A Multi-modal Registration and Visualization Software Tool for Artworks using CraquelureNet

Sindel A, Maier A, Christlein V (2023)


Publication Language: English

Publication Status: Accepted

Publication Type: Conference contribution

Future Publication Type: Conference contribution

Publication year: 2023

Publisher: Springer, Cham.

Edited Volumes: Pattern Recognition, Computer Vision, and Image Processing. ICPR 2022 International Workshops and Challenges

Book Volume: vol 13645

Pages Range: 108-121

Conference Proceedings Title: Pattern Recognition, Computer Vision, and Image Processing. ICPR 2022 International Workshops and Challenges

Event location: Online (Montreal, QC, Canada)

ISBN: 978-3-031-37731-0

URI: https://arxiv.org/pdf/2208.08836.pdf

DOI: 10.1007/978-3-031-37731-0_9

Abstract

For art investigations of paintings, multiple imaging technologies, such as visual light photography, infrared reflectography, ultraviolet fluorescence photography, and x-radiography are often used. For a pixel-wise comparison, the multi-modal images have to be registered. We present a registration and visualization software tool, that embeds a convolutional neural network to extract cross-modal features of the crack structures in historical paintings for automatic registration. The graphical user interface processes the user's input to configure the registration parameters and to interactively adapt the image views with the registered pair and image overlays, such as by individual or synchronized zoom or movements of the views. In the evaluation, we qualitatively and quantitatively show the effectiveness of our software tool in terms of registration performance and short inference time on multi-modal paintings and its transferability by applying our method to historical prints.

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APA:

Sindel, A., Maier, A., & Christlein, V. (2023). A Multi-modal Registration and Visualization Software Tool for Artworks using CraquelureNet. In Pattern Recognition, Computer Vision, and Image Processing. ICPR 2022 International Workshops and Challenges (pp. 108-121). Online (Montreal, QC, Canada): Springer, Cham..

MLA:

Sindel, Aline, Andreas Maier, and Vincent Christlein. "A Multi-modal Registration and Visualization Software Tool for Artworks using CraquelureNet." Proceedings of the Pattern Recognition for Cultural Heritage (PatReCH) 2022 Workshop at the 26th International Conference on Pattern Recognition (ICPR) 2022, Online (Montreal, QC, Canada) Springer, Cham., 2023. 108-121.

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