.
Proceedings of the IGARSS 2024, 2024

Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation.
Proceedings of the IGARSS 2024, 2024

Disentangling Semi-Supervised Semantic Segmentation of Remote Sensing Images.
Proceedings of the IGARSS 2024, 2024

Building Attributes Recognition with Noisy and Incomplete Labels.
Proceedings of the IGARSS 2024, 2024

Learning Building Energy Efficiency with Semantic Attributes.
Proceedings of the IGARSS 2024, 2024

Decoupling Common and Unique Representations for Multimodal Self-supervised Learning.
Proceedings of the Computer Vision - ECCV 2024, 2024

Representation Enhancement-Stabilization: Reducing Bias-Variance of Domain Generalization.
Proceedings of the Computer Vision - ECCV 2024, 2024

UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Urban Land Cover Classification with Efficient Hybrid Quantum Machine Learning Model.
Proceedings of the IEEE Congress on Evolutionary Computation, 2024

2023
Handling unexpected inputs: incorporating source-wise out-of-distribution detection into SAR-optical data fusion for scene classification.
EURASIP J. Adv. Signal Process., December, 2023

Calving Front Dataset for Marine-Terminating Glaciers in Svalbard 1985-2023.
Dataset, December, 2023

A survey of uncertainty in deep neural networks.
Artif. Intell. Rev., October, 2023

SurroundNet: Towards effective low-light image enhancement.
Pattern Recognit., September, 2023

Can we use deep learning models to identify the functionality of plastics from space?
Int. J. Appl. Earth Obs. Geoinformation, September, 2023

Calving Front Dataset for Marine-Terminating Glaciers in Svalbard 1985-2023.
Dataset, September, 2023

Calving Front Dataset for Marine-Terminating Glaciers in Svalbard 1985-2023.
Dataset, September, 2023

Cross-city Landuse classification of remote sensing images via deep transfer learning.
Int. J. Appl. Earth Obs. Geoinformation, August, 2023

IEEE Signal Processing Society: Celebrating 75 Years of Remarkable Achievements (Part 2) [From the Guest Editors].
IEEE Signal Process. Mag., July, 2023

IEEE Signal Processing Society: Celebrating 75 Years of Remarkable Achievements [From the Guest Editors].
IEEE Signal Process. Mag., June, 2023

3DCentripetalNet: Building height retrieval from monocular remote sensing imagery.
Int. J. Appl. Earth Obs. Geoinformation, June, 2023

A co-learning method to utilize optical images and photogrammetric point clouds for building extraction.
Int. J. Appl. Earth Obs. Geoinformation, February, 2023

SolarNet: A convolutional neural network-based framework for rooftop solar potential estimation from aerial imagery.
Int. J. Appl. Earth Obs. Geoinformation, February, 2023

Self-supervised audiovisual representation learning for remote sensing data.
Int. J. Appl. Earth Obs. Geoinformation, February, 2023

Adaptive Morphology Filter: A Lightweight Module for Deep Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2023

Pseudo Features-Guided Self-Training for Domain Adaptive Semantic Segmentation of Satellite Images.
IEEE Trans. Geosci. Remote. Sens., 2023

Universal Domain Adaptation for Remote Sensing Image Scene Classification.
IEEE Trans. Geosci. Remote. Sens., 2023

UCDFormer: Unsupervised Change Detection Using a Transformer-Driven Image Translation.
IEEE Trans. Geosci. Remote. Sens., 2023

THE Benchmark: Transferable Representation Learning for Monocular Height Estimation.
IEEE Trans. Geosci. Remote. Sens., 2023

AdaptMatch: Adaptive Matching for Semisupervised Binary Segmentation of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2023

A Deep Active Contour Model for Delineating Glacier Calving Fronts.
IEEE Trans. Geosci. Remote. Sens., 2023

HTC-DC Net: Monocular Height Estimation From Single Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2023

Deep Saliency Smoothing Hashing for Drone Image Retrieval.
IEEE Trans. Geosci. Remote. Sens., 2023

Deep Learning for Subtle Volcanic Deformation Detection With InSAR Data in Central Volcanic Zone.
IEEE Trans. Geosci. Remote. Sens., 2023

Biomass Estimation and Uncertainty Quantification From Tree Height.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Automatic Detection of Building Displacements Through Unsupervised Learning From InSAR Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

SemiSiROC: Semisupervised Change Detection With Optical Imagery and an Unsupervised Teacher Model.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Filtering Specialized Change in a Few-Shot Setting.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Towards Label Embedding - Measuring classification difficulty.
CoRR, 2023

Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology.
CoRR, 2023

Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks.
CoRR, 2023

Self-supervised Domain-agnostic Domain Adaptation for Satellite Images.
CoRR, 2023

Towards Large-scale Building Attribute Mapping using Crowdsourced Images: Scene Text Recognition on Flickr and Problems to be Solved.
CoRR, 2023

DeCUR: decoupling common & unique representations for multimodal self-supervision.
CoRR, 2023

PolyGNN: Polyhedron-based Graph Neural Network for 3D Building Reconstruction from Point Clouds.
CoRR, 2023

Semi-Supervised Learning for hyperspectral images by non parametrically predicting view assignment.
CoRR, 2023

GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data.
CoRR, 2023

Artificial intelligence to advance Earth observation: a perspective.
CoRR, 2023

Vision-Language Models in Remote Sensing: Current Progress and Future Trends.
CoRR, 2023

High Quality Large-Scale 3-D Urban Mapping with Multi-Master TomoSAR.
CoRR, 2023

Building Footprint Extraction with Graph Convolutional Network.
CoRR, 2023

The Politics of Language Choice: How the Russian-Ukrainian War Influences Ukrainians' Language Use on Twitter.
CoRR, 2023

MH-DETR: Video Moment and Highlight Detection with Cross-modal Transformer.
CoRR, 2023

High-Resolution Cloud Removal with Multi-Modal and Multi-Resolution Data Fusion: A New Baseline and Benchmark.
CoRR, 2023

An adaptive image fusion method for Sentinel-2 images and high-resolution images with long-time intervals.
Int. J. Appl. Earth Obs. Geoinformation, 2023

We Won't Get Fooled Again: When Performance Metric Malfunction Affects the Landscape of Hyperparameter Optimization Problems.
Proceedings of the Optimization and Learning - 6th International Conference, 2023

MedSat: A Public Health Dataset for England Featuring Medical Prescriptions and Satellite Imagery.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

GEO-Bench: Toward Foundation Models for Earth Monitoring.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Pseudo Features Guided Self-training for Domain Adaptive Semantic Segmentation of Aerial Images.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Spatial-Temporal Analysis of Urban Green Space and the Impact on Land Surface Temperature of Beijing, China.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images.
Proceedings of the Joint Urban Remote Sensing Event, 2023

UCDFormer: Unsupervised Change Detection Using Real-time Transformers.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Towards Impactful Applications of AI4EO in the Global South.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Detecting challenging urban environments using a few-shot meta-learning approach.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Semi-supervised segmentation of individual buildings from SAR imagery.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Urban Land Cover Classification from Sentinel-2 Images with Quantum-Classical Network.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Long-tailed Regression with Ensembles for Monocular Height Estimation from Single Remote Sensing Images.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Function Assignment of Plastics based on Hyperspectral Satellite Images and High-Resolution Data Using Deep Learning Algorithms.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Exploring Geometric Deep Learning for Precipitation Nowcasting.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

DDM-Former: Global Ocean Wind Speed Retrieval with Transformer Networks.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

A Seq2seq-Based Forest Height Estimation for Zero-Baseline Repeat-Pass Polinsar Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

The Spatial-Temporal Role of Urban Green Space in Mitigating Land Surface Temperature in Chinese Megacities.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Overcoming Language Bias in Remote Sensing Visual Question Answering Via Adversarial Training.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

DisasterNets: Embedding Machine Learning in Disaster Mapping.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Multi-Modal Multi-Task Learning for Semantic Segmentation of Land Cover Under Cloudy Conditions.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

RSSOD-Bench: a Large-Scale Benchmark Dataset for Salient Object Detection in Optical Remote Sensing Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Towards a Benchmark EO Semantic Segmentation Dataset for Uncertainty Quantification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

A Dataset for Individual Tree Delineation from 3D Point Cloud data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

3d Point Cloud Simulation for Above-Ground Forest Biomass Estimation.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Semi-Supervised Learning for Hyperspectral Images by Non Parametrically Predicting View Assignment<sup>CRediT</sup>.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

High Spatial Resolution for Crop Yield Prediction in Large Farming Systems: A Necessity or Additional Overhead.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Roof Superstructure Detection from Aerial Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Exploring Distance-Aware Uncertainty Quantification for Remote Sensing Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Adaptive Bins for Monocular Height Estimation from Single Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Polyhedron-Based Graph Neural Network for Compact Building Model Reconstruction.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

An Analysis of the Gap Between Hybrid and Real Data for Volcanic Deformation Detection.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Large-Scale Land Cover Mapping with Fine-Grained Classes via Class-Aware Semi-Supervised Semantic Segmentation.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Adversarial Shape Learning for Building Extraction in VHR Remote Sensing Images.
IEEE Trans. Image Process., 2022

SAR4LCZ-Net: A Complex-Valued Convolutional Neural Network for Local Climate Zones Classification Using Gaofen-3 Quad-Pol SAR Data.
IEEE Trans. Geosci. Remote. Sens., 2022

Change Detection Meets Visual Question Answering.
IEEE Trans. Geosci. Remote. Sens., 2022

From Easy to Hard: Learning Language-Guided Curriculum for Visual Question Answering on Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens., 2022

SCIDA: Self-Correction Integrated Domain Adaptation From Single- to Multi-Label Aerial Images.
IEEE Trans. Geosci. Remote. Sens., 2022

An Unsupervised Remote Sensing Change Detection Method Based on Multiscale Graph Convolutional Network and Metric Learning.
IEEE Trans. Geosci. Remote. Sens., 2022

CG-Net: Conditional GIS-Aware Network for Individual Building Segmentation in VHR SAR Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Learning to Generate SAR Images With Adversarial Autoencoder.
IEEE Trans. Geosci. Remote. Sens., 2022

Unsupervised Single-Scene Semantic Segmentation for Earth Observation.
IEEE Trans. Geosci. Remote. Sens., 2022

Self-Supervised Multisensor Change Detection.
IEEE Trans. Geosci. Remote. Sens., 2022

γ-Net: Superresolving SAR Tomographic Inversion via Deep Learning.
IEEE Trans. Geosci. Remote. Sens., 2022

Basis Pursuit Denoising via Recurrent Neural Network Applied to Super-Resolving SAR Tomography.
IEEE Trans. Geosci. Remote. Sens., 2022

Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Detecting Changes by Learning No Changes: Data-Enclosing-Ball Minimizing Autoencoders for One-Class Change Detection in Multispectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2022

Extracting Glacier Calving Fronts by Deep Learning: The Benefit of Multispectral, Topographic, and Textural Input Features.
IEEE Trans. Geosci. Remote. Sens., 2022

A Lightweight Deep Learning-Based Cloud Detection Method for Sentinel-2A Imagery Fusing Multiscale Spectral and Spatial Features.
IEEE Trans. Geosci. Remote. Sens., 2022

Semi-Supervised Building Footprint Generation With Feature and Output Consistency Training.
IEEE Trans. Geosci. Remote. Sens., 2022

Building Footprint Generation Through Convolutional Neural Networks With Attraction Field Representation.
IEEE Trans. Geosci. Remote. Sens., 2022

Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Anomaly Detection in Aerial Videos With Transformers.
IEEE Trans. Geosci. Remote. Sens., 2022

FuTH-Net: Fusing Temporal Relations and Holistic Features for Aerial Video Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

MultiScene: A Large-Scale Dataset and Benchmark for Multiscene Recognition in Single Aerial Images.
IEEE Trans. Geosci. Remote. Sens., 2022

HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline.
IEEE Trans. Geosci. Remote. Sens., 2022

An Advanced Dirichlet Prior Network for Out-of-Distribution Detection in Remote Sensing.
IEEE Trans. Geosci. Remote. Sens., 2022

SEN12MS-CR-TS: A Remote-Sensing Data Set for Multimodal Multitemporal Cloud Removal.
IEEE Trans. Geosci. Remote. Sens., 2022

Deep Quadruple-Based Hashing for Remote Sensing Image-Sound Retrieval.
IEEE Trans. Geosci. Remote. Sens., 2022

Supervised Change Detection Using Prechange Optical-SAR and Postchange SAR Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Lebanon Solar Rooftop Potential Assessment Using Buildings Segmentation From Aerial Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection From Multisource Satellite Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Explaining the Effects of Clouds on Remote Sensing Scene Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

RegGAN: An End-to-End Network for Building Footprint Generation with Boundary Regularization.
Remote. Sens., 2022

Semi-Supervised Cloud Detection in Satellite Images by Considering the Domain Shift Problem.
Remote. Sens., 2022

SCAF-Net: Scene Context Attention-Based Fusion Network for Vehicle Detection in Aerial Imagery.
IEEE Geosci. Remote. Sens. Lett., 2022

Multitarget Domain Adaptation for Remote Sensing Classification Using Graph Neural Network.
IEEE Geosci. Remote. Sens. Lett., 2022

Patch-Level Unsupervised Planetary Change Detection.
IEEE Geosci. Remote. Sens. Lett., 2022

Multitask Learning for Human Settlement Extent Regression and Local Climate Zone Classification.
IEEE Geosci. Remote. Sens. Lett., 2022

Exploring Transformer and Multilabel Classification for Remote Sensing Image Captioning.
IEEE Geosci. Remote. Sens. Lett., 2022

Semantic Segmentation of Remote Sensing Images With Sparse Annotations.
IEEE Geosci. Remote. Sens. Lett., 2022

Deep Relearning in the Geospatial Domain for Semantic Remote Sensing Image Segmentation.
IEEE Geosci. Remote. Sens. Lett., 2022

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation.
CoRR, 2022

Geo-Information Harvesting from Social Media Data.
CoRR, 2022

Exploring Self-Attention for Crop-type Classification Explainability.
CoRR, 2022

EarthNets: Empowering AI in Earth Observation.
CoRR, 2022

The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection from Multi-Source Satellite Imagery.
CoRR, 2022

Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery.
CoRR, 2022

HPO: We won't get fooled again.
CoRR, 2022

Self-supervised Learning in Remote Sensing: A Review.
CoRR, 2022

Exploring the Potential of SAR Data for Cloud Removal in Optical Satellite Imagery.
CoRR, 2022

Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance?
CoRR, 2022

So2Sat POP - A Curated Benchmark Data Set for Population Estimation from Space on a Continental Scale.
CoRR, 2022

Using Social Media Images for Building Function Classification.
CoRR, 2022

SEN12MS-CR-TS: A Remote Sensing Data Set for Multi-modal Multi-temporal Cloud Removal.
CoRR, 2022

Disentangled Latent Transformer for Interpretable Monocular Height Estimation.
CoRR, 2022

Landscape of Neural Architecture Search across sensors: how much do they differ ?
CoRR, 2022

Identification of undocumented buildings in cadastral data using remote sensing: Construction period, morphology, and landscape.
Int. J. Appl. Earth Obs. Geoinformation, 2022

CrossGeoNet: A Framework for Building Footprint Generation of Label-Scarce Geographical Regions.
Int. J. Appl. Earth Obs. Geoinformation, 2022

Domain-Agnostic Domain Adaption for Building Footprint Extraction.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Change-Aware Visual Question Answering.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Universal Domain Adaptation without Source Data for Remote Sensing Image Scene Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Knowledge Transfer for Label-Efficient Monocular Height Estimation.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Self-Supervised Vision Transformers for Joint SAR-Optical Representation Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Towards Global Forest Biomass Estimators from Tree Height Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Building Type Classification with Incomplete Labels.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Mitigating Distribution Shift for Multi-Sensor Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Compact Feature Representation for Unsupervised Ood Detection.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Complex-Valued Sparse Long Short-Term Memory Unit with Application to Super-Resolving SAR Tomography.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Controlling Weather Field Synthesis Using Variational Autoencoders.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Feature and Output Consistency Training for Semi-Supervised Building Footprint Generation.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Uncertainty-Guided Representation Learning in Local Climate Zone Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Comparative Analysis of Nitrogen Dioxide (NO2) Levels in Munich Using Sentinel-5P Atmospheric Products and Ground-Based Measurements.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Deep Active Contour Models for Delineating Glacier Calving Fronts.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Analysing the Interactions Between Training Dataset Size, Label Noise and Model Performance in Remote Sensing Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Robust Distribution-Shift Aware Sar-Optical data Fusion for Multi-Label Scene Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Earth Observation Data Classification with Quantum-Classical Convolutional Neural Network.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Siamese Attention U-Net for Multi-Class Change Detection.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Self Supervised Learning for Few Shot Hyperspectral Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Explainability Analysis of CNN in Detection of Volcanic Deformation Signal.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Monitoring Urban Forests from Auto-Generated Segmentation MAPS.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Bounding Box Regression Network for Building Height Retrieval Using a Single SAR Image.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Multi-Sensor Time Series Cloud Removal Fusing Optical and SAR Satellite Information.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Doubly Deformable Aggregation of Covariance Matrices for Few-Shot Segmentation.
Proceedings of the Computer Vision - ECCV 2022, 2022

Reiterative Domain Aware Multi-target Adaptation.
Proceedings of the Pattern Recognition, 2022

DynamicEarthNet: Daily Multi-Spectral Satellite Dataset for Semantic Change Segmentation.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Understanding the Role of Weather Data for Earth Surface Forecasting using a ConvLSTM-based Model.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

True or False? Detecting False Information on Social Media Using Graph Neural Networks.
Proceedings of the Eighth Workshop on Noisy User-generated Text, 2022


On the Generalization of the Semantic Segmentation Model for Landslide Detection.
Proceedings of the Second Workshop on Complex Data Challenges in Earth Observation (CDCEO 2022) co-located with 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence (IJCAI-ECAI 2022), 2022

Deep Semantic Model Fusion for Ancient Agricultural Terrace Detection.
Proceedings of the IEEE International Conference on Big Data, 2022

Peaks Fusion assisted Early-stopping Strategy for Overhead Imagery Segmentation with Noisy Labels.
Proceedings of the IEEE International Conference on Big Data, 2022

ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
SoundingEarth Dataset.
Dataset, October, 2021

SAR Tomography via Nonlinear Blind Scatterer Separation.
IEEE Trans. Geosci. Remote. Sens., 2021

Endmember Bundle Extraction Based on Multiobjective Optimization.
IEEE Trans. Geosci. Remote. Sens., 2021

Unifying Top-Down Views by Task-Specific Domain Adaptation.
IEEE Trans. Geosci. Remote. Sens., 2021

Attention-Aware Pseudo-3-D Convolutional Neural Network for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2021

A Multispectral and Multiangle 3-D Convolutional Neural Network for the Classification of ZY-3 Satellite Images Over Urban Areas.
IEEE Trans. Geosci. Remote. Sens., 2021

Single-Look Multi-Master SAR Tomography: An Introduction.
IEEE Trans. Geosci. Remote. Sens., 2021

Multisensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery.
IEEE Trans. Geosci. Remote. Sens., 2021

SDFL-FC: Semisupervised Deep Feature Learning With Feature Consistency for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2021

Joint and Progressive Subspace Analysis (JPSA) With Spatial-Spectral Manifold Alignment for Semisupervised Hyperspectral Dimensionality Reduction.
IEEE Trans. Cybern., 2021

Change Detection in Hyperdimensional Images Using Untrained Models.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances, and Million-AID.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Semisupervised Change Detection Using Graph Convolutional Network.
IEEE Geosci. Remote. Sens. Lett., 2021

THE Benchmark: Transferable Representation Learning for Monocular Height Estimation.
CoRR, 2021

Large-scale Building Height Retrieval from Single SAR Imagery based on Bounding Box Regression Networks.
CoRR, 2021

A Data-driven Approach to Neural Architecture Search Initialization.
CoRR, 2021

Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems.
CoRR, 2021

SurroundNet: Towards Effective Low-Light Image Enhancement.
CoRR, 2021

Reiterative Domain Aware Multi-target Adaptation.
CoRR, 2021

Lessons from the Clustering Analysis of a Search Space: A Centroid-based Approach to Initializing NAS.
CoRR, 2021

Under the Radar - Auditing Fairness in ML for Humanitarian Mapping.
CoRR, 2021

Tackling the Overestimation of Forest Carbon with Deep Learning and Aerial Imagery.
CoRR, 2021

Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model.
CoRR, 2021

A lightweight deep learning based cloud detection method for Sentinel-2A imagery fusing multi-scale spectral and spatial features.
CoRR, 2021

Generative modeling of spatio-temporal weather patterns with extreme event conditioning.
CoRR, 2021

Aerial Scene Understanding in The Wild: Multi-Scene Recognition via Prototype-based Memory Networks.
CoRR, 2021

Out-of-distribution detection in satellite image classification.
CoRR, 2021

Towards a Collective Agenda on AI for Earth Science Data Analysis.
CoRR, 2021

MultiScene: A Large-scale Dataset and Benchmark for Multi-scene Recognition in Single Aerial Images.
CoRR, 2021

Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing.
CoRR, 2021

Adversarially Robust Classifier with Covariate Shift Adaptation.
CoRR, 2021

Segmentation of VHR EO Images using Unsupervised Learning.
Proceedings of MACLEAN: MAChine Learning for EArth ObservatioN Workshop co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2021), 2021

DENETHOR: The DynamicEarthNET dataset for Harmonized, inter-Operable, analysis-Ready, daily crop monitoring from space.
Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1, 2021

Whats Next in AI4EO?
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Self-Paced Curriculum Learning for Visual Question Answering on Remote Sensing Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Efficient SAR Tomographic Inversion via Sparse Bayesian Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Conditional GIS-Aware Network for Individual Building Segmentation in a VHR SAR Image.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Generation of Large Scale 3-D City Models Using Insar and Optical Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Trusting Small Training Dataset for Supervised Change Detection.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Super-Resolving Sar Tomography Using Deep Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Mitigating Spatial and Spectral Differences for Change Detection Using Super-Resolution and Unsupervised Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Improving Land Cover Classification with a Shift-Invariant Center-Focusing Convolutional Neural Network.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

End-to-End Semantic Segmentation and Boundary Regularization of Buildings from Satellite Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Blinded by the Light: Monitoring Local Economic Development Over Time With Nightlight Emissions.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Anomaly Detection in Aerial Videos Via Future Frame Prediction Networks.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Temporal Relations Matter: A Two-Pathway Network for Aerial Video Recognition.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Unconstrained Aerial Scene Recognition with Deep Neural Networks and a New Dataset.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

An Overview of Multimodal Remote Sensing Data Fusion: From Image to Feature, From Shallow to Deep.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Zooming into Uncertainties: Towards Fusing Multi Zoom Level Imagery for Urban Land Use Segmentation.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Seeing the Bigger Picture: Enabling Large Context Windows in Neural Networks by Combining Multiple Zoom Levels.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Hed-Unet: A Multi-Scale Framework for Simultaneous Segmentation and Edge Detection.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

An OpenStreetMap-Based Dataset of Building Footprints for Analysing Different Types of Label Noise.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Towards Out-of-Distribution Detection for Remote Sensing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Internal Learning for Sequence-to-Sequence Cloud Removal via Synthetic Aperture Radar Prior Information.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Mask-Height R-CNN: An End-to-End Network for 3D Building Reconstruction from Monocular Remote Sensing Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

InSAR Displacement Time Series Mining: A Machine Learning Approach.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Progressive Unsupervised Deep Transfer Learning for Forest Mapping in Satellite Image.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Compact Neural Architecture Search for Local Climate Zones Classification.
Proceedings of the 29th European Symposium on Artificial Neural Networks, 2021

Changes in Twitter geolocations: Insights and suggestions for future usage.
Proceedings of the Seventh Workshop on Noisy User-generated Text, 2021

2020
ERA Dataset.
Dataset, July, 2020

SAR Tomography at the Limit: Building Height Reconstruction Using Only 3-5 TanDEM-X Bistatic Interferograms.
IEEE Trans. Geosci. Remote. Sens., 2020

Unsupervised Deep Joint Segmentation of Multitemporal High-Resolution Images.
IEEE Trans. Geosci. Remote. Sens., 2020

Learning to Pay Attention on Spectral Domain: A Spectral Attention Module-Based Convolutional Network for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

Nonlocal Graph Convolutional Networks for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

Relation Matters: Relational Context-Aware Fully Convolutional Network for Semantic Segmentation of High-Resolution Aerial Images.
IEEE Trans. Geosci. Remote. Sens., 2020

Building Footprint Generation by Integrating Convolution Neural Network With Feature Pairwise Conditional Random Field (FPCRF).
IEEE Trans. Geosci. Remote. Sens., 2020

Multipass SAR Interferometry Based on Total Variation Regularized Robust Low Rank Tensor Decomposition.
IEEE Trans. Geosci. Remote. Sens., 2020

Relation Network for Multilabel Aerial Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

Satellite-Based Mapping of Urban Poverty With Transfer-Learned Slum Morphologies.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Multilevel Feature Fusion-Based CNN for Local Climate Zone Classification From Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Uncertainty Analysis of Object-Based Land-Cover Classification Using Sentinel-2 Time-Series Data.
Remote. Sens., 2020

Detection of Undocumented Building Constructions from Official Geodata Using a Convolutional Neural Network.
Remote. Sens., 2020

Mapping the Land Cover of Africa at 10 m Resolution from Multi-Source Remote Sensing Data with Google Earth Engine.
Remote. Sens., 2020

Fusing Multiseasonal Sentinel-2 Imagery for Urban Land Cover Classification With Multibranch Residual Convolutional Neural Networks.
IEEE Geosci. Remote. Sens. Lett., 2020

Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data.
IEEE Geosci. Remote. Sens. Lett., 2020

Analog Image Modeling for 3D Single Image Super Resolution and Pansharpening.
Frontiers Appl. Math. Stat., 2020

Exploring Deep 3D Spatial Encodings for Large-Scale 3D Scene Understanding.
CoRR, 2020

Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification.
CoRR, 2020

Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction.
CoRR, 2020

Multi-Sensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery.
CoRR, 2020

Cross-language sentiment analysis of European Twitter messages duringthe COVID-19 pandemic.
CoRR, 2020

Generative Adversarial Networks for Synthesizing InSAR Patches.
CoRR, 2020

Spatial-Spectral Manifold Embedding of Hyperspectral Data.
CoRR, 2020

X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data.
CoRR, 2020

DiRS: On Creating Benchmark Datasets for Remote Sensing Image Interpretation.
CoRR, 2020

Deep Learning Meets SAR.
CoRR, 2020

Cross-Task Transfer for Multimodal Aerial Scene Recognition.
CoRR, 2020

Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset.
CoRR, 2020

Ambient Sound Helps: Audiovisual Crowd Counting in Extreme Conditions.
CoRR, 2020

Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping - Challenges and Opportunities.
CoRR, 2020

Building Footprint Generation by IntegratingConvolution Neural Network with Feature PairwiseConditional Random Field (FPCRF).
CoRR, 2020

A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks.
CoRR, 2020

ERA: A Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos.
CoRR, 2020

Automatic skin lesion classification based on mid-level feature learning.
Comput. Medical Imaging Graph., 2020

Dual Adversarial Network for Unsupervised Ground/Satellite-to-Aerial Scene Adaptation.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Vision-Based Scattering Key-Frame Extraction for VideoSAR Summarization.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Building Extraction by Gated Graph Convolutional Neural Network with Deep Structured Feature Embedding.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

A Novel Approach to Unsupervised Segmentation of Multitemporal VHR Images based on Deep Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Model and Data Uncertainty for Satellite Time Series Forecasting with Deep Recurrent Models.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Event and Activity Recognition in Aerial Videos Using Deep Neural Networks and a New Dataset.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Instance Segmentation of Buildings Using Keypoints.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Learning Multi-Label Aerial Image Classification Under Label Noise: A Regularization Approach Using Word Embeddings.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Unsupervised Hyperspectral Embedding by Learning a Deep Regression Network.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

On the Fusion Strategies of Sentinel-1 and Sentinel-2 Data for Local Climate Zone Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Cloud Removal in Unpaired Sentinel-2 Imagery Using Cycle-Consistent GAN and SAR-Optical Data Fusion.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution.
Proceedings of the Computer Vision - ECCV 2020, 2020

Cross-Task Transfer for Geotagged Audiovisual Aerial Scene Recognition.
Proceedings of the Computer Vision - ECCV 2020, 2020

FGCN: Deep Feature-based Graph Convolutional Network for Semantic Segmentation of Urban 3D Point Clouds.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019
Has Dongying developed to a ghost city? - Evidence from multi-temporal population estimation based on VHR remote sensing and census counts.
Comput. Environ. Urban Syst., 2019

An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing.
IEEE Trans. Image Process., 2019

Latent variable modeling approach for fault detection and identification of process correlations.
Trans. Inst. Meas. Control, 2019

Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones.
IEEE Trans. Geosci. Remote. Sens., 2019

Nonlocal Compressive Sensing-Based SAR Tomography.
IEEE Trans. Geosci. Remote. Sens., 2019

Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks.
IEEE Trans. Geosci. Remote. Sens., 2019

Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2019

R<sup>3</sup>-Net: A Deep Network for Multioriented Vehicle Detection in Aerial Images and Videos.
IEEE Trans. Geosci. Remote. Sens., 2019

MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data.
IEEE Trans. Geosci. Remote. Sens., 2019

CoSpace: Common Subspace Learning From Hyperspectral-Multispectral Correspondences.
IEEE Trans. Geosci. Remote. Sens., 2019

Bistatic-Like Differential SAR Tomography.
IEEE Trans. Geosci. Remote. Sens., 2019

Large-Area Characterization of Urban Morphology - Mapping of Built-Up Height and Density Using TanDEM-X and Sentinel-2 Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Estimation of PMx Concentrations from Landsat 8 OLI Images Based on a Multilayer Perceptron Neural Network.
Remote. Sens., 2019

A Comparative Review of Manifold Learning Techniques for Hyperspectral and Polarimetric SAR Image Fusion.
Remote. Sens., 2019

Model Fusion for Building Type Classification from Aerial and Street View Images.
Remote. Sens., 2019

Building Footprint Generation Using Improved Generative Adversarial Networks.
IEEE Geosci. Remote. Sens. Lett., 2019

Fusion of Multi-Sensor-Derived Heights and OSM-Derived Building Footprints for Urban 3D Reconstruction.
ISPRS Int. J. Geo Inf., 2019

GeoSay: A geometric saliency for extracting buildings in remote sensing images.
Comput. Vis. Image Underst., 2019

So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification.
CoRR, 2019

Building Segmentation through a Gated Graph Convolutional Neural Network with Deep Structured Feature Embedding.
CoRR, 2019

A Review of Point Cloud Semantic Segmentation.
CoRR, 2019

Relation Network for Multi-label Aerial Image Classification.
CoRR, 2019

SEN12MS - A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion.
CoRR, 2019

Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification.
CoRR, 2019

Large-scale Building Height Estimation from Single VHR SAR image Using Fully Convolutional Network and GIS building footprints.
Proceedings of the Joint Urban Remote Sensing Event, 2019

Slum Mapping in Imbalanced Remote Sensing Datasets Using Transfer Learned Deep Features.
Proceedings of the Joint Urban Remote Sensing Event, 2019

BFGAN - building footprint extraction from satellite images.
Proceedings of the Joint Urban Remote Sensing Event, 2019

Large-Scale Urban Mapping using Small Stack Multi-baseline TanDEM-X Interferograms.
Proceedings of the Joint Urban Remote Sensing Event, 2019

Mapping Human Settlements with Multi-seasonal Sentinel-2 Imagery and Attention-based ResNeXt.
Proceedings of the Joint Urban Remote Sensing Event, 2019

Multi-label Aerial Image Classification using A Bidirectional Class-wise Attention Network.
Proceedings of the Joint Urban Remote Sensing Event, 2019

Building Instance Classification using Social Media Images.
Proceedings of the Joint Urban Remote Sensing Event, 2019

Towards the Reconstruction of Prismatic Building Models by SAR-Optical Stereogrammetry.
Proceedings of the Joint Urban Remote Sensing Event, 2019

Automatic Registration of SAR Image and GIS Building Footprints Data in Dense Urban Area.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Building Footprint Extraction with Graph Convolutional Network.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Non-Local SAR Tomography for Large-Scale Urban Mapping.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Fusing Multi-Seasonal Sentinel-2 Images with Residual Convolutional Neural Networks for Local Climate Zone-Derived Urban Land Cover Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Spatial Relational Reasoning in Networks for Improving Semantic Segmentation of Aerial Images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Mitigation of Positioning Bias in PSI Point Clouds.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Label Relation Inference for Multi-Label Aerial Image Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A Topological Data Analysis Guided Fusion Algorithm: Mapper-Regularized Manifold Alignment.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

WU-Net: A Weakly-Supervised Unmixing Network for Remotely Sensed Hyperspectral Imagery.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Mutual Information Analysis of Social Media Images and Building Functions.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Uavsar Tomography of Munich.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Building Type Classification from Social Media Texts via Geo-Spatial Textmining.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

The Challenge of Creating The Sarptical Dataset.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

Skin Lesion Segmentation Based on Improved U-net.
Proceedings of the 2019 IEEE Canadian Conference of Electrical and Computer Engineering, 2019

2018
InSAR-BM3D: A Nonlocal Filter for SAR Interferometric Phase Restoration.
IEEE Trans. Geosci. Remote. Sens., 2018

A Fast and Accurate Basis Pursuit Denoising Algorithm With Application to Super-Resolving Tomographic SAR.
IEEE Trans. Geosci. Remote. Sens., 2018

Vehicle Instance Segmentation From Aerial Image and Video Using a Multitask Learning Residual Fully Convolutional Network.
IEEE Trans. Geosci. Remote. Sens., 2018

Corrections to "Deep Recurrent Neural Networks for Hyperspectral Image Classification".
IEEE Trans. Geosci. Remote. Sens., 2018

Unsupervised Spectral-Spatial Feature Learning via Deep Residual Conv-Deconv Network for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Automatic Detection and Positioning of Ground Control Points Using TerraSAR-X Multiaspect Acquisitions.
IEEE Trans. Geosci. Remote. Sens., 2018

HSF-Net: Multiscale Deep Feature Embedding for Ship Detection in Optical Remote Sensing Imagery.
IEEE Trans. Geosci. Remote. Sens., 2018

Object-Based Multipass InSAR via Robust Low-Rank Tensor Decomposition.
IEEE Trans. Geosci. Remote. Sens., 2018

Nonlocal Tensor Completion for Multitemporal Remotely Sensed Images' Inpainting.
IEEE Trans. Geosci. Remote. Sens., 2018

A Nonlocal InSAR Filter for High-Resolution DEM Generation From TanDEM-X Interferograms.
IEEE Trans. Geosci. Remote. Sens., 2018

Spaceborne Staring Spotlight SAR Tomography - A First Demonstration With TerraSAR-X.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Fusion of Urban TanDEM-X Raw DEMs Using Variational Models.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

A Review of Ten-Year Advances of Multi-Baseline SAR Interferometry Using TerraSAR-X Data.
Remote. Sens., 2018

Feature Importance Analysis for Local Climate Zone Classification Using a Residual Convolutional Neural Network with Multi-Source Datasets.
Remote. Sens., 2018

Geocoding Error Correction for InSAR Point Clouds.
Remote. Sens., 2018

Long-Term Annual Mapping of Four Cities on Different Continents by Applying a Deep Information Learning Method to Landsat Data.
Remote. Sens., 2018

Hyperspectral and LiDAR Fusion Using Deep Three-Stream Convolutional Neural Networks.
Remote. Sens., 2018

Mining Hard Negative Samples for SAR-Optical Image Matching Using Generative Adversarial Networks.
Remote. Sens., 2018

Identifying Corresponding Patches in SAR and Optical Images With a Pseudo-Siamese CNN.
IEEE Geosci. Remote. Sens. Lett., 2018

SULoRA: Subspace Unmixing With Low-Rank Attribute Embedding for Hyperspectral Data Analysis.
IEEE J. Sel. Top. Signal Process., 2018

Are the Poor Digitally Left Behind? Indications of Urban Divides Based on Remote Sensing and Twitter Data.
ISPRS Int. J. Geo Inf., 2018

Feature Extraction and Selection of Sentinel-1 Dual-Pol Data for Global-Scale Local Climate Zone Classification.
ISPRS Int. J. Geo Inf., 2018

Non-Local Compressive Sensing Based SAR Tomography.
CoRR, 2018

R<sup>3</sup>-Net: A Deep Network for Multi-oriented Vehicle Detection in Aerial Images and Videos.
CoRR, 2018

Joint & Progressive Learning from High-Dimensional Data for Multi-Label Classification.
CoRR, 2018

Recurrently Exploring Class-wise Attention in A Hybrid Convolutional and Bidirectional LSTM Network for Multi-label Aerial Image Classification.
CoRR, 2018

The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion.
CoRR, 2018

Vehicle Instance Segmentation from Aerial Image and Video Using a Multi-Task Learning Residual Fully Convolutional Network.
CoRR, 2018

RiFCN: Recurrent Network in Fully Convolutional Network for Semantic Segmentation of High Resolution Remote Sensing Images.
CoRR, 2018

IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network.
CoRR, 2018

Building Instance Classification Using Street View Images.
CoRR, 2018

The SARptical Dataset for Joint Analysis of SAR and Optical Image in Dense Urban Area.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

SAR Tomography Using Non-Local Sparse Reconstruction.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Extraction of Buildings in VHR SAR Images Using Fully Convolution Neural Networks.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Feature Importance Analysis of Sentinel-2 Imagery for Large-Scale Urban Local Climate Zone Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Recurrent Convolutional Neural Network for Land Cover Change Detection in Multispectral Images.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Hierarchical Region Based Convolution Neural Network for Multiscale Object Detection in Remote Sensing Images.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Generative Adversarial Networks for Hard Negative Mining in CNN-Based SAR-Optical Image Matching.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Classification of Settlement Types from Tweets Using LDA and LSTM.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

LAHNet: A Convolutional Neural Network Fusing Low- and High-Level Features for Aerial Scene Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Exploring Sentinel-L Data for Local Climate Zone Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Conditional Generative Adversarial Network to Fuse Sar And Multispectral Optical Data For Cloud Removal From Sentinel-2 Images.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Urban TanDEM-X Raw DEM Fusion Based ON TV-L1 and Huber Models.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Multi-Pass SAR Interferometry for 3D Reconstruction of Complex Mountainous Areas Based on Robust Low Rank Tensor Decomposition.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Fusing Spaceborne SAR Interferometry and Street View Images for 4D Urban Modeling.
Proceedings of the 21st International Conference on Information Fusion, 2018

Joint and Progressive Learning from High-Dimensional Data for Multi-label Classification.
Proceedings of the Computer Vision - ECCV 2018, 2018

2017
Multisensor Coupled Spectral Unmixing for Time-Series Analysis.
IEEE Trans. Geosci. Remote. Sens., 2017

Fusing Meter-Resolution 4-D InSAR Point Clouds and Optical Images for Semantic Urban Infrastructure Monitoring.
IEEE Trans. Geosci. Remote. Sens., 2017

Deep Recurrent Neural Networks for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2017

Robust Object-Based Multipass InSAR Deformation Reconstruction.
IEEE Trans. Geosci. Remote. Sens., 2017

Extended Chirp Scaling-Baseband Azimuth Scaling-Based Azimuth-Range Decouple L<sub>1</sub> Regularization for TOPS SAR Imaging via CAMP.
IEEE Trans. Geosci. Remote. Sens., 2017

L<sub>1</sub>-Regularization-Based SAR Imaging and CFAR Detection via Complex Approximated Message Passing.
IEEE Trans. Geosci. Remote. Sens., 2017

Multitemporal Very High Resolution From Space: Outcome of the 2016 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Hyperspectral and LiDAR Data Fusion Using Extinction Profiles and Deep Convolutional Neural Network.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Deep learning in remote sensing: a review.
CoRR, 2017

Building height estimation in single SAR image using OSM building footprints.
Proceedings of the Joint Urban Remote Sensing Event, 2017

A CNN for the identification of corresponding patches in SAR and optical imagery of urban scenes.
Proceedings of the Joint Urban Remote Sensing Event, 2017

Digital deserts on the ground and from space.
Proceedings of the Joint Urban Remote Sensing Event, 2017

FusioNet: A two-stream convolutional neural network for urban scene classification using PolSAR and hyperspectral data.
Proceedings of the Joint Urban Remote Sensing Event, 2017

Robust blind scatterer separation in multibaseline InSAR.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Comparative evaluation of signal-based and descriptor-based similarity measures for SAR-optical image matching.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Fully conv-deconv network for unsupervised spectral-spatial feature extraction of hyperspectral imagery via residual learning.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Identifying corresponding patches in SAR and optical imagery with a convolutional neural network.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Automatic positioning of SAR ground control points from multi-aspect TerraSAR-X acquisitions.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Improve multi-baseline InSAR parameter retrieval by semantic information from optical images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Evaluation of polsar similarity measures with spectral clustering.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Feature fusion of hyperspectral and lidar data using extinction profiles and total variation.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Nonlocal InSAR filtering for high resolution DEM generation from TanDEM-X interferograms.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Fusion of TanDEM-X and Cartosat-1 DEMS using TV-norm regularization and ANN-predicted weights.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Fusion of SAR and optical remote sensing data - Challenges and recent trends.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Robust linear unmixing with enhanced sparsity.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Learning a low-coherence dictionary to address spectral variability for hyperspectral unmixing.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Earth Observation Using SAR and Social Media Images.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

2016
Geodetic SAR Tomography.
IEEE Trans. Geosci. Remote. Sens., 2016

Exploiting Joint Sparsity for Pansharpening: The J-SparseFI Algorithm.
IEEE Trans. Geosci. Remote. Sens., 2016

Robust Estimators for Multipass SAR Interferometry.
IEEE Trans. Geosci. Remote. Sens., 2016

Automatic Detection and Reconstruction of 2-D/3-D Building Shapes From Spaceborne TomoSAR Point Clouds.
IEEE Trans. Geosci. Remote. Sens., 2016

Three-Dimensional Deformation Monitoring of Urban Infrastructure by Tomographic SAR Using Multitrack TerraSAR-X Data Stacks.
IEEE Trans. Geosci. Remote. Sens., 2016

Extinction Profiles for the Classification of Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens., 2016

Demonstration of Single-Pass Millimeterwave SAR Tomography for Forest Volumes.
IEEE Geosci. Remote. Sens. Lett., 2016

Unambiguous SAR Imaging for Nonuniform DPC Sampling: ℓ<sub>q</sub> Regularization Method Using Filter Bank.
IEEE Geosci. Remote. Sens. Lett., 2016

Hyperspectral Data Classification Using Extended Extinction Profiles.
IEEE Geosci. Remote. Sens. Lett., 2016

A Self-Improving Convolution Neural Network for the Classification of Hyperspectral Data.
IEEE Geosci. Remote. Sens. Lett., 2016

Graph-regularized coupled spectral unmixing for multisensor time-series analysis.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Object based fusion of polarimetric SAR and hyperspectral imaging for land use classification.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

The K-LLE algorithm for nonlinear dimensionality ruduction of large-scale hyperspectral data.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Extended extinction profile for the classification of hyperspectral images.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Robust multibaseline InSAR optimization.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Forest remote sensing on the individual tree level by airborne millimeterwave SAR.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Spatiotemporal scene interpretation of space videos via deep neural network and tracklet analysis.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

SAR ground control point identification with the aid of high resolution optical data.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Object-based InSAR deformation reconstruction with application to bridge monitoring.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Local manifold learning with robust neighbors selection for hyperspectral dimensionality reduction.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Extinction profiles: A novel approach for the analysis of remote sensing data.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

GPU-based nonlocal filtering for large scale SAR processing.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
Robust Reconstruction of Building Facades for Large Areas Using Spaceborne TomoSAR Point Clouds.
IEEE Trans. Geosci. Remote. Sens., 2015

Precise Three-Dimensional Stereo Localization of Corner Reflectors and Persistent Scatterers With TerraSAR-X.
IEEE Trans. Geosci. Remote. Sens., 2015

Automatic Feature-Based Geometric Fusion of Multiview TomoSAR Point Clouds in Urban Area.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Joint Sparsity Model for Multilook Hyperspectral Image Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2015

Joint Sparsity in SAR Tomography for Urban Mapping.
IEEE J. Sel. Top. Signal Process., 2015

Graph regularized coupled spectral unmixing for change detection.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Splitting the hyperspectral-multispectral image fusion problem autonomously into weighted pan-sharpening tasks - The spectral grouping concept.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Dynamic dictionary learning strategies for sparse representation based hyperspectral image enhancement.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Hyperspectral resolution enhancement using multisensor image data.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Detection of buildings in spaceborne TomoSAR point clouds via hybrid region growing and energy minimization technique.
Proceedings of the Joint Urban Remote Sensing Event, 2015

The robust InSAR optimization framework with application to monitoring cities on volcanoes.
Proceedings of the Joint Urban Remote Sensing Event, 2015

Exploiting sparsity in remote sensing and earth observation: Theory, applications and future trends.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Semantic interpretation of InSAR point clouds.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Automatic coastline detection in non-locally filtered tandem-X data.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Compressive sensing for neutrospheric water vapor tomography using GNSS and InSAR observations.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Towards a combined sparse representation and unmixing based hybrid hyperspectral resolution enhancement method.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Sparse pixel-wise spectral unmixing - Which algorithm to use and how to improve the results.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Region growing based nonlocal filtering for InSAR.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Optimized parallelization of non-local means filter for image noise reduction of InSAR image.
Proceedings of the IEEE International Conference on Information and Automation, 2015

2014
Facade Reconstruction Using Multiview Spaceborne TomoSAR Point Clouds.
IEEE Trans. Geosci. Remote. Sens., 2014

Superresolving SAR Tomography for Multidimensional Imaging of Urban Areas: Compressive sensing-based TomoSAR inversion.
IEEE Signal Process. Mag., 2014

An Efficient Tomographic Inversion Approach for Urban Mapping Using Meter Resolution SAR Image Stacks.
IEEE Geosci. Remote. Sens. Lett., 2014

The J-SparseFI-HM Hyperspectral resolution enhancement method - Now fully automated.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Spectral-spatial joint sparsity unmixing of hyperspectral data using overcomplete dictionaries.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Geodetic TomoSAR - Fusion of SAR imaging geodesy and TomoSAR for 3D absolute scatterer positioning.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Beyond the 12m TanDEM-X DEM.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Automatic large area reconstruction of building façades from spaceborne TomoSAR point clouds.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Hyperspectral image resolution enhancement based on joint sparsity spectral unmixing.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Detection and transmission resource configuration for Space-based Information Network.
Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

2013
A Sparse Image Fusion Algorithm With Application to Pan-Sharpening.
IEEE Trans. Geosci. Remote. Sens., 2013

Sparse spectral unmixing with endmember groups pre-selection.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Collaborative sparse reconstruction for pan-sharpening.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Feature-based fusion of tomosar point clouds from multiview TerraSAR-X data stacks.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Reconstruction of building façades using spaceborne multiview TomoSAR point clouds.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Jointly sparse fusion of hyperspectral and multispectral imagery.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Collabrative sparse image fusion with application to pan-sharpening.
Proceedings of the 18th International Conference on Digital Signal Processing, 2013

Sparse reconstruction techniques in tomographic SAR inversion.
Proceedings of the 21st European Signal Processing Conference, 2013

2012
Demonstration of Super-Resolution for Tomographic SAR Imaging in Urban Environment.
IEEE Trans. Geosci. Remote. Sens., 2012

Super-Resolution Power and Robustness of Compressive Sensing for Spectral Estimation With Application to Spaceborne Tomographic SAR.
IEEE Trans. Geosci. Remote. Sens., 2012

On the use of overcomplete dictionaries for spectral unmixing.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

A pan-sharpening algorithm based on joint sparsity.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012

From TomoSAR Point Clouds to Objects: Façade Reconstruction.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012

Sparse tomographic SAR reconstruction from mixed TerraSAR-X/TanDEM-X data stacks.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Operational TomoSAR processing using TerraSAR-X high resolution spotlight stacks from multiple view angles.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Façade structure reconstruction using spaceborne TomoSAR point clouds.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011
Let's Do the Time Warp: Multicomponent Nonlinear Motion Estimation in Differential SAR Tomography.
IEEE Geosci. Remote. Sens. Lett., 2011

Tomographic Imaging and Monitoring of Buildings With Very High Resolution SAR Data.
IEEE Geosci. Remote. Sens. Lett., 2011

A fundamental bound for super-resolution - with application to 3D SAR imaging.
Proceedings of the Joint Urban Remote Sensing Event, 2011

Peculiarities of urban area analysis with very high resolution interferometric SAR data.
Proceedings of the Joint Urban Remote Sensing Event, 2011

Advanced coherence stacking technique using high resolution TerraSAR-X spotlight data.
Proceedings of the Joint Urban Remote Sensing Event, 2011

Compressive sensing for image fusion - with application to pan-sharpening.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Multi-component nonlinear motion estimation in differential SAR tomography - the time-warp method.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Within the resolution cell: Super-resolution in tomographic SAR imaging.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Optimal estimation of distributed scatterer phase history parameters from meter-resolution SAR data.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Sparse reconstrcution techniques for SAR tomography.
Proceedings of the 17th International Conference on Digital Signal Processing, 2011

2010
Very High Resolution Spaceborne SAR Tomography in Urban Environment.
IEEE Trans. Geosci. Remote. Sens., 2010

Tomographic SAR Inversion by L<sub>1</sub> -Norm Regularization - The Compressive Sensing Approach.
IEEE Trans. Geosci. Remote. Sens., 2010

Compressive sensing for high resolution differential SAR tomography - the SL1MMER algorithm.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Advanced techniques and new high resolution SAR sensors for monitoring urban areas.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

2009
Space-borne High resolution Tomographic Interferometry.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

3D Analysis of Scattering Effects based on Ray Tracing Techniques.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Techniques and Examples for the 3D Reconstruction of Complex Scattering Situations using TerraSAR-X.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009


  Loading...