Michael Schmitt

ORCID

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 93

Top Venues

IGARSS

CoRR

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.

IEEE Trans. Geosci. Remote. Sens.

Publications

Kangqing Shen, Gemine Vivone, Xiaoyuan Yang, Simone Lolli, Michael Schmitt
A benchmarking protocol for SAR colorization: From regression to deep learning approaches. Neural Networks 169 (2024)
Thomas Roßberg, Michael Schmitt
Dense NDVI Time Series by Fusion of Optical and SAR-Derived Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Guozhang Liu, Baochai Peng, Ting Liu, Pan Zhang, Mengke Yuan, Chaoran Lu, Ningning Cao, Sen Zhang, Simin Huang, Tao Wang, Xiaoqiang Lu, Licheng Jiao, Qiong Liu, Lingling Li, Fang Liu, Xu Liu, Yuting Yang, Kaiqiang Chen, Zhiyuan Yan, Deke Tang, Hai Huang, Michael Schmitt, Xian Sun, Gemine Vivone, Claudio Persello, Ronny Hänsch
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. 17 (2024)
Burak Ekim, Michael Schmitt
Mapping Land Naturalness from Sentinel-2 using Deep Contextual and Geographical Priors. CoRR (2024)
Thomas Roßberg, Michael Schmitt
Temporal Upsampling of NDVI Time Series by RNN-Based Fusion of Sparse Optical and Dense SAR-Derived NDVI Data. IGARSS (2023)
Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CVPR Workshops (2023)
Jonathan Prexl, Sudipan Saha, Michael Schmitt
High Precision Mapping Of Building Changes Using Sentinel-2. IGARSS (2023)
Michael Schmitt, Michael Recla, Stefan Auer
Potential of Single-Image-Derived Height Maps for Change Detection in Capella Constellation Sar Data. IGARSS (2023)
Jonathan Prexl, Michael Schmitt
The Effect of Contrastive Pretraining on Downstream Tasks in Optical Remote Sensing. IGARSS (2023)
Burak Ekim, Michael Schmitt
Explaining Multimodal Data Fusion: Occlusion Analysis for Wilderness Mapping. IGARSS (2023)
Xingliang Huang, Kaiqiang Chen, Deke Tang, Chenglong Liu, Libo Ren, Zheng Sun, Ronny Hänsch, Michael Schmitt, Xian Sun, Hai Huang, Helmut Mayer
Urban Building Classification (UBC) V2 - A Benchmark for Global Building Detection and Fine-Grained Classification From Satellite Imagery. IEEE Trans. Geosci. Remote. Sens. 61 (2023)
Burak Ekim, Michael Schmitt
Explaining Multimodal Data Fusion: Occlusion Analysis for Wilderness Mapping. CoRR (2023)
Jonathan Prexl, Michael Schmitt
Multi-Modal Multi-Objective Contrastive Learning for Sentinel-1/2 Imagery. CVPR Workshops (2023)
Maximilian Eitel, Michael Schmitt
1d-CNN for Land Cover Classification of Sentinel-3 Altimetry Waveforms Using Additional Features. IGARSS (2023)
Michael Recla, Michael Schmitt
Improving Deep Learning-Based Height Estimation from Single SAR Images by Injecting Sensor Parameters. IGARSS (2023)
Mojgan Madadikhaljan, Michael Schmitt
Georeferencing Thermal Satellite Images Based on Land Cover Information Extraction. IGARSS (2023)
Sanjay Swami, Roger Förstner, Michael Schmitt
Investigation of the Relationship Between Spaceborne TIR Measurements and Near Surface Air Temperature. IGARSS (2023)
Anton Baumann, Thomas Roßberg, Michael Schmitt
Probabilistic MIMO U-Net: Efficient and Accurate Uncertainty Estimation for Pixel-wise Regression. ICCV (Workshops) (2023)
Michael Recla, Michael Schmitt
From Relative to Absolute Heights in SAR-based Single-Image Height Prediction. JURSE (2023)
Jonathan Prexl, Michael Schmitt
The Potential of Sentinel-2 Data for Global Building Footprint Mapping with High Temporal Resolution. JURSE (2023)
Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CoRR (2023)
Francescopaolo Sica, Pavan Muguda Sanjeevamurthy, Michael Schmitt
Self-Supervised Learning for InSAR Phase and Coherence Estimation. IGARSS (2023)
Michael Schmitt, Seyed Ali Ahmadi, Yonghao Xu, Gülsen Taskin, Ujjwal Verma, Francescopaolo Sica, Ronny Hänsch
There Are No Data Like More Data- Datasets for Deep Learning in Earth Observation. CoRR (2023)
Philipp Sibler, Francescopaolo Sica, Michael Schmitt
Deep Learning-Based SAR Interferogram Synthesis from Raster and Land Cover Data. IGARSS (2022)
Chunping Qiu, He Li, Wenyue Guo, Xin Chen, Anzhu Yu, Xiaochong Tong, Michael Schmitt
Transferring Transformer-Based Models for Cross-Area Building Extraction From Remote Sensing Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15 (2022)
Michael Schmitt, Pedram Ghamisi, Naoto Yokoya, Ronny Hänsch
EOD: The IEEE GRSS Earth Observation Database. CoRR (2022)
Michael Recla, Michael Schmitt
On the Transferability of Single Image Height Estimation for SAR Intensity Imagery. IGARSS (2022)
Patrick Ebel, Yajin Xu, Michael Schmitt, Xiao Xiang Zhu
Multi-Sensor Time Series Cloud Removal Fusing Optical and SAR Satellite Information. IGARSS (2022)
Michael Schmitt, Pedram Ghamisi, Naoto Yokoya, Ronny Hänsch
EOD: The IEEE GRSS Earth Observation Database. IGARSS (2022)
Burak Ekim, Michael Schmitt
Mapinwild: A Dataset for Global Wilderness Mapping. IGARSS (2022)
Gerald Baier, Antonin Deschemps, Michael Schmitt, Naoto Yokoya
Synthesizing Optical and SAR Imagery From Land Cover Maps and Auxiliary Raster Data. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Patrick Ebel, Yajin Xu, Michael Schmitt, Xiao Xiang Zhu
SEN12MS-CR-TS: A Remote-Sensing Data Set for Multimodal Multitemporal Cloud Removal. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Patrick Ebel, Yajin Xu, Michael Schmitt, Xiaoxiang Zhu
SEN12MS-CR-TS: A Remote Sensing Data Set for Multi-modal Multi-temporal Cloud Removal. CoRR (2022)
Yuan Zhang, Yanping Wang, Michael Schmitt, Changshun Yuan
Efficient ArcSAR Focusing in the Wavenumber Domain. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Jakob Gawlikowski, Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu
Explaining the Effects of Clouds on Remote Sensing Scene Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15 (2022)
Chunping Qiu, Lukas Liebel, Lloyd Haydn Hughes, Michael Schmitt, Marco Körner, Xiao Xiang Zhu
Multitask Learning for Human Settlement Extent Regression and Local Climate Zone Classification. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Burak Ekim, Timo T. Stomberg, Ribana Roscher, Michael Schmitt
MapInWild: A Remote Sensing Dataset to Address the Question What Makes Nature Wild. CoRR (2022)
Xin Chen, Chunping Qiu, Wenyue Guo, Anzhu Yu, Xiaochong Tong, Michael Schmitt
Multiscale Feature Learning by Transformer for Building Extraction From Satellite Images. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Jun Li, Yuejie Zhang, Qinghong Sheng, Zhaocong Wu, Bo Wang, Zhongwen Hu, Guanting Shen, Michael Schmitt, Matthieu Molinier
Thin Cloud Removal Fusing Full Spectral and Spatial Features for Sentinel-2 Imagery. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15 (2022)
Xingliang Huang, Libo Ren, Chenglong Liu, Yixuan Wang, Hongfeng Yu, Michael Schmitt, Ronny Hänsch, Xian Sun, Hai Huang, Helmut Mayer
Urban Building Classification (UBC) - A Dataset for Individual Building Detection and Classification from Satellite Imagery. CVPR Workshops (2022)
Caleb Robinson, Kolya Malkin, Nebojsa Jojic, Huijun Chen, Rongjun Qin, Changlin Xiao, Michael Schmitt, Pedram Ghamisi, Ronny Hänsch, Naoto Yokoya
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. 14 (2021)
Michael Schmitt, Seyed Ali Ahmadi, Ronny Hänsch
There is no data like more data - current status of machine learning datasets in remote sensing. CoRR (2021)
Burak Ekim, Zeyu Dong, Dmitry Rashkovetsky, Michael Schmitt
The naturalness index for the identification of natural areas on regional scale. Int. J. Appl. Earth Obs. Geoinformation 105 (2021)
Patrick Ebel, Andrea Meraner, Michael Schmitt, Xiao Xiang Zhu
Multisensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery. IEEE Trans. Geosci. Remote. Sens. 59 (7) (2021)
Francescopaolo Sica, Sofie Bretzke, Andrea Pulella, Jose Luis Bueso Bello, Michele Martone, Pau Prats-Iraola, María José González Bonilla, Michael Schmitt, Paola Rizzoli
InSAR Decorrelation at X-Band From the Joint TanDEM-X/PAZ Constellation. IEEE Geosci. Remote. Sens. Lett. 18 (12) (2021)
Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu
Internal Learning for Sequence-to-Sequence Cloud Removal via Synthetic Aperture Radar Prior Information. IGARSS (2021)
Michael Recla, Michael Schmitt
Deep-Learning-Based Single-Image Height Reconstruction from Very-High-Resolution SAR Intensity Data. CoRR (2021)
Lloyd Haydn Hughes, Michael Schmitt
Comparative Evaluation of Deep Learning-Based Sar-Optical Image Matching Approaches. IGARSS (2021)
Michael Schmitt, Seyed Ali Ahmadi, Ronny Hänsch
There is No Data Like More Data - Current Status of Machine Learning Datasets in Remote Sensing. IGARSS (2021)
Dmitry Rashkovetsky, Florian Mauracher, Martin Langer, Michael Schmitt
Wildfire Detection From Multisensor Satellite Imagery Using Deep Semantic Segmentation. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14 (2021)
Chunping Qiu, Xiaochong Tong, Michael Schmitt, Benjamin Bechtel, Xiao Xiang Zhu
Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset. CoRR (2020)
Chunping Qiu, Xiaochong Tong, Michael Schmitt, Benjamin Bechtel, Xiao Xiang Zhu
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. 13 (2020)
Michael Schmitt, Jonathan Prexl, Patrick Ebel, Lukas Liebel, Xiao Xiang Zhu
Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping - Challenges and Opportunities. CoRR (2020)
Lei Ma, Michael Schmitt, Xiaoxiang Zhu
Uncertainty Analysis of Object-Based Land-Cover Classification Using Sentinel-2 Time-Series Data. Remote. Sens. 12 (22) (2020)
Patrick Ebel, Andrea Meraner, Michael Schmitt, Xiaoxiang Zhu
Multi-Sensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery. CoRR (2020)
Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu
Cloud Removal in Unpaired Sentinel-2 Imagery Using Cycle-Consistent GAN and SAR-Optical Data Fusion. IGARSS (2020)
Qingyu Li, Yilei Shi, Stefan Auer, Robert Roschlaub, Karin Möst, Michael Schmitt, Clemens Glock, Xiaoxiang Zhu
Detection of Undocumented Building Constructions from Official Geodata Using a Convolutional Neural Network. Remote. Sens. 12 (21) (2020)
Jakob Gawlikowski, Michael Schmitt, Anna M. Kruspe, Xiaoxiang Zhu
On the Fusion Strategies of Sentinel-1 and Sentinel-2 Data for Local Climate Zone Classification. IGARSS (2020)
Gerald Baier, Antonin Deschemps, Michael Schmitt, Naoto Yokoya
Building a Parallel Universe Image Synthesis from Land Cover Maps and Auxiliary Raster Data. CoRR (2020)
Chunping Qiu, Lukas Liebel, Lloyd H. Hughes, Michael Schmitt, Marco Körner, Xiao Xiang Zhu
Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification. CoRR (2020)
Qingyu Li, Chunping Qiu, Lei Ma, Michael Schmitt, Xiao Xiang Zhu
Mapping the Land Cover of Africa at 10 m Resolution from Multi-Source Remote Sensing Data with Google Earth Engine. Remote. Sens. 12 (4) (2020)
Chunping Qiu, Michael Schmitt, Christian Gei, Tzu-Hsin Karen Chen, Xiao Xiang Zhu
A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks. CoRR (2020)
Chunping Qiu, Lichao Mou, Michael Schmitt, Xiao Xiang Zhu
Fusing Multiseasonal Sentinel-2 Imagery for Urban Land Cover Classification With Multibranch Residual Convolutional Neural Networks. IEEE Geosci. Remote. Sens. Lett. 17 (10) (2020)
Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
Towards the Reconstruction of Prismatic Building Models by SAR-Optical Stereogrammetry. JURSE (2019)
Lloyd Haydn Hughes, Nina Merkle, Tatjana Bürgmann, Stefan Auer, Michael Schmitt
Deep Learning for SAR-Optical Image Matching. IGARSS (2019)
Chunping Qiu, Michael Schmitt, Xiao Xiang Zhu
Fusing Multi-Seasonal Sentinel-2 Images with Residual Convolutional Neural Networks for Local Climate Zone-Derived Urban Land Cover Classification. IGARSS (2019)
Xiao Xiang Zhu, Jingliang Hu, Chunping Qiu, Yilei Shi, Jian Kang, Lichao Mou, Hossein Bagheri, Matthias Häberle, Yuansheng Hua, Rong Huang, Lloyd H. Hughes, Hao Li, Yao Sun, Guichen Zhang, Shiyao Han, Michael Schmitt, Yuanyuan Wang
So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification. CoRR (2019)
Hossein Bagheri, Michael Schmitt, Xiaoxiang Zhu
Fusion of Multi-Sensor-Derived Heights and OSM-Derived Building Footprints for Urban 3D Reconstruction. ISPRS Int. J. Geo Inf. 8 (4) (2019)
Mario Fuentes Reyes, Stefan Auer, Nina Merkle, Corentin Henry, Michael Schmitt
SAR-to-Optical Image Translation Based on Conditional Generative Adversarial Networks - Optimization, Opportunities and Limits. Remote. Sens. 11 (17) (2019)
Michael Schmitt, Lloyd Haydn Hughes, Chunping Qiu, Xiao Xiang Zhu
SEN12MS - A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion. CoRR (2019)
Chunping Qiu, Michael Schmitt, Hannes Taubenböck, Xiao Xiang Zhu
Mapping Human Settlements with Multi-seasonal Sentinel-2 Imagery and Attention-based ResNeXt. JURSE (2019)
Lloyd Haydn Hughes, Michael Schmitt, Xiao Xiang Zhu
Mining Hard Negative Samples for SAR-Optical Image Matching Using Generative Adversarial Networks. Remote. Sens. 10 (10) (2018)
Michael Schmitt, Lloyd Haydn Hughes, Xiao Xiang Zhu
The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion. CoRR (2018)
Chunping Qiu, Michael Schmitt, Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu
Feature Importance Analysis for Local Climate Zone Classification Using a Residual Convolutional Neural Network with Multi-Source Datasets. Remote. Sens. 10 (10) (2018)
Jian Kang, Yuanyuan Wang, Michael Schmitt, Xiao Xiang Zhu
Object-Based Multipass InSAR via Robust Low-Rank Tensor Decomposition. IEEE Trans. Geosci. Remote. Sens. 56 (6) (2018)
Lloyd H. Hughes, Michael Schmitt, Xiao Xiang Zhu
Generative Adversarial Networks for Hard Negative Mining in CNN-Based SAR-Optical Image Matching. IGARSS (2018)
Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
Urban TanDEM-X Raw DEM Fusion Based ON TV-L1 and Huber Models. IGARSS (2018)
Claas Grohnfeldt, Michael Schmitt, Xiaoxiang Zhu
A Conditional Generative Adversarial Network to Fuse Sar And Multispectral Optical Data For Cloud Removal From Sentinel-2 Images. IGARSS (2018)
Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu
Identifying Corresponding Patches in SAR and Optical Images With a Pseudo-Siamese CNN. IEEE Geosci. Remote. Sens. Lett. 15 (5) (2018)
Stefan Auer, Peter Reinartz, Michael Schmitt
Object-Related Alignment of Heterogeneous Image Data in Remote Sensing. FUSION (2018)
Chunping Qiu, Michael Schmitt, Pedram Ghamisi, Lichao Mou, Xiao Xiang Zhu
Feature Importance Analysis of Sentinel-2 Imagery for Large-Scale Urban Local Climate Zone Classification. IGARSS (2018)
Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu
Identifying Corresponding Patches in SAR and Optical Images with a Pseudo-Siamese CNN. CoRR (2018)
Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
Fusion of Urban TanDEM-X Raw DEMs Using Variational Models. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11 (12) (2018)
Stefan Auer, Isabel Hornig, Michael Schmitt, Peter Reinartz
Simulation-Based Interpretation and Alignment of High-Resolution Optical and SAR Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 10 (11) (2017)
Chunping Qiu, Michael Schmitt, Xiao Xiang Zhu
Comparative evaluation of signal-based and descriptor-based similarity measures for SAR-optical image matching. IGARSS (2017)
Michael Schmitt, Florence Tupin, Xiao Xiang Zhu
Fusion of SAR and optical remote sensing data - Challenges and recent trends. IGARSS (2017)
Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu
Fusion of TanDEM-X and Cartosat-1 DEMS using TV-norm regularization and ANN-predicted weights. IGARSS (2017)
Stefan Auer, Michael Schmitt, Peter Reinartz
Automatic alignment of high resolution optical and SAR images for urban areas. IGARSS (2017)
Lichao Mou, Michael Schmitt, Yuanyuan Wang, Xiao Xiang Zhu
Identifying corresponding patches in SAR and optical imagery with a convolutional neural network. IGARSS (2017)
Lichao Mou, Michael Schmitt, Yuanyuan Wang, Xiao Xiang Zhu
A CNN for the identification of corresponding patches in SAR and optical imagery of urban scenes. JURSE (2017)
Michael Schmitt, Muhammad Shahzad, Xiaoxiang Zhu
Forest remote sensing on the individual tree level by airborne millimeterwave SAR. IGARSS (2016)
Michael Schmitt, Xiaoxiang Zhu
Demonstration of Single-Pass Millimeterwave SAR Tomography for Forest Volumes. IEEE Geosci. Remote. Sens. Lett. 13 (2) (2016)
Michael Schmitt, Lingyun Wei, Xiaoxiang Zhu
Automatic coastline detection in non-locally filtered tandem-X data. IGARSS (2015)
Michael Schmitt, Johannes L. Schönberger, Uwe Stilla
Adaptive Covariance Matrix Estimation for Multi-Baseline InSAR Data Stacks. IEEE Trans. Geosci. Remote. Sens. 52 (11) (2014)
Michael Schmitt, Uwe Stilla
Adaptive Multilooking of Airborne Single-Pass Multi-Baseline InSAR Stacks. IEEE Trans. Geosci. Remote. Sens. 52 (1) (2014)
Michael Schmitt, Uwe Stilla
Generating point clouds of forested areas from airborne millimeter wave InSAR data. IGARSS (2014)
Michael Schmitt, Johannes L. Schönberger, Uwe Stilla
Benefit of Using Multiple Baselines and Multiple Aspects for SAR Interferometry of Urban Areas. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 (10) (2014)
Michael Schmitt, Uwe Stilla
Compressive Sensing Based Layover Separation in Airborne Single-Pass Multi-Baseline InSAR Data. IEEE Geosci. Remote. Sens. Lett. 10 (2) (2013)
Michael Schmitt, Uwe Stilla
Adaptive multilooking of airborne Ka-band multi-baseline InSAR data of urban areas. IGARSS (2012)
Takuma Anahara, Michael Schmitt, Masayuki Tamura
A filter for homogeneous areas in very high resolution SAR images based on hysteresis smoothing. IGARSS (2012)

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Publication Activity (10 Years)

Top Topics

Top Venues

Michael Schmitt