| # | Title | Journal | Year | Citations |
|---|
| 1 | Random forest in remote sensing: A review of applications and future directions | ISPRS Journal of Photogrammetry and Remote Sensing | 2016 | 3,556 |
| 2 | Object based image analysis for remote sensing | ISPRS Journal of Photogrammetry and Remote Sensing | 2010 | 3,367 |
| 3 | Support vector machines in remote sensing: A review | ISPRS Journal of Photogrammetry and Remote Sensing | 2011 | 2,410 |
| 4 | Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information | ISPRS Journal of Photogrammetry and Remote Sensing | 2004 | 2,036 |
| 5 | Unmanned aerial systems for photogrammetry and remote sensing: A review | ISPRS Journal of Photogrammetry and Remote Sensing | 2014 | 1,951 |
| 6 | An assessment of the effectiveness of a random forest classifier for land-cover classification | ISPRS Journal of Photogrammetry and Remote Sensing | 2012 | 1,897 |
| 7 | The shuttle radar topography mission—a new class of digital elevation models acquired by spaceborne radar | ISPRS Journal of Photogrammetry and Remote Sensing | 2003 | 1,372 |
| 8 | Global land cover mapping at 30m resolution: A POK-based operational approach | ISPRS Journal of Photogrammetry and Remote Sensing | 2015 | 1,301 |
| 9 | Deep learning in remote sensing applications: A meta-analysis and review | ISPRS Journal of Photogrammetry and Remote Sensing | 2019 | 1,243 |
| 10 | Geographic Object-Based Image Analysis – Towards a new paradigm | ISPRS Journal of Photogrammetry and Remote Sensing | 2014 | 1,167 |
| 11 | Change detection from remotely sensed images: From pixel-based to object-based approaches | ISPRS Journal of Photogrammetry and Remote Sensing | 2013 | 1,079 |
| 12 | A survey on object detection in optical remote sensing images | ISPRS Journal of Photogrammetry and Remote Sensing | 2016 | 984 |
| 13 | Airborne laser scanning—an introduction and overview | ISPRS Journal of Photogrammetry and Remote Sensing | 1999 | 973 |
| 14 | Determination of terrain models in wooded areas with airborne laser scanner data | ISPRS Journal of Photogrammetry and Remote Sensing | 1998 | 895 |
| 15 | Thermal infrared remote sensing for urban climate and environmental studies: Methods, applications, and trends | ISPRS Journal of Photogrammetry and Remote Sensing | 2009 | 883 |
| 16 | Object detection in optical remote sensing images: A survey and a new benchmark | ISPRS Journal of Photogrammetry and Remote Sensing | 2020 | 844 |
| 17 | Accurate 3D comparison of complex topography with terrestrial laser scanner: Application to the Rangitikei canyon (N-Z) | ISPRS Journal of Photogrammetry and Remote Sensing | 2013 | 843 |
| 18 | Optical remotely sensed time series data for land cover classification: A review | ISPRS Journal of Photogrammetry and Remote Sensing | 2016 | 771 |
| 19 | Experimental comparison of filter algorithms for bare-Earth extraction from airborne laser scanning point clouds | ISPRS Journal of Photogrammetry and Remote Sensing | 2004 | 751 |
| 20 | ResUNet-a: A deep learning framework for semantic segmentation of remotely sensed data | ISPRS Journal of Photogrammetry and Remote Sensing | 2020 | 728 |
| 21 | Persistent Scatterer Interferometry: A review | ISPRS Journal of Photogrammetry and Remote Sensing | 2016 | 663 |
| 22 | Review on Convolutional Neural Networks (CNN) in vegetation remote sensing | ISPRS Journal of Photogrammetry and Remote Sensing | 2021 | 653 |
| 23 | Full-waveform topographic lidar: State-of-the-art | ISPRS Journal of Photogrammetry and Remote Sensing | 2009 | 634 |
| 24 | Airborne laser scanning: basic relations and formulas | ISPRS Journal of Photogrammetry and Remote Sensing | 1999 | 624 |
| 25 | A review of supervised object-based land-cover image classification | ISPRS Journal of Photogrammetry and Remote Sensing | 2017 | 620 |
| 26 | Multi-class geospatial object detection and geographic image classification based on collection of part detectors | ISPRS Journal of Photogrammetry and Remote Sensing | 2014 | 582 |
| 27 | Gaussian decomposition and calibration of a novel small-footprint full-waveform digitising airborne laser scanner | ISPRS Journal of Photogrammetry and Remote Sensing | 2006 | 581 |
| 28 | A new generation of the United States National Land Cover Database: Requirements, research priorities, design, and implementation strategies | ISPRS Journal of Photogrammetry and Remote Sensing | 2018 | 581 |
| 29 | Deep learning classifiers for hyperspectral imaging: A review | ISPRS Journal of Photogrammetry and Remote Sensing | 2019 | 580 |
| 30 | Processing of laser scanner data—algorithms and applications | ISPRS Journal of Photogrammetry and Remote Sensing | 1999 | 568 |
| 31 | A comparison between photogrammetry and laser scanning | ISPRS Journal of Photogrammetry and Remote Sensing | 1999 | 564 |
| 32 | Change detection using landsat time series: A review of frequencies, preprocessing, algorithms, and applications | ISPRS Journal of Photogrammetry and Remote Sensing | 2017 | 563 |
| 33 | Google Earth Engine for geo-big data applications: A meta-analysis and systematic review | ISPRS Journal of Photogrammetry and Remote Sensing | 2020 | 562 |
| 34 | Terrestrial laser scanning in forest inventories | ISPRS Journal of Photogrammetry and Remote Sensing | 2016 | 511 |
| 35 | Automated parameterisation for multi-scale image segmentation on multiple layers | ISPRS Journal of Photogrammetry and Remote Sensing | 2014 | 504 |
| 36 | Accuracy assessment of digital elevation models by means of robust statistical methods | ISPRS Journal of Photogrammetry and Remote Sensing | 2009 | 494 |
| 37 | Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties – A review | ISPRS Journal of Photogrammetry and Remote Sensing | 2015 | 482 |
| 38 | Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation | ISPRS Journal of Photogrammetry and Remote Sensing | 2013 | 470 |
| 39 | Comparison of support vector machine, neural network, and CART algorithms for the land-cover classification using limited training data points | ISPRS Journal of Photogrammetry and Remote Sensing | 2012 | 467 |
| 40 | Determination of mean tree height of forest stands using airborne laser scanner data | ISPRS Journal of Photogrammetry and Remote Sensing | 1997 | 462 |
| 41 | A deeply supervised image fusion network for change detection in high resolution bi-temporal remote sensing images | ISPRS Journal of Photogrammetry and Remote Sensing | 2020 | 453 |
| 42 | An automated, open-source pipeline for mass production of digital elevation models (DEMs) from very-high-resolution commercial stereo satellite imagery | ISPRS Journal of Photogrammetry and Remote Sensing | 2016 | 447 |
| 43 | Remote sensing platforms and sensors: A survey | ISPRS Journal of Photogrammetry and Remote Sensing | 2016 | 443 |
| 44 | Classification with an edge: Improving semantic image segmentation with boundary detection | ISPRS Journal of Photogrammetry and Remote Sensing | 2018 | 442 |
| 45 | UAV photogrammetry for topographic monitoring of coastal areas | ISPRS Journal of Photogrammetry and Remote Sensing | 2015 | 441 |
| 46 | Semantic point cloud interpretation based on optimal neighborhoods, relevant features and efficient classifiers | ISPRS Journal of Photogrammetry and Remote Sensing | 2015 | 441 |
| 47 | 3D terrestrial lidar data classification of complex natural scenes using a multi-scale dimensionality criterion: Applications in geomorphology | ISPRS Journal of Photogrammetry and Remote Sensing | 2012 | 439 |
| 48 | Octree-based region growing for point cloud segmentation | ISPRS Journal of Photogrammetry and Remote Sensing | 2015 | 436 |
| 49 | Digital camera self-calibration | ISPRS Journal of Photogrammetry and Remote Sensing | 1997 | 434 |
| 50 | Wavelet based image fusion techniques — An introduction, review and comparison | ISPRS Journal of Photogrammetry and Remote Sensing | 2007 | 428 |
