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Remote Research System of Archaeological Sites Using Deep Learning. / Романов, Матвей Александрович; Вохминцев, Александр; Мельников, Андрей; Шицелов, Анатолий.
в: Pattern Recognition and Image Analysis, Том 34, № 3, 01.09.2024, стр. 574–582.Результаты исследований: Прочие публикации в периодических изданиях › статья › учебная
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TY - GEN
T1 - Remote Research System of Archaeological Sites Using Deep Learning
AU - Романов, Матвей Александрович
AU - Вохминцев, Александр
AU - Мельников, Андрей
AU - Шицелов, Анатолий
PY - 2024/9/1
Y1 - 2024/9/1
N2 - Abstract: This work is devoted to the problem of detecting and studying archaeological sites based on methods of machine learning, mapping, and geophysics. The article discusses the methodology for mapping and surveying archaeological objects in the form of 2D and 3D models, and proposes machine learning methods based on convolutional neural networks for the detection and classification of archaeological objects.
AB - Abstract: This work is devoted to the problem of detecting and studying archaeological sites based on methods of machine learning, mapping, and geophysics. The article discusses the methodology for mapping and surveying archaeological objects in the form of 2D and 3D models, and proposes machine learning methods based on convolutional neural networks for the detection and classification of archaeological objects.
KW - archaeological site
KW - data classification
KW - data segmentation
KW - residual neural networks
UR - https://www.mendeley.com/catalogue/4a40915e-15b4-3edd-8453-33e8f3177254/
U2 - 10.1134/s105466182470038x
DO - 10.1134/s105466182470038x
M3 - Article
VL - 34
SP - 574
EP - 582
JO - Pattern Recognition and Image Analysis
JF - Pattern Recognition and Image Analysis
SN - 1054-6618
PB - Pleiades Publishing
ER -
ID: 124143064