n support of art investigation, we propose a new source separation method that unmixes a single X-ray scan acquired from double-sided paintings. Unlike prior source separation methods, which are based on statistical or structural incoherence of the sources, we use visual images taken from the front- and back-side of the panel to drive the separation process. The coupling of the two imaging modalities is achieved via a new multi-scale dictionary learning method. Experimental results demonstrate that our method succeeds in the discrimination of the sources, while state-of-the-art methods fail to do so.
Deligiannis, N, Mota, J, Cornelis, B, Rodrigues, M & Daubechies, I 2016, X-ray image separation via coupled dictionary learning. in IEEE International Conference on Image Processing 2016 (ICIP2016). IEEE, pp. 3533 - 3537, IEEE International Conference on Image Processing (ICIP), 2016 , Arizona, United States, 25/09/16.
Deligiannis, N., Mota, J., Cornelis, B., Rodrigues, M., & Daubechies, I. (2016). X-ray image separation via coupled dictionary learning. In IEEE International Conference on Image Processing 2016 (ICIP2016) (pp. 3533 - 3537). IEEE.
@inproceedings{f8c06bf74f614ddb89205a4300c68c8e,
title = "X-ray image separation via coupled dictionary learning",
abstract = "n support of art investigation, we propose a new source separation method that unmixes a single X-ray scan acquired from double-sided paintings. Unlike prior source separation methods, which are based on statistical or structural incoherence of the sources, we use visual images taken from the front- and back-side of the panel to drive the separation process. The coupling of the two imaging modalities is achieved via a new multi-scale dictionary learning method. Experimental results demonstrate that our method succeeds in the discrimination of the sources, while state-of-the-art methods fail to do so.",
author = "Nikolaos Deligiannis and Jo{\~a}o Mota and Bruno Cornelis and Miguel Rodrigues and Ingrid Daubechies",
year = "2016",
language = "English",
pages = "3533 -- 3537",
booktitle = "IEEE International Conference on Image Processing 2016 (ICIP2016)",
publisher = "IEEE",
note = "IEEE International Conference on Image Processing (ICIP), 2016 ; Conference date: 25-09-2016 Through 28-09-2016",
url = "http://2016.ieeeicip.org/",
}