Three-dimensional point cloud semantic segmentation for cultural heritage: a comprehensive review

S Yang, M Hou, S Li - Remote Sensing, 2023‏ - mdpi.com
In the cultural heritage field, point clouds, as important raw data of geomatics, are not only
three-dimensional (3D) spatial presentations of 3D objects but they also have the potential …

A review of point clouds segmentation and classification algorithms

E Grilli, F Menna, F Remondino - … Archives of the …, 2017‏ - isprs-archives.copernicus.org
Today 3D models and point clouds are very popular being currently used in several fields,
shared through the internet and even accessed on mobile phones. Despite their broad …

[HTML][HTML] Hyperspectral and lidar data applied to the urban land cover machine learning and neural-network-based classification: A review

A Kuras, M Brell, J Rizzi, I Burud - Remote sensing, 2021‏ - mdpi.com
Rapid technological advances in airborne hyperspectral and lidar systems paved the way
for using machine learning algorithms to map urban environments. Both hyperspectral and …

Voxel-based 3D point cloud semantic segmentation: Unsupervised geometric and relationship featuring vs deep learning methods

F Poux, R Billen - ISPRS International Journal of Geo-Information, 2019‏ - mdpi.com
Automation in point cloud data processing is central in knowledge discovery within decision-
making systems. The definition of relevant features is often key for segmentation and …

[HTML][HTML] Initial user-centered design of a virtual reality heritage system: Applications for digital tourism

F Poux, Q Valembois, C Mattes, L Kobbelt, R Billen - Remote Sensing, 2020‏ - mdpi.com
Reality capture allows for the reconstruction, with a high accuracy, of the physical reality of
cultural heritage sites. Obtained 3D models are often used for various applications such as …

Classification of 3D digital heritage

E Grilli, F Remondino - Remote Sensing, 2019‏ - mdpi.com
In recent years, the use of 3D models in cultural and archaeological heritage for
documentation and dissemination purposes is increasing. The association of …

[HTML][HTML] 3D point cloud for cultural heritage: A scientometric survey

S Yang, S Xu, W Huang - Remote Sensing, 2022‏ - mdpi.com
Three-dimensional point cloud has been widely used in the cultural heritage field in the last
two decades, gaining attention from both academic and industry communities. A large …

Towards semantic photogrammetry: Generating semantically rich point clouds from architectural close-range photogrammetry

A Murtiyoso, E Pellis, P Grussenmeyer, T Landes… - Sensors, 2022‏ - mdpi.com
Developments in the field of artificial intelligence have made great strides in the field of
automatic semantic segmentation, both in the 2D (image) and 3D spaces. Within the context …

[HTML][HTML] CityJSON building generation from airborne LiDAR 3D point clouds

GA Nys, F Poux, R Billen - ISPRS International Journal of Geo-Information, 2020‏ - mdpi.com
The relevant insights provided by 3D City models greatly improve Smart Cities and their
management policies. In the urban built environment, buildings frequently represent the …

A comprehensive review on application of drone, virtual reality and augmented reality with their application in dragline excavation monitoring in surface mines

P Singh, V Murthy, D Kumar, S Raval - Geomatics, Natural Hazards …, 2024‏ - Taylor & Francis
Application of drone technology combined with LiDAR and Virtual Reality/Augmented
Reality in surface mining operational optimization is growing on a high trajectory. The …