Michael Schmitt

Orcid: 0000-0002-0575-2362

Affiliations:
  • Bundeswehr University Munich, Neubiberg, Germany


According to our database1, Michael Schmitt authored at least 115 papers between 2010 and 2024.

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

Timeline

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Bibliography

2024
A benchmarking protocol for SAR colorization: From regression to deep learning approaches.
Neural Networks, January, 2024

The EEFIT Remote Sensing Reconnaissance Mission for the February 2023 Turkey Earthquakes.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Dense NDVI Time Series by Fusion of Optical and SAR-Derived Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Large-Scale Fine-Grained Building Classification and Height Estimation for Semantic Urban Reconstruction: Outcome of the 2023 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Deep Occlusion Framework for Multimodal Earth Observation Data.
IEEE Geosci. Remote. Sens. Lett., 2024

SenPa-MAE: Sensor Parameter Aware Masked Autoencoder for Multi-Satellite Self-Supervised Pretraining.
CoRR, 2024

Mapping Land Naturalness from Sentinel-2 using Deep Contextual and Geographical Priors.
CoRR, 2024

Building Damage Assessment Over Ukraine Using SAR Time Series.
Proceedings of the IGARSS 2024, 2024

Deep Learning-Based Building Footprint Mapping Using High-Resolution SAR Data.
Proceedings of the IGARSS 2024, 2024

Sensor Parameter Encoding for Multi-Sensor Self-Supervised Learning via Masked Autoencoders.
Proceedings of the IGARSS 2024, 2024

Mapping High-Resolution Building Development Over Delhi Ncr Using Sentinel-2.
Proceedings of the IGARSS 2024, 2024

Geolocation-Aware Land Cover Classification from Sentinel-2 Images.
Proceedings of the IGARSS 2024, 2024

Multi-Scale Context Fusion for Pixel-Level Naturalness Mapping Using Sentinel-2 Imagery.
Proceedings of the IGARSS 2024, 2024

Temporal Land Cover Dynamics: A Time Series Analysis of Sentinel-3 SAR-Altimetry Backscatter in Ku and C-Band.
Proceedings of the IGARSS 2024, 2024

Enhancing Building Shape Details Through Deep Learning in Single-Image SAR-Based DSM.
Proceedings of the IGARSS 2024, 2024

2023
Urban Building Classification (UBC) V2 - A Benchmark for Global Building Detection and Fine-Grained Classification From Satellite Imagery.
IEEE Trans. Geosci. Remote. Sens., 2023

There Are No Data Like More Data- Datasets for Deep Learning in Earth Observation.
CoRR, 2023

From Relative to Absolute Heights in SAR-based Single-Image Height Prediction.
Proceedings of the Joint Urban Remote Sensing Event, 2023

The Potential of Sentinel-2 Data for Global Building Footprint Mapping with High Temporal Resolution.
Proceedings of the Joint Urban Remote Sensing Event, 2023

Investigation of the Relationship Between Spaceborne TIR Measurements and Near Surface Air Temperature.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Self-Supervised Learning for InSAR Phase and Coherence Estimation.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Potential of Single-Image-Derived Height Maps for Change Detection in Capella Constellation Sar Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Temporal Upsampling of NDVI Time Series by RNN-Based Fusion of Sparse Optical and Dense SAR-Derived NDVI Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Improving Deep Learning-Based Height Estimation from Single SAR Images by Injecting Sensor Parameters.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

High Precision Mapping Of Building Changes Using Sentinel-2.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

The Effect of Contrastive Pretraining on Downstream Tasks in Optical Remote Sensing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Georeferencing Thermal Satellite Images Based on Land Cover Information Extraction.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Explaining Multimodal Data Fusion: Occlusion Analysis for Wilderness Mapping.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

1d-CNN for Land Cover Classification of Sentinel-3 Altimetry Waveforms Using Additional Features.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Probabilistic MIMO U-Net: Efficient and Accurate Uncertainty Estimation for Pixel-wise Regression.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Multi-Modal Multi-Objective Contrastive Learning for Sentinel-1/2 Imagery.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 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

Efficient ArcSAR Focusing in the Wavenumber Domain.
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

Synthesizing Optical and SAR Imagery From Land Cover Maps and Auxiliary Raster Data.
IEEE Trans. Geosci. Remote. Sens., 2022

Transferring Transformer-Based Models for Cross-Area Building Extraction From Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Thin Cloud Removal Fusing Full Spectral and Spatial Features for Sentinel-2 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

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

Multiscale Feature Learning by Transformer for Building Extraction From Satellite Images.
IEEE Geosci. Remote. Sens. Lett., 2022

MapInWild: A Remote Sensing Dataset to Address the Question What Makes Nature Wild.
CoRR, 2022

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

Deep Learning-Based SAR Interferogram Synthesis from Raster and Land Cover Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Estimating NDVI from Sentinel-1 Sar Data Using Deep Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

On the Transferability of Single Image Height Estimation for SAR Intensity Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Mapinwild: A Dataset for Global Wilderness Mapping.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

EOD: The IEEE GRSS Earth Observation Database.
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

Urban Building Classification (UBC) - A Dataset for Individual Building Detection and Classification from Satellite Imagery.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

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

Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Wildfire Detection From Multisensor Satellite Imagery Using Deep Semantic Segmentation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

InSAR Decorrelation at X-Band From the Joint TanDEM-X/PAZ Constellation.
IEEE Geosci. Remote. Sens. Lett., 2021

Deep-Learning-Based Single-Image Height Reconstruction from Very-High-Resolution SAR Intensity Data.
CoRR, 2021

The naturalness index for the identification of natural areas on regional scale.
Int. J. Appl. Earth Obs. Geoinformation, 2021

Comparative Evaluation of Deep Learning-Based Sar-Optical Image Matching Approaches.
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

There is No Data Like More Data - Current Status of Machine Learning Datasets in Remote Sensing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

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

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

Building a Parallel Universe Image Synthesis from Land Cover Maps and Auxiliary Raster Data.
CoRR, 2020

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

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

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

2019
SAR-to-Optical Image Translation Based on Conditional Generative Adversarial Networks - Optimization, Opportunities and Limits.
Remote. Sens., 2019

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

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

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

Mapping Human Settlements with Multi-seasonal Sentinel-2 Imagery and Attention-based ResNeXt.
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

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

Deep Learning for SAR-Optical Image Matching.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

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

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

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

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

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

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

Object-Related Alignment of Heterogeneous Image Data in Remote Sensing.
Proceedings of the 21st International Conference on Information Fusion, 2018

2017
Simulation-Based Interpretation and Alignment of High-Resolution Optical and SAR Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 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

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

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

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

Automatic alignment of high resolution optical and SAR images for urban areas.
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

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

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

2014
Adaptive Covariance Matrix Estimation for Multi-Baseline InSAR Data Stacks.
IEEE Trans. Geosci. Remote. Sens., 2014

Adaptive Multilooking of Airborne Single-Pass Multi-Baseline InSAR Stacks.
IEEE Trans. Geosci. Remote. Sens., 2014

Benefit of Using Multiple Baselines and Multiple Aspects for SAR Interferometry of Urban Areas.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Generating point clouds of forested areas from airborne millimeter wave InSAR data.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013
Compressive Sensing Based Layover Separation in Airborne Single-Pass Multi-Baseline InSAR Data.
IEEE Geosci. Remote. Sens. Lett., 2013

2012
Adaptive multilooking of airborne Ka-band multi-baseline InSAR data of urban areas.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

First investigations on detection of stationary vehicles in airborne decimeter resolution SAR data by supervised learning.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A filter for homogeneous areas in very high resolution SAR images based on hysteresis smoothing.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Non-linear correction of polarization orientation for the application of ICA to PolSAR imagery.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011
Towards Airborne Single Pass Decimeter Resolution SAR Interferometry over Urban Areas.
Proceedings of the Photogrammetric Image Analysis - ISPRS Conference, 2011

Statistically robust detection and evaluation of errors in DTMs.
Proceedings of the Joint Urban Remote Sensing Event, 2011

Comparative study of change detection for reconstruction monitoring based on very high resolution optical data.
Proceedings of the Joint Urban Remote Sensing Event, 2011

Fusion of airborne multi-aspect InSAR data by simultaneous backward geocoding.
Proceedings of the Joint Urban Remote Sensing Event, 2011

2010
Utilization of airborne multi-aspect InSAR data for the generation of urban ortho-images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010


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