Search Results - "Soergel, Uwe"
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Contextual classification of lidar data and building object detection in urban areas
Published in ISPRS journal of photogrammetry and remote sensing (01-01-2014)“…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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Hyperspectral and LiDAR Fusion Using Deep Three-Stream Convolutional Neural Networks
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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Individual Tree Detection in Urban ALS Point Clouds with 3D Convolutional Networks
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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In memoriam Prof. Dr.-Ing. Dr. h.C. mult. Friedrich (Fritz) Ackermann 1929 - 2021
Published in Geo-spatial information science (03-04-2023)Get full text
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Radargrammetric DSM Generation by Semi-Global Matching and Evaluation of Penalty Functions
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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An Efficient Parallel Multi-Scale Segmentation Method for Remote Sensing Imagery
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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Stereo analysis of high-resolution SAR images for building height estimation in cases of orthogonal aspect directions
Published in ISPRS journal of photogrammetry and remote sensing (01-09-2009)“…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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Building Detection From One Orthophoto and High-Resolution InSAR Data Using Conditional Random Fields
Published in IEEE journal of selected topics in applied earth observations and remote sensing (01-03-2011)“…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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Assignment of Persistent Scatterers to Buildings
Published in IEEE transactions on geoscience and remote sensing (01-06-2016)“…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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Crop-type mapping from a sequence of Sentinel 1 images
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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Nonlinear Feature Normalization for Hyperspectral Domain Adaptation and Mitigation of Nonlinear Effects
Published in IEEE transactions on geoscience and remote sensing (01-08-2019)“…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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Detection of Vehicles in Multisensor Data via Multibranch Convolutional Neural Networks
Published in IEEE journal of selected topics in applied earth observations and remote sensing (01-11-2018)“…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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Higher Order Dynamic Conditional Random Fields Ensemble for Crop Type Classification in Radar Images
Published in IEEE transactions on geoscience and remote sensing (01-08-2017)“…The rising food demand requires regular agriculture land-cover updates to support food security initiatives. Agricultural areas undergo dynamic changes…”
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Grouping of Persistent Scatterers in high-resolution SAR data of urban scenes
Published in ISPRS journal of photogrammetry and remote sensing (01-09-2012)“…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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Exploiting Regular Patterns to Group Persistent Scatterers in Urban Areas
Published in IEEE journal of selected topics in applied earth observations and remote sensing (01-10-2014)“…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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An Object-Based Semantic Classification Method for High Resolution Remote Sensing Imagery Using Ontology
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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Classification of urban LiDAR data using conditional random field and random forests
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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