Math @ Duke
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Publications [#321988] of Ingrid Daubechies
Papers Published
- Deligiannis, N; Mota, JFC; Cornelis, B; Rodrigues, MRD; Daubechies, I, X-ray image separation via coupled dictionary learning,
Proceedings - International Conference on Image Processing, ICIP, vol. 2016-August
(August, 2016),
pp. 3533-3537, IEEE, ISBN 9781467399616 [doi]
(last updated on 2024/10/06)
Abstract: In 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.
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