Publications

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
Diese Liste ist ein Auszug aus der Publikationsplattform Fraunhofer-Publica

This list has been generated from the publication platform Fraunhofer-Publica