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| 1 | Feature detection and description for image matching:from hand-crafted design to deep learning显示文摘In feature based image matching,distinctive features in images are detected and represented by feature descriptors.Matching is then carried out by assessing the similarity of the descriptors of potentially conjugate points.In this paper,we first shortly discuss the general frame-work.Then,we review feature detection as well as the determination of affine shape and orientation of local features,before analyzing feature description in more detail.In the feature description review,the general framework of local feature description is presented first.Then,the review discusses the evolution from hand-crafted feature descriptors,e.g.SIFT(Scale Invariant Feature Transform),to machine learning and deep learning based descriptors.The machine learning models,the training loss and the respective training data of learning-based algorithms are looked at in more detail;subsequently the various advantages and challenges of the different approaches are discussed.Finally,we present and assess some current research directions before concluding the paper. | Lin Chen Franz Rottensteiner Christian Heipke | 2021 | Geo-Spatial Information Science2021，24，1： | 5 |
| 2 | Crowdsourcing geospatial data显示文摘 | Christian Heipke | 2010 | ISPRS Journal of Photogrammetry and Remote Sensing2010，，6： | 2 |
| 3 | Extraction of Road Junction Islands from High Resolution Aerial Imagery Using Level Set 显示文摘 | Ravanbakhsh M Heipke C Pakzad K | 2008 | The Photogrammetric Record2008，23，124： | 1 |
| 4 | Semi-automatic extraction of roads from aerial images显示文摘 | HEIPKE C ENGLISCH A SPEER T | 1994 | International Archives of Photogrammetry and Remote Sensing1994，30，4： | 1 |
| 5 | Integrated Sensor Orientation显示文摘 | Heipke C Jacobsen K Wegmann H | 2002 | OEEPE Official Publication2002，43，4： | 1 |
| 6 | The OEEPE Test on Integrated Sensor Orientation显示文摘 | Christian Heipke Karsten Jacobsen Helge Wegmann | 2001 | Photogrammetric Week2001，，： | 1 |
| 7 | Crowdsourcing geospatial data显示文摘 | Christian Heipke | 2010 | ISPRS Journal of Photogrammetry and Remote Sensing2010，，6： | 1 |
| 8 | Evaluation of Automatic Road Extraction显示文摘 | Heipke C Mayer H Wiedemann C | 1997 | International Archives of Photogrammetry and Remote Sensing1997，32，： | 1 |
| 9 | A global approach for least squares image matching and surface reconstruction in object space 显示文摘 | Heipke C | 1992 | Photogrammetric Engineering & Remote Sensing1992，3，58： | 1 |
| 10 | A Global Approach for Least Squares Image Matching and Surface Reconstruction in Object Space显示文摘 | Heipke C | 1992 | Photogrammetric Engineering & Remote Sensing1992，58，3： | 1 |
| 11 | Towards the Automatic GIS Update of Vegetation Areas from Satellite Imagery Using Digital Landscape Model and Prior Information显示文摘 | Heipke C D M Straub | 1999 | IAPRS1999，3225，： | 1 |
| 12 | Evaluation of automatic road extraction 显示文摘 | Heipke C Mayer H Wiedemann C | 1997 | International Archives of Photogrammetry and Remote Sensing1997，，32342： | 1 |
| 13 | Road extraction for the update of road databases in suburban areas显示文摘 | Grote A Heipke C | 2008 | International Archives of Pho- togrammetry and Remote Sensing2008，37，： | 1 |
| 14 | Evalua- tion of automatic road extraction显示文摘 | HEIPKE C MAYER H WIEDEMANN C | 1997 | International Ar- chives of Photogrammetry and Remote Sensing1997，32，1： | 1 |
| 15 | Road extraction in suburban areas based on normalized cuts显示文摘 | Grote A Butenuth M Heipke C | 2007 | International Archives of Photogrammetry and Remote Sensing2007，36，： | 1 |
| 16 | Towards the Automatic GIS Update of Vegetation Areas from Satellite Imagery Using Digital Landscape model and Prior Information显示文摘 | Straub D-M | 1999 | htemational Archives of Photogrammetry and Remote Sensing1999，32，25： | 1 |
| 17 | Automatic extraction of trees for 3D-city models from images and height data 显示文摘 | Straub B M Heipke C | 2001 | Automatic Extraction of Man-Made Objects from Aerial and Space Images(Ill)2001，3，： | 1 |
| 18 | Is there a specific polysomnographic sleep pattern in children with attention deficit/hyperactivity disorder 显示文摘 | Kirov R Kinkelur J Heipke S | 2004 | J Sleep Res2004，13，1： | 1 |
| 19 | Is there a specific polysomnographic sleep pattern in children with attention deficit/hyperactivity disorder? 显示文摘 | Kirov R Kinkelbur J Heipke S | 2004 | J Sleep R es2004，13，： | 1 |
| 20 | Road junction extraction from high resolution aerial imagery 显示文摘 | RAVANBAKHSH M HEIPKE C PAKZAD K | 2008 | The Photogrammetric Record2008，，23： | 1 |
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