Bringing lunar LiDAR back down to earth: Mapping our industrial heritage through deep transfer learning
This article presents a novel deep learning method for semi-automated detection of historic
mining pits using aerial LiDAR data. The recent emergence of national scale remotely …
mining pits using aerial LiDAR data. The recent emergence of national scale remotely …
Deep learning for archaeological object detection on LiDAR: New evaluation measures and insights
M Fiorucci, WB Verschoof-Van Der Vaart, P Soleni… - Remote Sensing, 2022 - mdpi.com
Machine Learning-based workflows are being progressively used for the automatic
detection of archaeological objects (intended as below-surface sites) in remote sensing …
detection of archaeological objects (intended as below-surface sites) in remote sensing …
Combined detection and segmentation of archeological structures from LiDAR data using a deep learning approach
A Guyot, M Lennon, T Lorho… - Journal of Computer …, 2021 - hal.science
Until recently, archeological prospection using LiDAR data was based mainly on
expertbased and time-consuming visual analyses. Currently, deep learning convolutional …
expertbased and time-consuming visual analyses. Currently, deep learning convolutional …
Implementing Stateof-the-Art Deep Learning Approaches for Archaeological Object Detection in Remotely-Sensed Data: The Results of Cross-Domain Collaboration.
M Olivier… - Journal of Computer …, 2021 - search.ebscohost.com
The ever-increasing amount of remotely-sensed data pertaining to archaeology renders
human-based analysis unfeasible, especially considering the expert knowledge required to …
human-based analysis unfeasible, especially considering the expert knowledge required to …
Integrating remote sensing, machine learning, and citizen science in Dutch archaeological prospection
K Lambers, WB Verschoof-van der Vaart… - Remote Sensing, 2019 - mdpi.com
Although the history of automated archaeological object detection in remotely sensed data is
short, progress and emerging trends are evident. Among them, the shift from rule-based …
short, progress and emerging trends are evident. Among them, the shift from rule-based …
Uncovering archaeological sites in airborne LiDAR data with data-centric artificial intelligence
Mapping potential archaeological sites using remote sensing and artificial intelligence can
be an efficient tool to assist archaeologists during project planning and fieldwork. This paper …
be an efficient tool to assist archaeologists during project planning and fieldwork. This paper …
Applying automated object detection in archaeological practice: A case study from the southern Netherlands
WB Verschoof‐van der Vaart… - Archaeological …, 2022 - Wiley Online Library
Abstract Within archaeological prospection, Deep Learning algorithms are developed to
detect objects within large remotely sensed datasets. These approaches are generally …
detect objects within large remotely sensed datasets. These approaches are generally …
[HTML][HTML] Automated mapping of cultural heritage in Norway from airborne lidar data using faster R-CNN
ØD Trier, JH Reksten, K Løseth - … Journal of Applied Earth Observation and …, 2021 - Elsevier
The existing cultural heritage mapping in Norway is incomplete. Some selected areas are
mapped well, while the majority of areas only contain chance discoveries, often with bad …
mapped well, while the majority of areas only contain chance discoveries, often with bad …
Investigating ancient agricultural field systems in Sweden from airborne LIDAR data by using convolutional neural network
M Küçükdemirci, G Landeschi… - Archaeological …, 2023 - Wiley Online Library
Today, the advances in airborne LIDAR technology provide high‐resolution datasets that
allow specialists to detect archaeological features hidden under wooded areas more …
allow specialists to detect archaeological features hidden under wooded areas more …
[PDF][PDF] Learning to look at LiDAR: The use of R-CNN in the automated detection of archaeological objects in LiDAR data from the Netherlands
WB Verschoof-Van der Vaart… - Journal of Computer …, 2019 - researchgate.net
Computer-aided methods for the automatic detection of archaeological objects are needed
to cope with the ever-growing set of largely digital and easily available remotely sensed …
to cope with the ever-growing set of largely digital and easily available remotely sensed …