Virtual restoration of paintings based on deep learning

R Sizyakin, V Voronin… - … Conference on Machine …, 2022 - spiedigitallibrary.org
Over time, crack pattern (craquelure) inevitably develops in paintings as a sign of their
ageing, sometimes accompanied by larger losses of paint (lacunas). In restoration …

結合物件偵測與深度學習應用於油畫彩繪層缺陷

YT Wu, CT Su, IC Li - 危機管理學刊, 2024 - airitilibrary.com
Machine learning, deep learning, object detection, and other related technologies have
gradually matured, but their application in the field of cultural asset protection and art …

Revealing and reconstructing hidden or lost features in art investigation

B Sober, S Bucklow, N Daly… - IEEE BITS the …, 2022 - ieeexplore.ieee.org
In recent decades, cultural heritage research—and in particular art investigation—has been
undergoing a digital revolution. This is due both to improvements in the digitization and the …

Digital Restoration of Ancient Murals: Assessing the Efficacy of Coherent Transport Inpainting with Damage Ratio Analysis

KKW Tint, MM Tin - 2024 IEEE Conference on Computer …, 2024 - ieeexplore.ieee.org
Preserving and restoring ancient murals is a critical task to maintain the cultural heritage.
However, the ancient murals often suffer from degradation over time, including fading …

[PDF][PDF] A Deep Active Learning Framework for Crack Detection in Digital Images of Paintings

N Nadisic, Y Arhant, N Vyncke… - … Conference on Smart …, 2024 - researchgate.net
Abstract Paintings deteriorate over time due to aging and storage conditions, with cracks
being a common form of degradation. Detecting and mapping these cracks is crucial for art …

Virtual restoration of paintings using adaptive adversarial neural network

R Sizyakin, V Voronin, A Zelensky… - Journal of Electronic …, 2022 - spiedigitallibrary.org
Cracks (craquelure) and paint losses are the main types of deterioration of master paintings
as they are ageing. We explore the potential of deep-learning-based methods for virtual …

[PDF][PDF] ВИКОРИСТАННЯ ІНФОРМАЦІЙНО-КОМУНІКАЦІЙНИХ ТЕХНОЛОГІЙ ДЛЯ ПРАКТИКИ КОНСЕРВАЦІЇ-РЕСТАВРАЦІЇ

А МИКОЛАЙЧУК - АКТУАЛЬНI ПИТАННЯ ГУМАНIТАРНИХ …, 2023 - aphn-journal.in.ua
Застосування цифрових технологій у галузі консервації та реставрації є перспективним
напрямом, оскільки сприятиме зростанню рівня точності при проведенні досліджень …