Multisource and multitemporal data fusion in remote sensing: A comprehensive review of the state of the art

P Ghamisi, S Crommelinck, R Bennett, M Gerke, F Nex, MY Yang… - Remote Sensing, 2016‏ - mdpi.com
Unmanned Aerial Vehicles (UAVs) have emerged as a rapid, low-cost and flexible
acquisition system that appears feasible for application in cadastral map**: high …

[HTML][HTML] Stacked autoencoders driven by semi-supervised learning for building extraction from near infrared remote sensing imagery

E Protopapadakis, A Doulamis, N Doulamis… - Remote Sensing, 2021‏ - mdpi.com
In this paper, we propose a Stack Auto-encoder (SAE)-Driven and Semi-Supervised (SSL)-
Based Deep Neural Network (DNN) to extract buildings from relatively low-cost satellite near …

Building extraction from LiDAR data applying deep convolutional neural networks

E Maltezos, A Doulamis, N Doulamis… - IEEE Geoscience and …, 2018‏ - ieeexplore.ieee.org
Deep learning paradigm has been shown to be a very efficient classification framework for
many application scenarios, including the analysis of Light Detection and Ranging (LiDAR) …

Automatic registration of UAV-borne sequent images and LiDAR data

B Yang, C Chen - ISPRS Journal of Photogrammetry and Remote …, 2015‏ - Elsevier
Use of direct geo-referencing data leads to registration failure between sequent images and
LiDAR data captured by mini-UAV platforms because of low-cost sensors. This paper …

Automatic building extraction from LiDAR data fusion of point and grid-based features

S Du, Y Zhang, Z Zou, S Xu, X He, S Chen - ISPRS journal of …, 2017‏ - Elsevier
This paper proposes a method for extracting buildings from LiDAR point cloud data by
combining point-based and grid-based features. To accurately discriminate buildings from …

Advances in fusion of optical imagery and LiDAR point cloud applied to photogrammetry and remote sensing

J Zhang, X Lin - International Journal of Image and Data Fusion, 2017‏ - Taylor & Francis
ABSTRACT Optical imagery and Light Detection And Ranging (LiDAR) point cloud are two
major data sources in the community of photogrammetry and remote sensing. Optical …