Automated large‐scale mapping and analysis of relict charcoal hearths in Connecticut (USA) using a Deep Learning YOLOv4 framework

Semantic Segmentation (U-Net) of Archaeological Features in Airborne Laser Scanning—Example of the Białowieża Forest

(2022) Paweł Zbigniew Banasiak et al.   Remote Sensing

Do small landforms have large effects? A review on the legacies of pre-industrial charcoal burning

(2022) T. Raab et al.   GEOMORPHOLOGY

A modified Mask region‐based convolutional neural network approach for the automated detection of archaeological sites on high‐resolution light detection and ranging‐derived digital elevation models in the North German Lowland

(2021) Alexander Bonhage et al.   Archaeological Prospection

Deep learning reveals extent of Archaic Native American shell-ring building practices

(2021) Dylan S. Davis et al.   JOURNAL OF ARCHAEOLOGICAL SCIENCE

Locating Charcoal Production Sites in Sweden Using LiDAR, Hydrological Algorithms, and Deep Learning

(2021) Dylan S. Davis et al.   Remote Sensing

Objective comparison of relief visualization techniques with deep CNN for archaeology

(2021) Alexandre Guyot et al.   Journal of Archaeological Science-Reports

When Computers Dream of Charcoal

(2021) Benjamin P. Carter et al.   Advances in Archaeological Practice

Hot spots and hot zones of soil organic matter in forests as a legacy of historical charcoal production

(2021) Anna Schneider et al.   FOREST ECOLOGY AND MANAGEMENT

The use of remote sensing tools for accurate charcoal kilns’ inventory and distribution analysis: Comparative assessment and prospective

(2021) Cláudia Oliveira et al.   International Journal of Applied Earth Observation and Geoinformation

Hybrid MSRM-Based Deep Learning and Multitemporal Sentinel 2-Based Machine Learning Algorithm Detects Near 10k Archaeological Tumuli in North-Western Iberia

(2021) Iban Berganzo-Besga et al.   Remote Sensing

Mapping Relict Charcoal Hearths in New England Using Deep Convolutional Neural Networks and LiDAR Data

(2021) Ji Won Suh et al.   Remote Sensing

Enhancing Geometric Factors in Model Learning and Inference for Object Detection and Instance Segmentation

(2021) Zhaohui Zheng et al.   IEEE Transactions on Cybernetics

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

(2020) Davide Chicco et al.   BMC GENOMICS

Long term anthropogenic enrichment of soil organic matter stocks in forest soils – Detecting a legacy of historical charcoal production

(2020) Alexander Bonhage et al.   FOREST ECOLOGY AND MANAGEMENT

Large‐scale mapping of anthropogenic relief features—legacies of past forest use in two historical charcoal production areas in Germany

(2020) A. Schneider et al.   GEOARCHAEOLOGY-AN INTERNATIONAL JOURNAL

Anthracological analyses of charcoal production sites at a high spatial resolution: the role of topography in the historical distribution of tree taxa in the northern Vosges mountains, France

(2020) David Gocel-Chalté et al.   VEGETATION HISTORY AND ARCHAEOBOTANY

Deep Learning in Archaeological Remote Sensing: Automated Qanat Detection in the Kurdistan Region of Iraq

(2020) Mehrnoush Soroush et al.   Remote Sensing

Accuracy of Ground Surface Interpolation from Airborne Laser Scanning (ALS) Data in Dense Forest Cover

(2020) Mihnea Cățeanu et al.   ISPRS International Journal of Geo-Information

Combining Deep Learning and Location-Based Ranking for Large-Scale Archaeological Prospection of LiDAR Data from The Netherlands

(2020) Wouter B. Verschoof-van der Vaart et al.   ISPRS International Journal of Geo-Information

An initiative for a morphologic‐genetic catalog of relict charcoal hearths from Central Europe

(2020) Florian Hirsch et al.   GEOARCHAEOLOGY-AN INTERNATIONAL JOURNAL

Automated detection of archaeological mounds using machine-learning classification of multisensor and multitemporal satellite data

(2020) Hector A. Orengo et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Characteristics of small anthropogenic landforms resulting from historical charcoal production in western Connecticut, USA

(2020) Alexander Bonhage et al.   CATENA

On the Performance of One-Stage and Two-Stage Object Detectors in Autonomous Vehicles Using Camera Data

(2020) Manuel Carranza-García et al.   Remote Sensing

Aerial Bombing Crater Identification: Exploitation of Precise Digital Terrain Models

(2020) Martin Dolejš et al.   ISPRS International Journal of Geo-Information

Gradients of geochemical change in relic charcoal hearth soils, Northwestern Connecticut, USA

(2020) Sally Donovan et al.   CATENA

Automated mapping of cultural heritage in Norway from airborne lidar data using faster R-CNN

(2020) Øivind Due Trier et al.   International Journal of Applied Earth Observation and Geoinformation

High concentration of charcoal hearth remains as legacy of historical ferrous metallurgy in southern Poland

(2019) Paweł Rutkiewicz et al.   QUATERNARY INTERNATIONAL

Integrating Remote Sensing, Machine Learning, and Citizen Science in Dutch Archaeological Prospection

(2019) Karsten Lambers et al.   Remote Sensing

The taphonomic characterization of a charcoal production platform. Contribution of an innovative pair of methods: Raman analysis and micromorphology

(2019) Aurore Dupin et al.   JOURNAL OF ARCHAEOLOGICAL SCIENCE

The impact of class imbalance in classification performance metrics based on the binary confusion matrix

(2019) Amalia Luque et al.   PATTERN RECOGNITION

Mapping Human Settlements with Higher Accuracy and Less Volunteer Efforts by Combining Crowdsourcing and Deep Learning

(2019) Benjamin Herfort et al.   Remote Sensing

Bringing Lunar LiDAR Back Down to Earth: Mapping Our Industrial Heritage through Deep Transfer Learning

(2019) Gallwey et al.   Remote Sensing

Using LiDAR and GEOBIA for automated extraction of eighteenth–late nineteenth century relict charcoal hearths in southern New England

(2018) Chandi Witharana et al.   GIScience & Remote Sensing

Object-based image analysis: a review of developments and future directions of automated feature detection in landscape archaeology

(2018) Dylan S. Davis   Archaeological Prospection

Using deep neural networks on airborne laser scanning data: Results from a case study of semi-automatic mapping of archaeological topography on Arran, Scotland

(2018) Øivind Due Trier et al.   Archaeological Prospection

Architecture of relict charcoal hearths in northwestern Connecticut, USA

(2017) Thomas Raab et al.   GEOARCHAEOLOGY-AN INTERNATIONAL JOURNAL

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Spatial distribution of relict charcoal hearths in the former royal forest district Tauer (SE Brandenburg, Germany)

(2017) A. Raab et al.   QUATERNARY INTERNATIONAL

Archaeological investigation and charcoal analysis of charcoal burning platforms, Barbon, Cumbria, UK

(2017) Zoë Hazell et al.   QUATERNARY INTERNATIONAL

The old charcoal kiln sites in Central Italian forest landscapes

(2017) Elisa Carrari et al.   QUATERNARY INTERNATIONAL

Soils on Historic Charcoal Hearths: Terminology and Chemical Properties

(2017) Florian Hirsch et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Deep learning for visual understanding: A review

(2016) Yanming Guo et al.   NEUROCOMPUTING

The Impact of Coder Reliability on Reconstructing Archaeological Settlement Patterns from Satellite Imagery: a Case Study from South Africa

(2015) Karim Sadr   Archaeological Prospection

Deep learning

(2015) Yann LeCun et al.   NATURE

A Template-matching Approach Combining Morphometric Variables for Automated Mapping of Charcoal Kiln Sites

(2014) Anna Schneider et al.   Archaeological Prospection

Black carbon and soil properties at historical charcoal production sites in Germany

(2014) Nils Borchard et al.   GEODERMA

Interpreting cultural remains in airborne laser scanning generated digital terrain models: effects of size and shape on detection success rates

(2013) Ole Risbøl et al.   JOURNAL OF ARCHAEOLOGICAL SCIENCE

Automatic Detection of Pit Structures in Airborne Laser Scanning Data

(2012) Øivind Due Trier et al.   Archaeological Prospection

Selective woodland exploitation for charcoal production. A detailed analysis of charcoal kiln remains (ca. 1300–1900 AD) from Zoersel (northern Belgium)

(2012) Koen Deforce et al.   JOURNAL OF ARCHAEOLOGICAL SCIENCE

LiDAR-derived Local Relief Models - a new tool for archaeological prospection

(2010) Ralf Hesse   Archaeological Prospection

The Pascal Visual Object Classes (VOC) Challenge

(2009) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION