Exemplar-based inpainting: technical review and new heuristics for better geometric reconstructions

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
Pierre BuyssensOlivier Lezoray

Abstract

This paper proposes a technical review of exemplar-based inpainting approaches with a particular focus on greedy methods. Several comparative and illustrative experiments are provided to deeply explore and enlighten these methods, and to have a better understanding on the state-of-the-art improvements of these approaches. From this analysis, three improvements over Criminisi et al. algorithm are then presented and detailed: 1) a tensor-based data term for a better selection of pixel candidates to fill in; 2) a fast patch lookup strategy to ensure a better global coherence of the reconstruction; and 3) a novel fast anisotropic spatial blending algorithm that reduces typical block artifacts using tensor models. Relevant comparisons with the state-of-the-art inpainting methods are provided that exhibit the effectiveness of our contributions.

References

Sep 29, 2004·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Antonio CriminisiKentaro Toyama
Mar 30, 2005·IEEE Transactions on Pattern Analysis and Machine Intelligence·David Tschumperlé, Rachid Deriche
Oct 22, 2005·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Jean-Luc StarckDavid L Donoho
Jan 17, 2007·IEEE Transactions on Pattern Analysis and Machine Intelligence·Yonatan WexlerMichal Irani
Nov 10, 2007·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Nikos Komodakis, Georgios Tziritas
Jan 31, 2008·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Julien MairalGuillermo Sapiro
Feb 2, 2008·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Marcelo BertalmioStanley Osher
Feb 5, 2008·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Simon Masnou
Feb 8, 2008·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·C BallesterJ Verdera
Jun 27, 2008·IEEE Transactions on Pattern Analysis and Machine Intelligence·Jiaya Jia, Chi-Keung Tang
Feb 5, 2010·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Zongben Xu, Jian Sun
Jan 1, 1983·IEEE Transactions on Pattern Analysis and Machine Intelligence·G R Cross, A K Jain
May 11, 2013·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Olivier Le MeurChristine Guillemot

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Citations

May 27, 2015·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Mounira EbdelliChristine Guillemot
Sep 9, 2016·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Veepin KumarShyamal Kumar Das Mandal
Oct 16, 2016·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Takahiro Ogawa, Miki Haseyama
Oct 25, 2016·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Pierre BuyssensOlivier Lezoray
May 14, 2017·IEEE Transactions on Visualization and Computer Graphics·Qiang GuoCaiming Zhang

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