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

DS Davis - Archaeological Prospection, 2019 - Wiley Online Library
Pixel-based approaches deal with the classification of individual … As such, pixel-based
classification is quite useful. However, when compared to object-based approaches, OBIA …

Automated methods for image detection of cultural heritage: Overviews and perspectives

A Câmara, A de Almeida, D Caçador… - Archaeological …, 2023 - Wiley Online Library
… analysis and detection of archaeological objects. In the past … image analysis in comparison
to pixel-based classification - … of data’, recent automatic/semi-automated algorithms for image …

Theory and practice for an object-based approach in archaeological remote sensing

L Magnini, C Bettineschi - Journal of Archaeological Science, 2019 - Elsevier
… generator-pixels called seeds and groups adjacent pixels in … as a statistical guide to compare
the different objects and to … methods for automated and semi-automated image analysis. …

A comparison of automated object extraction methods for mound and shell-ring identification in coastal South Carolina

DS Davis, CP Lipo, MC Sanger - Journal of Archaeological Science …, 2019 - Elsevier
… to evaluate using systematic pedestrian tactics. The most recent … remote sensing data: pixel-
and object-based approaches. … (USGS) land-use maps 2 and roadway shapefiles produced …

[PDF][PDF] Theoretical repositioning of automated remote sensing archaeology: Shifting from features to ephemeral landscapes

D Davis - Journal of Computer Applications in Archaeology, 2021 - academia.edu
… by linking visible differences to known areas of historic/archaeological human … Pixel
versus object — A comparison of strategies for the semi-automated mapping of archaeological

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

ØD Trier, DC Cowley… - Archaeological …, 2019 - Wiley Online Library
… In developing semi-automated methods, the NCC research … as archaeological learning
sets may be small in comparison … Firstly, for the pixel size of the input DTM, 0.25 m pixel size …

Multispectral Images Classification Applied to the Identification of Archaeological Remains: a Post-Dictive Perspective

A Gennaro, G Mussumeci, M Mangiameli… - 2023 - tobias-lib.ub.uni-tuebingen.de
… evidence through a comparison of pixel-based and object-… different approaches to semi-automated
features extraction … fields of archaeology and image-analysis: pixel-based and object-…

Automated detection of field monuments in digital terrain models of Westphalia using OBIA

MF Meyer, I Pfeffer, C Jürgens - Geosciences, 2019 - mdpi.com
… terrain models like the Difference Map. Further limitations … Westphalian archaeologists are
limited regarding funds to … every pixel into a single object and then iterates over the objects, …

[PDF][PDF] Making LiGHT work of large area survey? Developing approaches to rapid archaeological mapping and the creation of systematic national-scaled heritage data

D Cowley, Ł Banaszek, G Geddes, A Gannon… - … in Archaeology, 2020 - hal.science
… in rates of coverage compared to what has been achieved to date (Figure 1). … Pixel
versus object – a comparison of strategies for the semi-automated mapping of archaeological

[PDF][PDF] Learning to look at LiDAR: combining CNN-based object detection and GIS for archaeological prospection in remotely-sensed data

WB Verschoof-van der Vaart - Ph. D. thesis, 2022 - scholarlypublications …
pixels. Yet, the maximum input size of Faster R-CNN is 600 … size of the LiDAR images, as
compared to images in general … automated method—in these strategies can vary based on the …