Publications about projected subgradient descent

@ARTICLE{SIAM_JSC_PWEISS,
	author = { Weiss, P. and Blanc-Féraud, L. and Aubert, G. },
	title = { Efficient schemes for total variation minimization under constraints in image processing },
	year = { 2009 },
	journal = { SIAM journal on Scientific Computing },
	volume = { 31 },
	number = { 3 },
	pages = { 2047-2080 },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/SIAM_JSC09_PWEISS.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/SIAM_JSC09_PWEISS.pdf },
	keyword = { Total variation, l1 norm, nesterov scheme, Rudin Osher Fatemi, fast optimization, real time }
 }

@PHDTHESIS{These_Pweiss,
	author = { Weiss, P. },
	title = { Algorithmes rapides d'optimisation convexe. Application à la reconstruction d'images et à la détection de changements },
	year = { 2008 },
	month = { November },
	school = { Universite de Nice Sophia Antipolis },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/These_PWEISS_Compressee.pdf },
	keyword = { Convex optimization, nesterov scheme, Sparse representations, Total variation, Change detection, level  lines }
 }

@INPROCEEDINGS{ICASSP_WEISS,
	author = { Weiss, P. and Blanc-Féraud, L. and Andre, T. and Antonini, M. },
	title = { Compression artifacts reduction using variational methods: algorithms and experimental study },
	year = { 2008 },
	month = { March },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Las Vegas, USA },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/icassp2008.pdf },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2008_ICASSP_WEISS.pdf },
	keyword = { compression artifact, fast l1 optimization, Total variation, contrast enhancement, nesterov scheme, jpeg2000 }
 }

@INPROCEEDINGS{IGARSSCarlavan09,
	author = { Carlavan, M. and Weiss, P. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Complex wavelet regularization for solving inverse problems in remote sensing },
	year = { 2009 },
	month = { July },
	booktitle = { Proc. IEEE International Geoscience and Remote Sensing Symposium (IGARSS) },
	address = { Cape Town, South Africa },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/IGARSS09.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/IGARSS09.pdf },
	keyword = { Deconvolution, Dual smoothing, nesterov scheme, remote sensing, wavelet }
 }

@INPROCEEDINGS{GRETSICarlavan09,
	author = { Carlavan, M. and Weiss, P. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Algorithme rapide pour la restauration d'image régularisée sur les coefficients d'ondelettes },
	year = { 2009 },
	month = { September },
	booktitle = { Proc. Symposium on Signal and Image Processing (GRETSI) },
	address = { Dijon, France },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/CarlavanGretsi09.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/CarlavanGretsi09.pdf },
	keyword = { Deconvolution, nesterov scheme, Wavelets, l1 norm }
 }

@INPROCEEDINGS{Pierre Weiss,
	author = { Weiss, P. and Blanc-Féraud, L. and Aubert, G. },
	title = { Sur la complexite et la rapidite d’algorithmes pour la minimisation de la variation totale sous contraintes },
	year = { 2007 },
	month = { September },
	booktitle = { Proc. Symposium on Signal and Image Processing (GRETSI) },
	address = { Troyes, France },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/Gretsi_WeissBlancFeraudAubert_2010.PDF },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Pierre Weiss.pdf },
	keyword = { l1 norm minimization, compression noise denoising, optimal algorithm, convex analysis, Total variation, nesterov scheme }
 }

@INPROCEEDINGS{PWEISS_SAMPTA09,
	author = { Weiss, P. and Carlavan, M. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Smoothing techniques for convex problems. Applications in image processing },
	year = { 2009 },
	month = { May },
	booktitle = { Proc. SAMPTA (international conference on Sampling Theory and Applications) },
	address = { Marseille, France },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/Eusipco09.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/Sampta09.pdf },
	keyword = { nesterov scheme, convergence rate, Dual smoothing }
 }

@INPROCEEDINGS{ICASSP_Graziani11,
	author = { Graziani, D. and Blanc-Féraud, L. and Aubert, G. },
	title = { A new variational method for preserving point-like and curve-like singularities in 2d images },
	year = { 2011 },
	month = { May },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Prague, Czech Republic },
	url = { http://hal.inria.fr/inria-00592603/fr/ },
	keyword = { Convex optimization, nesterov scheme, laplacian operator }
 }

@TECHREPORT{RR-6260,
	author = { Weiss, P. and Blanc-Féraud, L. and Aubert, G. },
	title = { Efficient schemes for total variation minimization under constraints in image processing },
	year = { 2007 },
	month = { July },
	institution = { INRIA },
	type = { Research Report },
	number = { 6260 },
	url = { http://hal.inria.fr/inria-00166096/fr/ },
	pdf = { http://hal.inria.fr/docs/00/26/16/35/PDF/RR-6260.pdf },
	ps = { http://hal.inria.fr/docs/00/26/16/35/PS/RR-6260.ps },
	keyword = { l1 norm, total variation minimization, duality lp norms, gradient and subgradient descent, nesterov scheme, texture + geometry decomposition }
 }

@TECHREPORT{RR-6732,
	author = { Carlavan, M. and Weiss, P. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Reconstruction d'images satellitaires à partir d'un échantillonnage irrégulier },
	year = { 2008 },
	institution = { INRIA },
	type = { Research Report },
	number = { 6732 },
	url = { http://hal.archives-ouvertes.fr/inria-00340975/fr/ },
	pdf = { http://hal.inria.fr/docs/00/34/09/75/PDF/RR-6732.pdf },
	keyword = { l1 norm, nesterov scheme, total variation minimization, wavelet }
 }

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