Joint Content-Adaptive Dictionary Learning And Sparse Selective Extrapolation For Cross-Spectral Image Reconstruction

Genser N, Seiler J, Kaup A (2020)

Publication Language: English

Publication Type: Conference contribution, Conference Contribution

Publication year: 2020

Event location: Abu Dhabi AE

DOI: 10.1109/icip40778.2020.9191038

Abstract

Numerous applications deal with distorted images, e.g., during transmission over lossy channels in image coding, or to reconstruct occlusions in multi-color multi-view imaging scenarios. In many cases, not all spectral channels are distorted, or the losses distribute differently between the channels. Recently, efforts were made to develop reference guided approaches to reconstruct distorted spectral content. However, these methods are only able to exploit information from a single reference, even if there are multiple spectral components available that could be used for reconstruction. To overcome this limitation, a novel method is proposed in this paper, which introduces a content-adaptive dictionary learning approach that is applicable to an arbitrary number of references. With the novel approach, an average PSNR gain of approx. 1.5 dB is achieved in comparison to the best recently published state-of-the-art methods for a single reference component. Moreover, the presence of multiple guidance channels can enhance the reconstruction by another 6 dB on average. At the same time, the complexity of the novel algorithm is significantly lower than for previously published methods.

Authors with CRIS profile

Nils Genser Lehrstuhl für Multimediakommunikation und Signalverarbeitung (LMS) Jürgen Seiler Lehrstuhl für Multimediakommunikation und Signalverarbeitung (LMS) Andre Kaup Lehrstuhl für Multimediakommunikation und Signalverarbeitung (LMS)

How to cite

APA:

Genser, N., Seiler, J., & Kaup, A. (2020). Joint Content-Adaptive Dictionary Learning And Sparse Selective Extrapolation For Cross-Spectral Image Reconstruction. In Proceedings of the 2020 IEEE International Conference on Image Processing (ICIP). Abu Dhabi, AE.

MLA:

Genser, Nils, Jürgen Seiler, and André Kaup. "Joint Content-Adaptive Dictionary Learning And Sparse Selective Extrapolation For Cross-Spectral Image Reconstruction." Proceedings of the 2020 IEEE International Conference on Image Processing (ICIP), Abu Dhabi 2020.

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