Search Results - "Soergel, Uwe"

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    Contextual classification of lidar data and building object detection in urban areas by Niemeyer, Joachim, Rottensteiner, Franz, Soergel, Uwe

    “…In this work we address the task of the contextual classification of an airborne LiDAR point cloud. For that purpose, we integrate a Random Forest classifier…”
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    Journal Article
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    Hyperspectral and LiDAR Fusion Using Deep Three-Stream Convolutional Neural Networks by Li, Hao, Ghamisi, Pedram, Soergel, Uwe, Zhu, Xiao

    Published in Remote sensing (Basel, Switzerland) (01-10-2018)
    “…Recently, convolutional neural networks (CNN) have been intensively investigated for the classification of remote sensing data by extracting invariant and…”
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    Journal Article
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    Individual Tree Detection in Urban ALS Point Clouds with 3D Convolutional Networks by Schmohl, Stefan, Narváez Vallejo, Alejandra, Soergel, Uwe

    Published in Remote sensing (Basel, Switzerland) (01-03-2022)
    “…Since trees are a vital part of urban green infrastructure, automatic mapping of individual urban trees is becoming increasingly important for city management…”
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    Journal Article
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    Radargrammetric DSM Generation by Semi-Global Matching and Evaluation of Penalty Functions by Wang, Jinghui, Gong, Ke, Balz, Timo, Haala, Norbert, Soergel, Uwe, Zhang, Lu, Liao, Mingsheng

    Published in Remote sensing (Basel, Switzerland) (01-04-2022)
    “…Radargrammetry is a useful approach to generate Digital Surface Models (DSMs) and an alternative to InSAR techniques that are subject to temporal or…”
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    Journal Article
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    An Efficient Parallel Multi-Scale Segmentation Method for Remote Sensing Imagery by Gu, Haiyan, Han, Yanshun, Yang, Yi, Li, Haitao, Liu, Zhengjun, Soergel, Uwe, Blaschke, Thomas, Cui, Shiyong

    Published in Remote sensing (Basel, Switzerland) (01-04-2018)
    “…Remote sensing (RS) image segmentation is an essential step in geographic object-based image analysis (GEOBIA) to ultimately derive “meaningful objects”. While…”
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    Journal Article
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    Stereo analysis of high-resolution SAR images for building height estimation in cases of orthogonal aspect directions by Soergel, Uwe, Michaelsen, Eckart, Thiele, Antje, Cadario, Erich, Thoennessen, Ulrich

    “…SAR stereo image analysis for 3D information extraction is mostly carried out based on imagery taken under same-side or opposite-side viewing conditions. For…”
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    Journal Article
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    Building Detection From One Orthophoto and High-Resolution InSAR Data Using Conditional Random Fields by Wegner, Jan Dirk, Hansch, Ronny, Thiele, Antje, Soergel, Uwe

    “…Today's airborne SAR sensors provide geometric resolution in the order well below half a meter. Many features of urban objects become visible in such data…”
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    Journal Article
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    Assignment of Persistent Scatterers to Buildings by Schunert, Alexander, Soergel, Uwe

    “…This paper deals with the assignment of persistent scatterers (PSs) to buildings represented by a 3-D city model. Affiliating PSs to real-world structures is…”
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    Journal Article
  13. 13

    Crop-type mapping from a sequence of Sentinel 1 images by Kenduiywo, Benson Kipkemboi, Bargiel, Damian, Soergel, Uwe

    Published in International journal of remote sensing (02-10-2018)
    “…High food demand has led stakeholders to regularly monitor agricultural production to ensure food security and a balanced ecosystem. Agricultural areas undergo…”
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    Journal Article
  14. 14

    Nonlinear Feature Normalization for Hyperspectral Domain Adaptation and Mitigation of Nonlinear Effects by Gross, Wolfgang, Tuia, Devis, Soergel, Uwe, Middelmann, Wolfgang

    “…Domain adaptation in remote sensing aims at the automatic knowledge transfer between a set of multitemporal and multisource images. This process is often…”
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    Journal Article
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    Detection of Vehicles in Multisensor Data via Multibranch Convolutional Neural Networks by Schilling, Hendrik, Bulatov, Dimitri, Niessner, Robin, Middelmann, Wolfgang, Soergel, Uwe

    “…Convolutional neural networks, or CNNs, raised the bar for most computer vision problems and have an increasing impact in remote sensing. However, since they…”
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    Journal Article
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    Higher Order Dynamic Conditional Random Fields Ensemble for Crop Type Classification in Radar Images by Kenduiywo, Benson Kipkemboi, Bargiel, Damian, Soergel, Uwe

    “…The rising food demand requires regular agriculture land-cover updates to support food security initiatives. Agricultural areas undergo dynamic changes…”
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    Journal Article
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    Grouping of Persistent Scatterers in high-resolution SAR data of urban scenes by Schunert, Alexander, Soergel, Uwe

    “…Persistent Scatterer Interferometry (PSI) is a technique to simultaneously estimate surface deformation and 3D structure from stacks of SAR images. It was…”
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    Journal Article
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    Exploiting Regular Patterns to Group Persistent Scatterers in Urban Areas by Schack, Lukas, Soergel, Uwe

    “…Urban areas are often characterized by geometrically simple and repetitive patterns, in particular, in cases where settlements have been built-up from scratch…”
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    Journal Article
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    An Object-Based Semantic Classification Method for High Resolution Remote Sensing Imagery Using Ontology by Gu, Haiyan, Li, Haitao, Yan, Li, Liu, Zhengjun, Blaschke, Thomas, Soergel, Uwe

    Published in Remote sensing (Basel, Switzerland) (01-04-2017)
    “…Geographic Object-Based Image Analysis (GEOBIA) techniques have become increasingly popular in remote sensing. GEOBIA has been claimed to represent a paradigm…”
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    Journal Article
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    Classification of urban LiDAR data using conditional random field and random forests by Niemeyer, Joachim, Rottensteiner, Franz, Soergel, Uwe

    Published in Joint Urban Remote Sensing Event 2013 (01-04-2013)
    “…In this work we address the task of contextual classification of an airborne LiDAR point cloud. For that purpose, we integrate a Random Forest classifier into…”
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    Conference Proceeding