Publikationen der Abteilung Szenenanalyse (SZA)

Jahr Year	Titel/Autor:in Title/Author	Publikationstyp Publication Type
2024	DustNet: Attention to Dust Michel, Andreas; Weinmann, Martin; Schenkel, Fabian; Gomez, Tomas; Falvey, Mark; Schmitz, Rainer; Middelmann, Wolfgang; Hinz, Stefan	Konferenzbeitrag Conference Paper
2024	Characterization of Out-of-distribution Samples from Uncertainty Maps Using Supervised Machine Learning Budde, Lina E.; Bulatov, Dimitri; Strauß, Eva; Qiu, Kevin; Iwaszczuk, Dorota	Konferenzbeitrag Conference Paper
2023	Your Input Matters - Comparing Real-Valued PolSAR Data Representations for CNN-Based Segmentation Hochstuhl, Sylvia; Pfeffer, Niklas; Thiele, Antje; Hammer, Horst; Hinze, Stefan	Zeitschriftenaufsatz Journal Article
2023	Influence of Out-of-Distribution Examples on the Quality of Semantic Segmentation in Remote Sensing Qiu, Kevin; Bulatov, Dimitri; Budde, Lina E.; Kullmann, Timo; Iwaszczuk, Dorota	Konferenzbeitrag Conference Paper
2023	Requirements for 3D Models to be Used in SAR Image Simulation Hammer, Horst; Kuny, Silvia; Thiele, Antje	Konferenzbeitrag Conference Paper
2023	Parameter Optimization for a Thermal Simulation of an Urban Area Kottler, Benedikt; Fischer, Simon; Strauß, Eva; Bulatov, Dimitri; Helmholz, Petra	Konferenzbeitrag Conference Paper
2023	Geometric reasoning for the freehand-drawn delineation of 2D geometries Meidow, Jochen	Zeitschriftenaufsatz Journal Article
2023	Adaptive two-stage multisensor convolutional autoencoder model for lossy compression of hyperspectral data Küster, Jannick; Groß, Wolfgang; Schreiner, Simon; Middelmann, Wolfgang; Heizmann, Michael	Zeitschriftenaufsatz Journal Article
2023	Hyperthun’22: A Multi-Sensor Multi-Temporal Camouflage Detection Campaign Vögtli, M.; Sierro, L.; Kneubühler, M.; Schreiner, Simon; Groß, Wolfgang; Queck, Florian; Küster, Jannick; Mispelhorn, Jonas; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2023	CNN-based track detection in coherent SAR imagery: a distinction between foot and vehicle tracks Kuny, Silvia; Hammer, Horst; Thiele, Antje	Konferenzbeitrag Conference Paper
2023	PSDefoPAT - Persistent Scatterer Deformation Pattern Analysis Tool Evers, Madeline; Thiele, Antje; Hammer, Horst; Hinz, Stefan	Zeitschriftenaufsatz Journal Article
2023	On Acceleration of Thermal Simulation of Urban Scenes with the Application of an Evolutionary Algorithm to Tree Planting Strategies Bulatov, Dimitri; Hecht, Marko; Kottler, Benedikt; Mispelhorn, Jonas; Strauß, Eva	Konferenzbeitrag Conference Paper
2023	Terrestrial Visual Dust Density Estimation Based on Deep Learning Michel, Andreas; Weinmann, Martin; Schenkel, Fabian; Gomez, Thomas; Falvey, Mark; Schmitz, Rainer; Middelmann, Wolfgang; Hinz, Stefan	Konferenzbeitrag Conference Paper
2023	Pol-InSAR-Island - A benchmark dataset for multi-frequency Pol-InSAR data land cover classification Hochstuhl, Sylvia; Pfeffer, Niklas; Thiele, Antje; Hinz, Stefan; Amao-Oliva, Joel; Scheiber, Rolf; Reigber, Andreas; Dirks, Holger	Zeitschriftenaufsatz Journal Article
2023	Monocular In-flight Measurement of Airfoil Deflections Meidow, Jochen; Pfingsten, Kai-Christoph	Zeitschriftenaufsatz Journal Article
2023	Convolutional Autoencoder Model for Hyperspectral Multi-Sensor Satellite Data Compression Küster, Jannick; Groß, Wolfgang; Schreiner, Simon; Middelmann, Wolfgang; Heizmann, Michael	Konferenzbeitrag Conference Paper
2023	Ground Filtering of Co-Registered Mobile and Stationary Laser Scans by Using Superpoints in Ransac Planes Stütz, Dominik; Li, J.; Huai, J.; Bulatov, Dimitri	Konferenzbeitrag Conference Paper
2023	Experimental Approach to Camouflaged Target Detection and Camouflage Evaluation Groß, Wolfgang; Queck, Florian; Schreiner, Simon; Mispelhorn, Jonas; Küster, Jannick; Middelmann, Wolfgang; Vögtli, M.; Kneubühler, M.	Konferenzbeitrag Conference Paper
2023	Wishart-Umap - Translating Pixel Similarity of PolSAR Images to Real-Valued Feature Descriptors Hochstuhl, Sylvia; Hammer, Horst; Thiele, Antje; Hinz, Stefan	Konferenzbeitrag Conference Paper
2023	Dimension Reduction of Combined Image and Elevation Remote Sensing Data Using UMAP, Autoencoders, and Variational Autoencoders: Investigation on Shaded Regions Bulatov, Dimitri; Böge, Melanie; Debroize, Denis; Häufel, Gisela; Qiu, Kevin	Konferenzbeitrag Conference Paper
2023	Deep Self-Supervised Hyperspectral-Lidar Fusion for Land Cover Classification Gonzalez-Santiago, Jonathan; Schenkel, Fabian; Groß, Wolfgang; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2023	Synthetic thermal imagery for UAV-based reconnaissance by change detection Strauß, Eva; Bulatov, Dimitri; Stütz, Peter	Konferenzbeitrag Conference Paper
2023	Ghost: getting invisibly from position A to position B Häufel, Gisela; Bulatov, Dimitri; Emter, Thomas; Frese, Christian; Kottler, Benedikt; Petereit, Janko; Schmidt, Arno; Solbrig, Peter; Stütz, Dominik; Wernerus, Peter	Konferenzbeitrag Conference Paper
2023	Deep Self-Supervised Image Denoising for Joint Hyperspectral-Lidar Classification Gonzalez-Santiago, Jonathan; Groß, Wolfgang; Schenkel, Fabian; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2023	Silbermöwe oder Heringsmöwe? - Klassifikation von Seevögeln in UAS-Aufnahmen Gölz, Katrin; Hochstuhl, Sylvia; Thiele, Antje	Konferenzbeitrag Conference Paper
2022	Multi-Frequency PolInSAR Data are Advantageous for Land Cover Classification - A Visual and Quantitative Analysis Schmitz, Sylvia; Hammer, Horst; Thiele, Antje	Konferenzbeitrag Conference Paper
2022	Geospecific terrain databases for military simulation environments Frommholz, Dirk; Frido Kuijper, Frido; Bulatov, Dimitri; Cheung, Desmond	Konferenzbeitrag Conference Paper
2022	Impact of Highly Varying Incidence Angle on the Feature Space of PolSAR Images Schmitz, Sylvia; Thiele, Antje; Hammer, Horst; Hinz, Stefan	Konferenzbeitrag Conference Paper
2022	Training a CNN with Simulated Data for ATR - Lessons Learned Hammer, Horst; Kuny, Silvia; Schmitz, Sylvia; Thiele, Antje	Konferenzbeitrag Conference Paper
2022	Towards the CNN-based detection of disturbing objects in multi-channel GPR data Karle, Nathalie; Boldt, Markus; Schmitz, Sylvia; Thiele, Antje	Konferenzbeitrag Conference Paper
2022	Training data generation for machine learning using GPR images Boldt, Markus; Thiele, Antje; Schulz, Karsten	Konferenzbeitrag Conference Paper
2022	A multi-temporal hyperspectral camouflage detection and transparency experiment Groß, Wolfgang; Queck, Florian; Schreiner, Simon; Vögtli, Marius; Küster, Jannick; Mispelhorn, Jonas; Kneubühler, Mathias; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2022	Deep self-supervised band-level learning for hyperspectral classification Gonzalez-Santiago, Jonathan; Schenkel, Fabian; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2022	A region-based machine learning approach for self-diagnosis of a 4D digital thermal twin Strauß, Eva; Bulatov, Dimitri	Konferenzbeitrag Conference Paper
2022	Assessing Geo-Typical Techniques for Modeling Buildings using Thermal Simulations Bulatov, Dimitri; Kottler, Benedikt; Strauß, Eva; Häufel, Gisela; May, Marie; Helmholz, Petra; Mancini, Francesco	Konferenzbeitrag Conference Paper
2022	3GAN: A Three-GAN-based Approach for Image Inpainting Applied to the Reconstruction of Occluded Parts of Building Walls Kottler, Benedikt; List, Ludwig; Bulatov, Dimitri; Weinmann, Martin	Konferenzbeitrag Conference Paper
2022	3D Mapping of Buried Pipes in Multi-Channel GPR Data Karle, Nathalie; Boldt, Markus; Thiele, Antje; Thönnessen, Ulrich	Konferenzbeitrag Conference Paper
2022	Evaluation of the NEON dataset for the automatic detection of treetops and delineation of tree crowns in American and German mixed forests Palka, Jessica; Lenz, Andreas; Middelmann, Wolfgang; Weinmann, Martin	Konferenzbeitrag Conference Paper
2022	Exploring fusion techniques in U-Net and DeepLab V3 architectures for multi-modal land cover classification Qiu, Kevin; Budde, Lina E.; Bulatov, Dimitri; Iwaszczuk, Dorota	Konferenzbeitrag Conference Paper
2022	Deep Self-Supervised Pixel-Level Learning for Hyperspectral Classification Gonzalez-Santiago, Jonathan; Schenkel, Fabian; Groß, Wolfgang; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2022	PSDEFOPAT - Towards Automatic Model Based PSI Post-Processing Evers, Madeline; Thiele, Antje; Hammer, Horst; Hinz, Stefan	Konferenzbeitrag Conference Paper
2022	Experimental airborne multisensor system enabling data fusion for real-time remote sensing Lenz, Andreas; Groß, Wolfgang; Schulz, Karsten	Vortrag Presentation
2022	Improving Car Detection from Aerial Footage with Elevation Information and Markov Random Fields Qiu, Kevin; Bulatov, Dimitri; Lucks, Lukas	Konferenzbeitrag Conference Paper
2022	Class-aware Object Counting Michel, Andreas; Groß, Wolfgang; Schenkel, Fabian; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2022	Transferability of Convolutional Autoencoder Model For Lossy Compression to Unknown Hyperspectral Prisma Data Küster, Jannick; Groß, Wolfgang; Schreiner, Simon; Heizmann, Michael; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2022	The Filling Process of an Embankment Dam Monitored with PSI Evers, Madeline; Thiele, Antje; Hammer, Horst; Hinz, S.	Konferenzbeitrag Conference Paper
2022	Investigating the influence of hyperspectral data compression on spectral unmixing Küster, Jannick; Anastasiadis, Johannes; Middelmann, Wolfgang; Heizmann, Michael	Konferenzbeitrag Conference Paper
2022	CNN Based Vehicle Track Detection in Coherent SAR Imagery: An Analysis of Data Augmentation Kuny, Silvia; Hammer, Horst; Thiele, Antje	Konferenzbeitrag Conference Paper
2022	ARM-NMS: Shape Based Non-Maximum Suppression For Instance Segmentation in Large Scale Imagery Michel, Andreas; Groß, Wolfgang; Hinz, S.; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2021	Enhancement of coherence images for coherent change detection Hammer, Horst; Lorenz, Fabian; Cadario, Erich; Kuny, Silvia; Thiele, Antje	Konferenzbeitrag Conference Paper
2021	Change categorization in short-term SAR time series Boldt, Markus; Cadario, Erich	Konferenzbeitrag Conference Paper
2021	Detektion von Weizenähren mithilfe neuronaler Netze und synthetisch erzeugter Trainingsdaten Lucks, Lukas; Haraké, Laura; Klingbeil, Lasse	Zeitschriftenaufsatz Journal Article
2021	Quantifying the impact of urban infill on the urban heat Island effect - a case study for an alternative medium density model Helmholz, P.; Bulatov, Dimitri; Kottler, Benedikt; Burton, P.; Mancini, F.; May, M.; Stauß, E.; Hecht, Marko	Konferenzbeitrag Conference Paper
2021	Concept to Analyze the Displacement Time Series of Individual Persistent Scatterers Evers, Madeline; Thiele, Antje; Hammer, Horst; Cadario, Erich; Schulz, Karsten; Hinz, S.	Konferenzbeitrag Conference Paper
2021	Soil monitoring for precision farming using hyperspectral remote sensing and soil sensors Schreiner, Simon; Culibrk, Dubravko; Bandecchi, Michele; Gross, Wolfgang; Middelmann, Wolfgang	Zeitschriftenaufsatz Journal Article
2021	Evaluating different water-land-boundary approximations to improve SAR-derived digital elevation models Schneider, B.; Wortmeyer, E.; Schmitz, Sylvia; Thiele, Antje; Havel, P.; Dirks, H.	Konferenzbeitrag Conference Paper
2021	Evaluating uniform manifold approximation and projection for dimension reduction and visualization of PolInSAR features Schmitz, Sylvia; Weidner, Uwe; Hammer, Horst; Thiele, Antje	Konferenzbeitrag Conference Paper
2021	Impact of different compression rates for hyperspectral data compression based on a convolutional autoencoder Küster, Jannick; Gross, Wolfgang; Heizmann, Michael; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2021	On the visualization of positional precision Meidow, Jochen	Konferenzbeitrag Conference Paper
2021	Improving trajectory estimation using 3D city models and kinematic point clouds Lucks, Lukas; Klingbeil, Lasse; Pluemer, Lutz; Dehbi, Youness	Zeitschriftenaufsatz Journal Article
2021	Instance segmentation of deadwood objects in combined optical and elevation data using convolutional neural networks Bulatov, Dimitri; Leidinger, Felix	Konferenzbeitrag Conference Paper
2021	1D-convolutional autoencoder based hyperspectral data compression Küster, Jannick; Gross, Wolfgang; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2021	Self-Supervised Image Colorization for Semantic Segmentation of Urban Land Cover González Santiago, Jonathan; Schenkel, Fabian; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2021	Identification of misclassified pixels in semantic segmentation with uncertainty evaluation Budde, Lina E.; Bulatov, Dimitri; Iwaszczuk, Dorota	Konferenzbeitrag Conference Paper
2021	Detection of Building Damages in High Resolution SAR Images based on SAR Simulation Kuny, Silvia	Dissertation Doctoral Thesis
2021	A multi-temporal hyperspectral target detection experiment. Evaluation of military setups Gross, Wolfgang; Queck, Florian; Vögtli, Marius; Schreiner, Simon; Küster, Jannick; Böhler, Jonas; Mispelhorn, Jonas; Kneubühler, Mathias; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2021	Extending StructureNet to generate physically feasible 3D shapes Koch, Jannik; Haraké, Laura; Jung, Alisa; Dachsbacher, Carsten	Konferenzbeitrag Conference Paper
2021	Self-supervised multi-task learning for semantic segmentation of urban scenes González Santiago, Jonathan; Schenkel, Fabian; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2021	On the classifier performance for simulation based debris detection in SAR imagery Kuny, Silvia; Hammer, Horst; Schulz, Karsten	Konferenzbeitrag Conference Paper
2021	DTM Extraction and building detection in DSMs having large holes Mousa, Yousif; Bulatov, Dimitri; Abed, Fanar; Helmholz, Petra	Konferenzbeitrag Conference Paper
2021	Enhancing Coherence Images for Coherent Change Detection: An Example on Vehicle Tracks in Airborne SAR Images Hammer, Horst; Kuny, Silvia; Thiele, Antje	Zeitschriftenaufsatz Journal Article
2021	Detection of Mussel Beds using Airborne Polarimetric SAR Data Schmitz, Sylvia; Wortmeyer, E.; Thiele, Antje; Dirks, H.; Wurpts, A.	Konferenzbeitrag Conference Paper
2021	Classification of airborne 3D point clouds regarding separation of vegetation in complex environments Bulatov, Dimitri; Stütz, Dominik; Hacker, Jorg; Weinmann, Martin	Zeitschriftenaufsatz Journal Article
2021	Style transfer-based domain adaptation for vegetation segmentation with optical imagery Schenkel, Fabian; Hinz, Stefan; Middelmann, Wolfgang	Zeitschriftenaufsatz Journal Article
2021	Hyperspectral anomaly detection of hidden camouflage objects based on convolutional autoencoder Küster, Jannick; Gross, Wolfgang; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2020	Automatic Generation of Training Data for Land Use and Land Cover Classification by Fusing Heterogeneous Data Sets Schmitz, Sylvia; Weinmann, Martin; Weidner, Uwe; Hammer, Horst; Thiele, Antje	Konferenzbeitrag Conference Paper
2020	"BLUEASSIST" Verbundprojekt: Konzept-Entwicklung und Ersterprobung eines innovativen UAS-Gesamtsystems zur zuverlässigen und kostengünstigen Datenerfassung im maritimen Bereich. Abschlussbericht Schreiner, Simon; Michel, Andreas; Schenkel, Fabian; Gonzalez-Santiago, Jonathan; Lenz, Andreas; Groß, Wolfgang; Middelmann, Wolfgang; Karremann, Michael; Jackson, Birgit; Sabath, Stephan; Lukat, Marco; Friedrichs, Wilm; Lange, Axel	Bericht Report
2020	An Approach to Near-lossless Hyperspectral Data Compression using Deep Autoencoder Küster, Jannik; Groß, Wolfgang; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2020	Strategies for PS processing of large sentinel-1 datasets Evers, Madeline; Hammer, Horst; Thiele, Antje; Schulz, Karsten	Konferenzbeitrag Conference Paper
2020	Hyperspectral Band Selection within a Deep Reinforcement Learning Framework Michel, Andreas; Gross, Wolfgang; Schenkel, Fabian; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2020	An unsupervised labeling approach for hyperspectral image classification González Santiago, Jonathan; Schenkel, Fabian; Gross, Wolfgang; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2020	From multi-sensor aerial data to thermal and infrared simulation of semantic 3D models: Towards identification of urban heat islands Bulatov, Dimitri; Burkard, Eva; Ilehag, Rebecca; Kottler, Benedikt; Helmholz, Petra	Zeitschriftenaufsatz Journal Article
2020	Selbstkalibrierung mobiler Multisensorsysteme mittelsgeometrischer 3D-Merkmale Hillemann, Markus	Dissertation Doctoral Thesis
2020	DTM correction in areas of steep slopes Häufel, Gisela; Böge, Melanie; Bulatov, Dimitri	Konferenzbeitrag Conference Paper
2020	Self-Calibration for the Time-of-Arrival Positioning Sidorenko, Juri; Schatz, Volker; Bulatov, Dimitri; Scherer-Negenborn, Norbert; Arens, Michael; Hugentobler, Urs	Zeitschriftenaufsatz Journal Article
2020	Feature Concatenation of Hyperspectral and DEM Data for Land Cover Classification Gross, Wolfgang; Bulatov, Dimitri; Schreiner, Simon; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2020	Weizenährenerkennung mithilfe neuronaler Netze und synthetisch generierter Trainingsdaten Lucks, Lukas; Haraké, Laura; Klingbeil, Lasse	Konferenzbeitrag Conference Paper
2020	Superpoints in RANSAC planes: A new approach for ground surface extraction exemplified on point classification and context-aware reconstruction Bulatov, Dimitri; Stütz, Dominik; Lucks, Lukas; Weinmann, Martin	Konferenzbeitrag Conference Paper
2020	Unsupervised hyperspectral classification based on similarity graphs González Santiago, Jonathan; Schenkel, Fabian; Gross, Wolfgang; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2020	Localization and Grading of Building Roof Damages in High-Resolution Aerial Images Böge, Melanie; Bulatov, Dimitri; Lucks, Lukas	Konferenzbeitrag Conference Paper
2020	Delineation and construction of 2D geometries by freehand drawing and geometric reasoning Meidow, Jochen; Hammer, Horst; Lucks, Lukas	Konferenzbeitrag Conference Paper
2020	Incorporating interferometric coherence into LULC classification of airborne PolSAR-images using fully convolutional networks Schmitz, Sylvia; Weinmann, Martin; Thiele, Antje	Konferenzbeitrag Conference Paper
2020	Domain Adaptation for Semantic Segmentation of Aerial Imagery Using Cycle-Consistent Adversarial Networks Schenkel, Fabian; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2020	How to set up a dam monitoring system with PSInSAR and GPS Evers, Madeline; Kyriou, A.; Thiele, Antje; Hammer, Horst; Nikolakopoulos, K.; Schulz, K.	Konferenzbeitrag Conference Paper
2020	Towards detection of thermal anomalies in large urban areas using simulation Burkard, Eva; Bulatov, Dimitri; Kottler, Benedikt	Konferenzbeitrag Conference Paper
2020	An approach to improve detection in scenes with varying object densities in remote sensing Michel, Andreas; Mispelhorn, Jonas; Schenkel, Fabian; Gross, Wolfgang; Middelmann, Wolfgang	Konferenzbeitrag Conference Paper
2020	Semi-automated tree-cadastre updating and tree classification based on high-resolution aerial RGB-imagery in Melville, Australia Leidinger, Felix; Bulatov, Dimitri; Wernerus, Peter; Solbrig, Peter	Konferenzbeitrag Conference Paper
2020	Self-Calibration for the Time Difference of Arrival Positioning Sidorenko, Juri; Schatz, Volker; Bulatov, Dimitri; Scherer-Negenborn, Norbert; Arens, Michael; Hugentobler, Urs	Zeitschriftenaufsatz Journal Article
2020	A Multi-Scale and Multi-Temporal Hyperspectral Target Detection Experiment - From Design to First Results Vögtli, M.; Schreiner, S.; Boehler, J.; Groß, W.; Küster, J.; Mispelhorn, J.; Hueni, A.; Middelmann, W.; Kneubuehler, M.	Konferenzbeitrag Conference Paper
2020	Context-aware patch-based method for façade inpainting Kottler, Benedikt; Bulatov, Dimitri; Xingzi, Zhang	Konferenzbeitrag Conference Paper

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