We present a method for the automatic restoration of images subjected to the application of photographic filters, such as those made popular by photo-sharing services. The method uses a convolutional neural network (CNN) for the prediction of the coefficients of local polynomial transformations that are applied to the input image. The experiments we conducted on a subset of the Places-205 dataset show that the quality of the restoration performed by our method is clearly superior to that of traditional color balancing and restoration procedures, and to that of recent CNN architectures for image-to-image translation.
Schettini, R., Piccoli, F., Cusano, C., & Bianco, S. (2018). Artistic photo filter removal using convolutional neural networks. JOURNAL OF ELECTRONIC IMAGING, 27(1), 1-14 [10.1117/1.JEI.27.1.011004].
Citazione: | Schettini, R., Piccoli, F., Cusano, C., & Bianco, S. (2018). Artistic photo filter removal using convolutional neural networks. JOURNAL OF ELECTRONIC IMAGING, 27(1), 1-14 [10.1117/1.JEI.27.1.011004]. | |
Tipo: | Articolo in rivista - Articolo scientifico | |
Carattere della pubblicazione: | Scientifica | |
Presenza di un coautore afferente ad Istituzioni straniere: | No | |
Titolo: | Artistic photo filter removal using convolutional neural networks | |
Autori: | Schettini, R; Piccoli, F; Cusano, C; Bianco, S | |
Autori: | BIANCO, SIMONE (Corresponding) | |
Data di pubblicazione: | 2018 | |
Lingua: | English | |
Rivista: | JOURNAL OF ELECTRONIC IMAGING | |
Digital Object Identifier (DOI): | http://dx.doi.org/10.1117/1.JEI.27.1.011004 | |
Appare nelle tipologie: | 01 - Articolo su rivista |