Entropic Regularisation of Robust Optimal Transport. Dahyot, R., Alghamdi, H., & Grogan, M. In Irish Machine Vision and Image Processing conference 2019, volume abs/1905.12678, 2019.
Paper doi abstract bibtex Grogan et al have recently proposed a solution to colour transfer by minimising the Euclidean distance L2 between two probability density functions capturing the colour distributions of two images (palette and target). It was shown to be very competitive to alternative solutions based on Optimal Transport for colour transfer. We show that in fact Grogan et al's formulation can also be understood as a new robust Optimal Transport based framework with entropy regularisation over marginals.
@inproceedings{DBLP:journals/corr/abs-1905-12678,
author = {Rozenn Dahyot and
Hana Alghamdi and
Mair{\'{e}}ad Grogan},
title = {Entropic Regularisation of Robust Optimal Transport},
abstract = {Grogan et al have recently proposed a solution to colour transfer by minimising the Euclidean distance L2 between two probability density functions capturing the colour distributions of two images (palette and target). It was shown to be very competitive to alternative solutions based on Optimal Transport for colour transfer. We show that in fact Grogan et al's formulation can also be understood as a new robust Optimal Transport based framework with entropy regularisation over marginals.},
booktitle = {Irish Machine Vision and Image Processing conference 2019},
volume = {abs/1905.12678},
year = {2019},
url = {https://arxiv.org/pdf/1905.12678.pdf},
archivePrefix = {arXiv},
doi = {10.21427/w611-mb37},
eprint = {1905.12678},
timestamp = {Mon, 03 Jun 2019 13:42:33 +0200},
biburl = {https://dblp.org/rec/bib/journals/corr/abs-1905-12678},
bibsource = {dblp computer science bibliography, https://dblp.org},
}
Downloads: 0
{"_id":"hHiMBwRecxvSoCAoQ","bibbaseid":"dahyot-alghamdi-grogan-entropicregularisationofrobustoptimaltransport-2019","authorIDs":["6fptrFgK7WSZkf6TM"],"author_short":["Dahyot, R.","Alghamdi, H.","Grogan, M."],"bibdata":{"bibtype":"inproceedings","type":"inproceedings","author":[{"firstnames":["Rozenn"],"propositions":[],"lastnames":["Dahyot"],"suffixes":[]},{"firstnames":["Hana"],"propositions":[],"lastnames":["Alghamdi"],"suffixes":[]},{"firstnames":["Mairéad"],"propositions":[],"lastnames":["Grogan"],"suffixes":[]}],"title":"Entropic Regularisation of Robust Optimal Transport","abstract":"Grogan et al have recently proposed a solution to colour transfer by minimising the Euclidean distance L2 between two probability density functions capturing the colour distributions of two images (palette and target). It was shown to be very competitive to alternative solutions based on Optimal Transport for colour transfer. We show that in fact Grogan et al's formulation can also be understood as a new robust Optimal Transport based framework with entropy regularisation over marginals.","booktitle":"Irish Machine Vision and Image Processing conference 2019","volume":"abs/1905.12678","year":"2019","url":"https://arxiv.org/pdf/1905.12678.pdf","archiveprefix":"arXiv","doi":"10.21427/w611-mb37","eprint":"1905.12678","timestamp":"Mon, 03 Jun 2019 13:42:33 +0200","biburl":"https://dblp.org/rec/bib/journals/corr/abs-1905-12678","bibsource":"dblp computer science bibliography, https://dblp.org","bibtex":"@inproceedings{DBLP:journals/corr/abs-1905-12678,\nauthor = {Rozenn Dahyot and\nHana Alghamdi and\nMair{\\'{e}}ad Grogan},\ntitle = {Entropic Regularisation of Robust Optimal Transport},\nabstract = {Grogan et al have recently proposed a solution to colour transfer by minimising the Euclidean distance L2 between two probability density functions capturing the colour distributions of two images (palette and target). It was shown to be very competitive to alternative solutions based on Optimal Transport for colour transfer. We show that in fact Grogan et al's formulation can also be understood as a new robust Optimal Transport based framework with entropy regularisation over marginals.},\nbooktitle = {Irish Machine Vision and Image Processing conference 2019},\nvolume = {abs/1905.12678},\nyear = {2019},\nurl = {https://arxiv.org/pdf/1905.12678.pdf},\narchivePrefix = {arXiv},\ndoi = {10.21427/w611-mb37},\neprint = {1905.12678},\ntimestamp = {Mon, 03 Jun 2019 13:42:33 +0200},\nbiburl = {https://dblp.org/rec/bib/journals/corr/abs-1905-12678},\nbibsource = {dblp computer science bibliography, https://dblp.org},\n}","author_short":["Dahyot, R.","Alghamdi, H.","Grogan, M."],"key":"DBLP:journals/corr/abs-1905-12678","id":"DBLP:journals/corr/abs-1905-12678","bibbaseid":"dahyot-alghamdi-grogan-entropicregularisationofrobustoptimaltransport-2019","role":"author","urls":{"Paper":"https://arxiv.org/pdf/1905.12678.pdf"},"metadata":{"authorlinks":{"dahyot, r":"https://roznn.github.io/News/publications.html"}},"downloads":0},"bibtype":"inproceedings","biburl":"https://raw.githubusercontent.com/Roznn/Roznn.github.io/master/works.bib","creationDate":"2021-01-17T18:19:29.525Z","downloads":0,"keywords":[],"search_terms":["entropic","regularisation","robust","optimal","transport","dahyot","alghamdi","grogan"],"title":"Entropic Regularisation of Robust Optimal Transport","year":2019,"dataSources":["LyGNQYGRFw8k9gPrK","dtJ7afty6nTMHhqAE"]}