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Astronomical Image Denoising Using Dictionary Learning

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Figure

Fig. 1. Hubble images used for numerical experiments: a) Pandora’s galaxy cluster Abell 2744; b) an ACS image of 47 Tucanae; c) an image of WFC3 UVIS full field; and d) a cosmic strings simulation.
Fig. 2. Results of denoising with galaxy cluster image: a) noisy image, with a S/N P of 26.52 dB; b) the learned dictionary; c) the result of the wavelet shrinkage algorithm that reaches a S/N P of 38.92 dB; and d) the result of denoising using the diction
Fig. 4. Results of denoising with nebula image: a) the image used both for learning a noisy dictionary and denoising, with a S/N P of 26.67 dB;
Fig. 6. Example of cosmic string simulation denoising with a high noise level, using the learned dictionary from Fig
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