Nonlocal Methods for Arbitrary Data Sources

Resultado final

Publication of elaborated Wikipedia articles for nonlocal methods

We will write elaborated articles on the English Wikipedia website to transfer knowledge about nonlocal methods to the public.

Publication of educative MATLAB tutorials on MathWorks FileExchange

We will publish MATLAB tutorials and educative software examples on the MATLAB exchange platform to transfer knowledge about nonlocal methods to programmers

Publication of online lecture notes on nonlocal methods for different audiences

We will publish lecture notes on nonlocal methods both in the discrete as well as continuous setting for different audiences, e.g., mathematiciens and engineers.

Publication of new mathematical findings (WP 1-4) in scientific journals and international conferences

We will publish the findings of Work Packages 15 in highlyrecognized journals and international conferences and aim for Open Access publishment where feasible

Implementation of a comprehensive open source library for graph-based models on GPGPUs

We will establish an open source implementation for working on discrete data using finite weighted graphs with parallelization support for GPGPUs.

Publicaciones

Variational regularisation for inverse problems with imperfect forward operators and general noise models

Autores: Leon Bungert, Martin Burger, Yury Korolev, Carola-Bibiane Schönlieb
Publicado en: Inverse Problems, Edición 36/12, 2020, Página(s) 125014, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/abc531

Learning new physics efficiently with nonparametric methods

Autores: Letizia, Marco; Losapio, Gianvito; Rando, Marco; Grosso, Gaia; Wulzer, Andrea; Pierini, Maurizio; Zanetti, Marco; Rosasco, Lorenzo
Publicado en: The European Physical Journal C, Edición 82.10, 2022, ISSN 1434-6052
Editor: Springer
DOI: 10.1140/epjc/s10052-022-10830-y

Rates of Convergence for Laplacian Semi-Supervised Learning with Low Labeling Rates

Autores: Jeff Calder, Dejan Slepcev and Matthew Thorpe
Publicado en: Research in the Mathematical Sciences, Edición 10.1, 2023, ISSN 2522-0144
Editor: SpringerOpen
DOI: 10.1007/s40687-022-00371-x

COL0RME: Super-resolution microscopy based on sparse blinking/fluctuating fluorophore localization and intensity estimation

Autores: Stergiopoulou, Vasiliki; Calatroni, Luca; de Morais Goulart, Henrique; Schaub, Sébastien; Blanc-Féraud, Laure
Publicado en: Biological Imaging, Edición 2.E1, 2022, ISSN 2633-903X
Editor: Cambridge University Press
DOI: 10.1017/s2633903x22000010

A Stochastic Proximal Alternating Minimization for Nonsmooth and Nonconvex Optimization

Autores: Driggs, Derek; Tang, Junqi; Liang, Jingwei; Davies, Mike; Schönlieb, Carola-Bibiane
Publicado en: SIAM Journal on Imaging Sciences, Edición 14.4, 2021, Página(s) 1932--1970, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/20m1387213

Continuum limit of p-Laplacian evolution problems on graphs:Lq graphons and sparse graphs

Autores: I. El Bouchairi, M.J. Fadili, A. Elmoataz
Publicado en: ESAIM: Mathematical Modelling and Numerical Analysis, Edición 57.3, 2023, Página(s) 1795--1838, ISSN 0764-583X
Editor: EDP Sciences
DOI: 10.1051/m2an/2023006

Network Structured Kinetic Models of Social Interactions.

Autores: Martin Burger
Publicado en: Vietnam Journal of Mathematics, Edición 49.3, 2021, Página(s) 937-956, ISSN 2305-2228
Editor: Springer
DOI: 10.1007/s10013-021-00505-8

On and beyond Total Variation regularisation in imaging: the role of space variance

Autores: Pragliola, Monica; Calatroni, Luca; Lanza, Alessandro; Sgallari, Fiorella
Publicado en: SIAM Review, Edición 65.3, 2023, Página(s) 601-685, ISSN 0036-1445
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/21m1410683

On Learned Operator Correction in Inverse Problems

Autores: Sebastian Lunz, Andreas Hauptmann, Tanja Tarvainen, Carola-Bibiane Schönlieb, Simon Arridge
Publicado en: SIAM Journal on Imaging Sciences, Edición 14/1, 2021, Página(s) 92-127, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/20m1338460

A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation

Autores: R Ke, A Aviles-Rivero, S Pandey, S Reddy, CB Schönlieb
Publicado en: IEEE Transactions on Image Processing, Edición 31, 2022, Página(s) 1805 - 1815, ISSN 1057-7149
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2022.3144036

ADMM-Based Residual Whiteness Principle for Automatic Parameter Selection in Single Image Super-Resolution Problems

Autores: Pragliola, Monica; Calatroni, Luca; Lanza, Alessandro; Sgallari, Fiorella
Publicado en: Journal of Mathematical Imaging and Vision, Edición 65.1, 2022, Página(s) 99--123, ISSN 0924-9907
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10851-022-01110-1

Continuum Limit of Lipschitz Learning on Graphs

Autores: Tim Roith, Leon Bungert
Publicado en: Foundations of Computational Mathematics, Edición 23.2, 2020, Página(s) 393-431, ISSN 1615-3375
Editor: Springer Verlag
DOI: 10.1007/s10208-022-09557-9

On Anisotropic Optical Flow Inpainting Algorithms

Autores: Lara Raad; Maria Oliver; Coloma Ballester; Gloria Haro; Enric Meinhardt
Publicado en: Image Processing On Line, Edición 1, 2020, Página(s) 78--104, ISSN 2105-1232
Editor: IPOL Image Processing On Line & the authors
DOI: 10.5201/ipol.2020.281

Convergence rates of the Heavy-Ball method for quasi-strongly convex optimization

Autores: Aujol, Jean-François; Dossal, Charles,; Rondepierre, Aude
Publicado en: SIAM Journal on Optimization, Edición 32.3, 2022, Página(s) 1817--1842, ISSN 1052-6234
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/21m1403990

Towards soccer pass feasibility maps: the role of players' orientation

Autores: Arbués-Sangüesa, Adrià; Martín, Adrián; Fernández, Javier; Haro, Gloria; Ballester, Coloma
Publicado en: Journal of Sports Sciences, Edición 39.24, 2021, Página(s) 2772--2785, ISSN 0264-0414
Editor: Taylor & Francis
DOI: 10.1080/02640414.2021.1959176

Deep limits of residual neural networks

Autores: M. Thorpe, Y. van Gennip
Publicado en: Research in the Mathematical Sciences, Edición 10.1, 2022, ISSN 2197-9847
Editor: SpringerOpen
DOI: 10.1007/s40687-022-00370-y

3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning

Autores: Maureen van Eijnatten, Leonardo Rundo, K. Joost Batenburg, Felix Lucka, Emma Beddowes, Carlos Caldas, Ferdia A. Gallagher, Evis Sala, Carola-Bibiane Schönlieb, Ramona Woitek
Publicado en: Computer Methods and Programs in Biomedicine, Edición 208, 2021, Página(s) 106261, ISSN 0169-2607
Editor: Elsevier BV
DOI: 10.1016/j.cmpb.2021.106261

The U-Net Family for Epicardial Adipose Tissue Segmentation and Quantification in Low-Dose CT

Autores: Liu, Lu; Ma, Runlei; van Ooijen, Peter M. A.; Oudkerk, Matthijs; Vliegenthart, Rozemarijn; Veldhuis, Raymond N. J.; Brune, Christoph
Publicado en: Technologies, Edición 11.4, 2023, Página(s) 104, ISSN 2227-7080
Editor: MDPI
DOI: 10.3390/technologies11040104

From graph cuts to isoperimetric inequalities: Convergence rates of Cheeger cuts on data clouds

Autores: Trillos, Nicolas Garcia; Murray, Ryan; Thorpe, Matthew
Publicado en: Archive for Rational Mechanics and Analysis, Edición 244.3, 2022, Página(s) 541-598, ISSN 0003-9527
Editor: Springer Verlag
DOI: 10.1007/s00205-022-01770-8

Modular-Proximal Gradient Algorithms in Variable Exponent Lebesgue Spaces

Autores: Lazzaretti, Marta; Calatroni, Luca; Estatico, Claudio
Publicado en: SIAM Journal on Scientific Computing, Edición 44.6, 2022, Página(s) A3463-A3489, ISSN 1064-8275
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/21m1464336

Convergence of an asynchronous block-coordinate forward-backward algorithm for convex composite optimization

Autores: Traoré, Cheik; Salzo, Saverio; Villa, Silvia
Publicado en: Computational Optimization and Applications, Edición 86.1, 2023, Página(s) 303-344, ISSN 0926-6003
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10589-023-00489-w

Structural analysis of an L-infinity variationalproblem and relations to distance functions

Autores: Leon Bungert, Yury Korolev, Martin Burger
Publicado en: Pure and Applied Analysis, Edición 2/3, 2020, Página(s) 703-738, ISSN 2578-5885
Editor: Mathematical Science Publishers
DOI: 10.2140/paa.2020.2.703

"Improving ""Fast Iterative Shrinkage-Thresholding Algorithm"": Faster, Smarter, and Greedier"

Autores: Liang, Jingwei; Luo, Tao; Schönlieb, Carola-Bibiane
Publicado en: {SIAM} Journal on Scientific Computing, Edición 44.3, 2022, Página(s) A1069-A1091, ISSN 1064-8275
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/21m1395685

An elementary analysis of ridge regression with random design

Autores: Mourtada, Jaouad; Rosasco, Lorenzo
Publicado en: Comptes Rendus. Math{\'{e}}matique, Edición 360.G9, 2022, Página(s) 1055--1063, ISSN 1631-073X
Editor: Elsevier Masson
DOI: 10.5802/crmath.367

Constrained and Unconstrained Inverse Potts Modelling for Joint Image Super-Resolution and Segmentation

Autores: Mylonopoulos, Dario; Cascarano, Pasquale; Calatroni, Luca; Piccolomini, Elena Loli
Publicado en: Image Processing On Line, Edición 12, 2022, Página(s) 92--110, ISSN 2105-1232
Editor: Image Processing On Line & the authors
DOI: 10.5201/ipol.2022.393

Learning phase field mean curvature flows with neural networks

Autores: Bretin, Elie; Denis, Roland; Masnou, Simon; Terii, Garry
Publicado en: Journal of Computational Physics, Edición 470, 2022, Página(s) 111579, ISSN 0021-9991
Editor: Academic Press
DOI: 10.1016/j.jcp.2022.111579

Fast and stable schemes for non-linear osmosis filtering

Autores: Calatroni, L.; Morigi, S.; Parisotto, S.; Recupero, G. A.
Publicado en: Computers & Mathematics with Applications, Edición 133, 2023, Página(s) 30-47, ISSN 0898-1221
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.camwa.2022.12.015

Joint reconstruction-segmentation on graphs

Autores: Jeremy Budd, Yves van Gennip, Jonas Latz, Simone Parisotto, Carola-Bibiane Schönlieb
Publicado en: SIAM Journal on Imaging Sciences, Edición 16.2, 2023, Página(s) 911-947, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/22m151546x

Modes of Homogeneous Gradient Flows

Autores: Ido Cohen; Omri Azencot; Pavel Lifshits; Guy Gilboa
Publicado en: SIAM Journal on Imaging Sciences, Edición 14.3, 2021, Página(s) 913--945, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.13140/rg.2.2.28495.71848

Autophosphorylation and the dynamics of the activation of Lck

Autores: Lisa Maria Kreusser, Alan D. Rendall
Publicado en: Bulletin of Mathematical Biology, Edición 83.6, 2021, ISSN 0092-8240
Editor: Academic Press
DOI: 10.1007/s11538-021-00900-9

A Geometric Integration Approach to Nonsmooth, Nonconvex Optimisation

Autores: Riis, Erlend S.; Ehrhardt, Matthias J.; Quispel, G. R. W.; Schönlieb, Carola-Bibiane
Publicado en: Foundations of Computational Mathematics, Edición 22.5, 2021, Página(s) 1351--1394, ISSN 1615-3375
Editor: Springer Verlag
DOI: 10.1007/s10208-020-09489-2

Space-variant image reconstruction via Cauchy regularisation: Application to Optical Coherence Tomography

Autores: Achim, Alin; Calatroni, Luca; Morigi, Serena; Scrivanti, Gabriele
Publicado en: Signal Processing, Edición 205, 2023, Página(s) 108866, ISSN 0165-1684
Editor: Elsevier BV
DOI: 10.1016/j.sigpro.2022.108866

FISTA is an automatic geometrically optimized algorithm for strongly convex functions

Autores: J-F Aujol, C. Dossal, and A. Rondepierre
Publicado en: Mathematical Programming, 2023, ISSN 0025-5610
Editor: Springer Verlag
DOI: 10.1007/s10107-023-01960-6

Mean-field optimal control for biological pattern formation

Autores: Burger, Martin; Kreusser, Lisa Maria; Totzeck, Claudia
Publicado en: ESAIM: Control, Optimisation and Calculus of Variations, Edición 27, 2021, Página(s) 40, ISSN 1292-8119
Editor: EDP Sciences
DOI: 10.1051/cocv/2021034

Unsupervised clustering of Roman potsherds via Variational Autoencoders

Autores: Parisotto, Simone; Leone, Ninetta; Schönlieb, Carola-Bibiane; Launaro, Alessandro
Publicado en: Journal of Archaeological Science, Edición 142, 2022, Página(s) 105598, ISSN 0305-4403
Editor: Academic Press
DOI: 10.1016/j.jas.2022.105598

A Bregman Learning Framework for Sparse Neural Networks

Autores: Bungert, Leon; Roith, Tim; Tenbrinck, Daniel; Burger, Martin
Publicado en: Journal of Machine Learning Research, Edición 23.192, 2022, ISSN 1533-7928
Editor: Journal of Machine Learning Research
DOI: 10.48550/arxiv.2105.04319

imaging with equivariant deep learning: from unrolled network design to fully unsupervised learning

Autores: Chen, Dongdong; Davies, Mike; Ehrhardt, Matthias J.; Schonlieb, Carola-Bibiane; Sherry, Ferdia; Tachella, Julian
Publicado en: IEEE Signal Processing Magazine, Edición 40.1, 2023, Página(s) 134--147, ISSN 1053-5888
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/msp.2022.3205430

Unsupervised Image Restoration Using Partially Linear Denoisers

Autores: R Ke, CB Schönlieb
Publicado en: IEEE Transactions on Pattern Analysis and Machine Intelligence, Edición 44.9, 2021, Página(s) 5796 -- 5812, ISSN 0162-8828
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpami.2021.3070382

On the Emergence of Whole-Body Strategies From Humanoid Robot Push-Recovery Learning

Autores: Ferigo, Diego; Camoriano, Raffaello; Viceconte, Paolo Maria; Calandriello, Daniele; Traversaro, Silvio; Rosasco, Lorenzo; Pucci, Daniele
Publicado en: IEEE Robotics and Automation Letters, Edición 6.4, 2021, Página(s) 8561--8568, ISSN 2377-3766
Editor: IEEE
DOI: 10.1109/lra.2021.3076955

Convergence rates of the Heavy-Ball method with Lojasiewicz property

Autores: Aujol, J-F; Dossal, Ch; Rondepierre, Aude
Publicado en: Mathematical Programming, Edición 198.1, 2022, Página(s) 195-254, ISSN 0025-5610
Editor: Springer Verlag
DOI: 10.1007/s10107-022-01770-2

Zeroth-order optimization with orthogonal random directions

Autores: Kozak, David; Molinari, Cesare; Rosasco, Lorenzo; Tenorio, Luis; Villa, Silvia
Publicado en: Mathematical Programming, Edición 199.1-2, 2022, Página(s) 1179--1219, ISSN 0025-5610
Editor: Springer Verlag
DOI: 10.1007/s10107-022-01866-9

Anatomy-aided deep learning for medical image segmentation: a review

Autores: Liu, Lu; Wolterink, Jelmer M.; Brune, Christoph; Veldhuis, Raymond N. J.
Publicado en: Physics in Medicine & Biology, Edición 66.11, 2021, Página(s) 11TR01, ISSN 1361-6560
Editor: IOP Publishing
DOI: 10.1088/1361-6560/abfbf4

Mumford–Shah functionals on graphs and their asymptotics

Autores: Marco Caroccia, Antonin Chambolle, Dejan Slepčev
Publicado en: Nonlinearity, Edición 33/8, 2020, Página(s) 3846-3888, ISSN 0951-7715
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6544/ab81ee

Multi-Task Deep Learning for Image Segmentation Using Recursive Approximation Tasks

Autores: R. Ke, A. Bugeau, N. Papadakis, M. Kirkland, P. Schuetz and C. -B. Schönlieb
Publicado en: IEEE Transactions on Image Processing, Edición 30, 2021, Página(s) 3555-3567, ISSN 1057-7149
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2021.3062726

Continuum Limits of Nonlocal $p$-Laplacian Variational Problems on Graphs

Autores: Yosra Hafiene; Jalal M. Fadili; Abderrahim Elmoataz
Publicado en: SIAM Journal on Imaging Sciences, Society for Industrial and Applied Mathematics, 2019, Edición 39, 2019, Página(s) 1772--1807, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/18m1223927

Robust Image Reconstruction With Misaligned Structural Information

Autores: Leon Bungert, Matthias J. Ehrhardt
Publicado en: IEEE Access, Edición 8, 2020, Página(s) 222944-222955, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.3043638

Mass-conserving diffusion-based dynamics on graphs

Autores: Budd, Jeremy; van Gennip, Yves
Publicado en: European Journal of Applied Mathematics, Edición 33.3, 2021, Página(s) 423--471, ISSN 0956-7925
Editor: Cambridge University Press
DOI: 10.1017/s0956792521000061

Construction and Monte Carlo estimation of wavelet frames generated by a reproducing kernel

Autores: De Vito, Ernesto; Kereta, Zeljko; Naumova, Valeriya; Rosasco, Lorenzo; Vigogna, Stefano
Publicado en: Journal of Fourier Analysis and Applications, Edición 27.2, 2021, ISSN 1069-5869
Editor: Birkhaeuser
DOI: 10.1007/s00041-021-09835-0

Monitoring early-successional trees for tropical forest restoration using low-cost UAV-based species classification

Autores: Jonathan Williams, Carola-Bibiane Schönlieb, Tom Swinfield, Bambang Irawan, Eva Achmad, Muhammad Zudhi, Habibi, Elva Gemita, David A. Coomes
Publicado en: Frontiers in Forests and Global Change, Edición 5, 2022, ISSN 2624-893X
Editor: Frontiers Media S.A.
DOI: 10.3389/ffgc.2022.876448

Variational multi-task MRI reconstruction: Joint reconstruction, registration and super-resolution

Autores: Veronica Corona, Angelica Aviles-Rivero, Noémie Debroux, Carole Le Guyader, Carola-Bibiane Schönlieb
Publicado en: Medical Image Analysis, Edición 68, 2021, Página(s) 101941, ISSN 1361-8415
Editor: Elsevier BV
DOI: 10.1016/j.media.2020.101941

Duality Theory and a Primal-Dual Algorithm on Riemannian Manifolds

Autores: Ronny Bergmann, Roland Herzog, Maurício Silva Louzeiro, Daniel Tenbrinck, José Vidal-Núñez
Publicado en: Foundations of Computational Mathematics, 2021, ISSN 1615-3375
Editor: Springer Verlag
DOI: 10.1007/s10208-020-09486-5

Ground Truth Free Denoising by Optimal Transport

Autores: Sören Dittmer, Carola-Bibiane Schönlieb, Peter Maass
Publicado en: Numerical Algebra, Control and Optimization, 2020, ISSN 2155-3289
Editor: American Institute of Mathematical Sciences
DOI: 10.3934/naco.2022017

Classification and image processing with a semi-discrete scheme for fidelity forced Allen--Cahn on graphs

Autores: Jeremy Budd, Yves van Gennip, and Jonas Latz
Publicado en: GAMM-Mitteilungen, Edición 44.1, 2021, ISSN 1522-2608
Editor: Wiley-VCH
DOI: 10.1002/gamm.202100004

GraphXCOVID: Explainable Deep Graph Diffusion Pseudo-Labelling for Identifying COVID-19 on Chest X-rays

Autores: A. I Aviles-Rivero, P. Sellars, C.B. Schönlieb , N. Papadakis
Publicado en: Pattern Recognition, Edición 122, 2022, Página(s) 108274, ISSN 0031-3203
Editor: Pergamon Press
DOI: 10.1016/j.patcog.2021.108274

Fluorescence image deconvolution microscopy via generative adversarial learning (FluoGAN)

Autores: Mayeul Cachia; Vasiliki Stergiopoulou; Luca Calatroni; Sebastien Schaub; Laure Blanc-Féraud
Publicado en: Inverse Problems, Edición 39.5, 2023, Página(s) 054006, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/acc889

Graph MBO on Star Graphs and Regular Trees. With Corrections to DOI 10.1007/s00032-014-0216-8

Autores: Yves van Gennip
Publicado en: Milan Journal of Mathematics, Edición 87/1, 2019, Página(s) 141-168, ISSN 1424-9286
Editor: Birkhauser Verlag
DOI: 10.1007/s00032-019-00296-1

An Analysis and Speedup of the FALDOI Method for Optical Flow Estimation

Autores: Ferran P. Gamonal, Coloma Ballester, Gloria Haro, Enric Meinhardt-Llopis, Roberto P. Palomares
Publicado en: Image Processing On Line, Edición 9, 2019, Página(s) 94-123, ISSN 2105-1232
Editor: IPOL & the authors
DOI: 10.5201/ipol.2019.238

Anisotropic osmosis filtering for shadow removal in images

Autores: Simone Parisotto, Luca Calatroni, Marco Caliari, Carola-Bibiane Schönlieb, Joachim Weickert
Publicado en: Inverse Problems, Edición 35/5, 2019, Página(s) 054001, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ab08d2

Unveiling the invisible: mathematical methods for restoring and interpreting illuminated manuscripts

Autores: Luca Calatroni, Marie d’Autume, Rob Hocking, Stella Panayotova, Simone Parisotto, Paola Ricciardi, Carola-Bibiane Schönlieb
Publicado en: Heritage Science, Edición 6/1, 2018, ISSN 2050-7445
Editor: BioMed Central Ltd
DOI: 10.1186/s40494-018-0216-z

Theoretical Analysis of Flows Estimating Eigenfunctions of One-Homogeneous Functionals

Autores: Jean-Franois Aujol, Guy Gilboa, Nicolas Papadakis
Publicado en: SIAM Journal on Imaging Sciences, Edición 11/2, 2018, Página(s) 1416-1440, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/17m1139126

Rayleigh quotient minimization for absolutely one-homogeneous functionals

Autores: Tal Feld, Jean-François Aujol, Guy Gilboa, Nicolas Papadakis
Publicado en: Inverse Problems, Edición 35/6, 2019, Página(s) 064003, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ab0cb2

An Affine Invariant Patch Similarity

Autores: Vadim Fedorov, Coloma Ballester
Publicado en: Image Processing On Line, Edición 8, 2018, Página(s) 490-513, ISSN 2105-1232
Editor: IPOL & the authors
DOI: 10.5201/ipol.2018.202

Automatic Flare Spot Artifact Detection and Removal in Photographs

Autores: Patricia Vitoria, Coloma Ballester
Publicado en: Journal of Mathematical Imaging and Vision, Edición 61/4, 2019, Página(s) 515-533, ISSN 0924-9907
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10851-018-0859-0

Thresholding gradient methods in Hilbert spaces: support identification and linear convergence

Autores: Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
Publicado en: ESAIM: Control, Optimisation and Calculus of Variations, 2019, ISSN 1292-8119
Editor: EDP Sciences
DOI: 10.1051/cocv/2019011

Solution paths of variational regularization methods for inverse problems

Autores: Leon Bungert, Martin Burger
Publicado en: Inverse Problems, Edición 35/10, 2019, Página(s) 105012, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ab1d71

An entropic Landweber method for linear ill-posed problems

Autores: M Burger, E Resmerita, M Benning
Publicado en: Inverse Problems, Edición 36/1, 2020, Página(s) 015009, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ab5c49

Asymptotic profiles of nonlinear homogeneous evolution equations of gradient flow type

Autores: Leon Bungert, Martin Burger
Publicado en: Journal of Evolution Equations, 2019, ISSN 1424-3199
Editor: Birkhauser Verlag
DOI: 10.1007/s00028-019-00545-1

Nonlocal $p$-Laplacian Evolution Problems on Graphs

Autores: Yosra Hafiene, Jalal Fadili, Abderrahim Elmoataz
Publicado en: SIAM Journal on Numerical Analysis, Edición 56/2, 2018, Página(s) 1064-1090, ISSN 0036-1429
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/17m1123596

Continuum limit of the nonlocal p -Laplacian evolution problem on random inhomogeneous graphs

Autores: Yosra Hafiene, Jalal M. Fadili, Christophe Chesneau, Abderrahim Elmoataz
Publicado en: ESAIM: Mathematical Modelling and Numerical Analysis, Edición 54/2, 2020, Página(s) 565-589, ISSN 0764-583X
Editor: EDP Sciences
DOI: 10.1051/m2an/2019066

Partial differential equations and variational methods for geometric processing of images

Autores: Blanche Buet, Jean-Marie Mirebeau, Yves van Gennip, François Desquilbet, Johann Dreo, Frédéric Barbaresco, Gian Paolo Leonardi, Simon Masnou, Carola-Bibiane Schönlieb
Publicado en: The SMAI journal of computational mathematics, Edición S5, 2019, Página(s) 109-128, ISSN 2426-8399
Editor: Centre Mersenne
DOI: 10.5802/smai-jcm.55

A computational model for grid maps in neural populations

Autores: Fabio Anselmi, Micah M. Murray, Benedetta Franceschiello
Publicado en: Journal of Computational Neuroscience, 2020, ISSN 0929-5313
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10827-020-00742-9

Bregman Itoh–Abe Methods for Sparse Optimisation

Autores: Martin Benning, Erlend Skaldehaug Riis, Carola-Bibiane Schönlieb
Publicado en: Journal of Mathematical Imaging and Vision, 2020, ISSN 0924-9907
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10851-020-00944-x

Superpixel Contracted Graph-Based Learning for Hyperspectral Image Classification

Autores: Philip Sellars, Angelica I. Aviles-Rivero, Carola-Bibiane Schonlieb
Publicado en: IEEE Transactions on Geoscience and Remote Sensing, 2020, Página(s) 1-14, ISSN 0196-2892
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2961599

A Variational Model Dedicated to Joint Segmentation, Registration, and Atlas Generation for Shape Analysis

Autores: Noémie Debroux, John Aston, Fabien Bonardi, Alistair Forbes, Carole Le Guyader, Marina Romanchikova, Carola-Bibiane Schönlieb
Publicado en: SIAM Journal on Imaging Sciences, Edición 13/1, 2020, Página(s) 351-380, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/19m1271907

TOMOGRAPHIC RECONSTRUCTION WITH SPATIALLY VARYING PARAMETER SELECTION

Autores: Yiqiu Dong, Carola-Bibiane Schönlieb
Publicado en: Inverse Problems, 2020, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ab72d4

A multi‐contrast MRI approach to thalamus segmentation

Autores: Veronica Corona, Jan Lellmann, Peter Nestor, Carola‐Bibiane Schönlieb, Julio Acosta‐Cabronero
Publicado en: Human Brain Mapping, 2020, ISSN 1065-9471
Editor: John Wiley & Sons Inc.
DOI: 10.1002/hbm.24933

Stability Analysis of Line Patterns of an Anisotropic Interaction Model

Autores: José A. Carrillo, Bertram Düring, Lisa Maria Kreusser, Carola-Bibiane Schönlieb
Publicado en: SIAM Journal on Applied Dynamical Systems, Edición 18/4, 2019, Página(s) 1798-1845, ISSN 1536-0040
Editor: Society of Industrial and Applied Mathematics
DOI: 10.1137/18m1181638

3D Segmentation of Trees Through a Flexible Multiclass Graph Cut Algorithm

Autores: Jonathan Williams, Carola-Bibiane Schonlieb, Tom Swinfield, Juheon Lee, Xiaohao Cai, Lan Qie, David A. Coomes
Publicado en: IEEE Transactions on Geoscience and Remote Sensing, Edición 58/2, 2020, Página(s) 754-776, ISSN 0196-2892
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2940146

Faster PET reconstruction with non-smooth priors by randomization and preconditioning

Autores: Matthias J Ehrhardt, Pawel Markiewicz, Carola-Bibiane Schönlieb
Publicado en: Physics in Medicine & Biology, Edición 64/22, 2019, Página(s) 225019, ISSN 1361-6560
Editor: IOP Publishing Ltd
DOI: 10.1088/1361-6560/ab3d07

Solving inverse problems using data-driven models

Autores: Simon Arridge, Peter Maass, Ozan Öktem, Carola-Bibiane Schönlieb
Publicado en: Acta Numerica, Edición 28, 2019, Página(s) 1-174, ISSN 0962-4929
Editor: Cambridge University Press
DOI: 10.1017/s0962492919000059

Linkage Between Piecewise Constant Mumford--Shah Model and Rudin--Osher--Fatemi Model and Its Virtue in Image Segmentation

Autores: Xiaohao Cai, Raymond Chan, Carola-Bibiane Schönlieb, Gabriele Steidl, Tieyong Zeng
Publicado en: SIAM Journal on Scientific Computing, Edición 41/6, 2019, Página(s) B1310-B1340, ISSN 1064-8275
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/18m1202980

Enhancing joint reconstruction and segmentation with non-convex Bregman iteration

Autores: Veronica Corona, Martin Benning, Matthias J Ehrhardt, Lynn F Gladden, Richard Mair, Andi Reci, Andrew J Sederman, Stefanie Reichelt, Carola-Bibiane Schönlieb
Publicado en: Inverse Problems, Edición 35/5, 2019, Página(s) 055001, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ab0b77

Directional sinogram inpainting for limited angle tomography

Autores: Robert Tovey, Martin Benning, Christoph Brune, Marinus J Lagerwerf, Sean M Collins, Rowan K Leary, Paul A Midgley, Carola-Bibiane Schönlieb
Publicado en: Inverse Problems, Edición 35/2, 2019, Página(s) 024004, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/aaf2fe

Template-Based Image Reconstruction from Sparse Tomographic Data

Autores: Lukas F. Lang, Sebastian Neumayer, Ozan Öktem, Carola-Bibiane Schönlieb
Publicado en: Applied Mathematics & Optimization, 2019, ISSN 0095-4616
Editor: Springer Verlag
DOI: 10.1007/s00245-019-09573-2

An MBO scheme for clustering and semi-supervised clustering of signed networks

Autores: Mihai Cucuringu, Andrea Pizzoferrato, Yves van Gennip
Publicado en: Communications in Mathematical Sciences, Edición 19450796, 2021, Página(s) 73 – 109, ISSN 1945-0796
Editor: International Press
DOI: 10.4310/cms.2021.v19.n1.a4

A Max-Cut approximation using a graph based MBO scheme

Autores: Blaine Keetch, Yves van Gennip
Publicado en: Discrete & Continuous Dynamical Systems - B, Edición 24/11, 2019, Página(s) 6091-6139, ISSN 1553-524X
Editor: American Institute of Mathematical Sciences
DOI: 10.3934/dcdsb.2019132

Optical flow analysis reveals that Kinesin-mediated advection impacts the orientation of microtubules in the Drosophila oocyte

Autores: Maik Drechsler, Lukas F. Lang, Layla Al-Khatib, Hendrik Dirks, Martin Burger, Carola-Bibiane Schönlieb, Isabel M. Palacios
Publicado en: Molecular Biology of the Cell, Edición 31/12, 2020, Página(s) 1246-1258, ISSN 1059-1524
Editor: American Society for Cell Biology
DOI: 10.1091/mbc.e19-08-0440

Analysis and automatic parameter selection of a variational model for mixed Gaussian and salt-and-pepper noise removal

Autores: Luca Calatroni, Kostas Papafitsoros
Publicado en: Inverse Problems, Edición 35/11, 2019, Página(s) 114001, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ab291a

Approximation of the second eigenvalue of the $p$-Laplace operator in symmetric domains

Autores: Bozorgnia, Farid
Publicado en: Journal of Computational and Applied Mathematics, Edición 434, 2023, Página(s) 115349, ISSN 0377-0427
Editor: Elsevier BV
DOI: 10.1016/j.cam.2023.115349

A Deterministic Approach to Avoid Saddle Points

Autores: Lisa Maria Kreusser, Stanley J. Osher, Bao Wang
Publicado en: European Journal of Applied Mathematics, Edición 34.4, 2023, Página(s) 738-757, ISSN 0956-7925
Editor: Cambridge University Press
DOI: 10.1017/s0956792522000316

Nonlinear Spectral Decompositions by Gradient Flows of One-Homogeneous Functionals

Autores: Bungert, Leon; Burger, Martin; Chambolle, Antonin; Novaga, Matteo
Publicado en: Analysis & PDE, Edición 14.3, 2021, Página(s) 823--860, ISSN 2157-5045
Editor: Mathematical Sciences Publishers
DOI: 10.2140/apde.2021.14.823

Convergence of Stochastic Proximal Gradient Algorithm

Autores: Lorenzo Rosasco, Silvia Villa, Bằng Công Vũ
Publicado en: Applied Mathematics & Optimization, 2019, ISSN 0095-4616
Editor: Springer Verlag
DOI: 10.1007/s00245-019-09617-7

Large data and zero noise limits of graph-based semi-supervised learning algorithms

Autores: Matthew M. Dunlop, Dejan Slepčev, Andrew M. Stuart, Matthew Thorpe
Publicado en: Applied and Computational Harmonic Analysis, 2019, ISSN 1063-5203
Editor: Academic Press
DOI: 10.1016/j.acha.2019.03.005

Equilibria of an anisotropic nonlocal interaction equation: Analysis and numerics

Autores: José A. Carrillo, Bertram Düring, Lisa Maria Kreusser, Carola-Bibiane Schönlieb
Publicado en: Discrete and Continuous Dynamical Systems, Edición 41.8, 2021, Página(s) 3985-4012, ISSN 1078-0947
Editor: Dept. of Mathematics, Southwest Missouri State University
DOI: 10.3934/dcds.2021025

Detection of high codimensional bifurcations in variational PDEs

Autores: L M Kreusser, R I McLachlan, C Offen
Publicado en: Nonlinearity, Edición 33/5, 2020, Página(s) 2335-2363, ISSN 0951-7715
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6544/ab7293

Accelerated iterative regularization via dual diagonal descent

Autores: Luca Calatroni, Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
Publicado en: SIAM Journal on Optimization, Edición 31.1, 2021, Página(s) 754-784, ISSN 1052-6234
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/19m1308888

On-line object detection: a robotics challenge

Autores: Elisa Maiettini, Giulia Pasquale, Lorenzo Rosasco, Lorenzo Natale
Publicado en: Autonomous Robots, 2019, ISSN 0929-5593
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10514-019-09894-9

Parallel Random Block-Coordinate Forward-Backward Algorithm: A Unified Convergence Analysis

Autores: Salzo, Saverio; Villa, Silvia
Publicado en: Mathematical Programming, Edición 193, 2022, Página(s) 225-269, ISSN 0025-5610
Editor: Springer Verlag
DOI: 10.1007/s10107-020-01602-1

Multi-Scale Vector Quantization with Reconstruction Trees

Autores: Enrico Cecini, Ernesto De Vito, Lorenzo Rosasco
Publicado en: Information and Inference: A Journal of the IMA, Edición 10.3, 2019, Página(s) 955-986, ISSN 2049-8772
Editor: Oxford University Press
DOI: 10.1093/imaiai/iaaa004

Reproducing kernel Hilbert spaces on manifolds: Sobolev and Diffusion spaces

Autores: Ernesto De Vito, Nicole Mücke, Lorenzo Rosasco
Publicado en: Analysis and Applications, Edición 19.3, 2019, Página(s) 363--396, ISSN 0219-5305
Editor: World Scientific
DOI: 10.1142/s0219530520400114

Accelerating variance-reduced stochastic gradient methods

Autores: Derek Driggs, Matthias J. Ehrhardt, Carola-Bibiane Schönlieb
Publicado en: Mathematical Programming, 2020, ISSN 0025-5610
Editor: Springer Verlag
DOI: 10.1007/s10107-020-01566-2

Learning the Sampling Pattern for MRI

Autores: Ferdia Sherry, Martin Benning, Juan Carlos De los Reyes, Martin J. Graves, Georg Maierhofer, Guy Williams, Carola-Bibiane Schönlieb, Matthias J. Ehrhardt
Publicado en: IEEE Transactions on Medical Imaging, Edición 39.12, 2020, Página(s) 4310 - 4321, ISSN 0278-0062
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmi.2020.3017353

Deep learning as optimal control problems: Models and numerical methods

Autores: Martin Benning, Elena Celledoni, Matthias J. Ehrhardt, Brynjulf Owren, Carola-Bibiane Schönlieb
Publicado en: Journal of Computational Dynamics, Edición 6/2, 2019, Página(s) 171-198, ISSN 2158-2505
Editor: American Institute of Mathematical Sciences
DOI: 10.3934/jcd.2019009

Weak and approximate curvatures of a measure: a varifold perspective

Autores: Buet, Blanche; Leonardi, Gian Paolo; Masnou, Simon
Publicado en: Nonlinear Analysis, Edición 222, 2022, Página(s) 112983, ISSN 0362-546X
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.na.2022.112983

Higher-Order Total Directional Variation: Analysis

Autores: Simone Parisotto, Simon Masnou, Carola-Bibiane Schönlieb
Publicado en: SIAM Journal on Imaging Sciences, Edición 13/1, 2020, Página(s) 474-496, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/19m1239210

Learned SVD: solving inverse problems via hybrid autoencoding

Autores: Yoeri E. Boink, Christoph Brune
Publicado en: SIAM Journal on Imaging Sciences (SIIMS), 2019, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics

Deep learning of circulating tumour cells

Autores: Leonie L. Zeune, Yoeri E. Boink, Guus van Dalum, Afroditi Nanou, Sanne de Wit, Kiki C. Andree, Joost F. Swennenhuis, Stephan A. van Gils, Leon W.M.M. Terstappen, Christoph Brune
Publicado en: Nature Machine Intelligence, Edición 2/2, 2020, Página(s) 124-133, ISSN 2522-5839
Editor: Springer Nature Limited
DOI: 10.1038/s42256-020-0153-x

On a class of singularly perturbed elliptic systems with asymptotic phase segregation

Autores: Bozorgnia, Farid; Burger, Martin; Fotouhi, Morteza
Publicado en: Discrete and Continuous Dynamical Systems, Edición 42.7, 2022, Página(s) 3539, ISSN 1078-0947
Editor: Dept. of Mathematics, Southwest Missouri State University
DOI: 10.3934/dcds.2022023

TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems

Autores: K Wei, A Aviles-Rivero, J Liang, Y Fu, H Huang, CB Schönlieb
Publicado en: Journal of Machine Learning Research, Edición 23.16, 2022, Página(s) 1-48, ISSN 1533-7928
Editor: Journal of Machine Learning Research

Approximation of multiphase mean curvature flows with arbitrary nonnegative mobilities

Autores: Bonnetier, Eric; Bretin, Elie; Masnou, Simon
Publicado en: Mathematical Methods in the Applied Sciences, Edición 46.9, 2023, Página(s) 11262--11282, ISSN 0170-4214
Editor: John Wiley & Sons Inc.
DOI: 10.1002/mma.9180

Using migrating cells as probes to illuminate features in live embryonic tissues

Autores: Sargon Gross-Thebing, Lukasz Truszkowski, Daniel Tenbrinck, Héctor Sánchez-Iranzo, Carolina Camelo, Kim J. Westerich, Amrita Singh, Paul Maier, Jonas Prengel, Pia Lange, Jan Hüwel, Fjedor Gaede, Ramona Sasse, Bart E. Vos, Timo Betz, Maja Matis, Robert Prevedel, Stefan Luschnig, Alba Diz-Muñoz, Martin Burger, Erez Raz
Publicado en: Science Advances, Edición 6/49, 2020, Página(s) eabc5546, ISSN 2375-2548
Editor: American Association for the Advancement of Science
DOI: 10.1126/sciadv.abc5546

Nonlinear Power Method for Computing Eigenvectors of Proximal Operators and Neural Networks

Autores: Bungert, Leon; Hait-Fraenkel, Ester; Papadakis, Nicolas; Gilboa, Guy
Publicado en: SIAM Journal on Imaging Sciences, Edición 14.3, 2021, Página(s) 1114--1148, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/20m1384154

Image Reconstruction in Light-Sheet Microscopy: Spatially Varying Deconvolution and Mixed Noise

Autores: Toader, Bogdan; Boulanger, J{\'{e}}r{\^{o}}me; Korolev, Yury; Lenz, Martin O.; Manton, James; Schönlieb, Carola-Bibiane; Mure{\c{s}}an, Leila
Publicado en: Journal of Mathematical Imaging and Vision, Edición 64.9, 2022, Página(s) 968-992, ISSN 0924-9907
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10851-022-01100-3

Variational Osmosis for Non-Linear Image Fusion

Autores: Simone Parisotto, Luca Calatroni, Aurelie Bugeau, Nicolas Papadakis, Carola-Bibiane Schonlieb
Publicado en: IEEE Transactions on Image Processing, Edición 29, 2020, Página(s) 5507-5516, ISSN 1057-7149
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2020.2983537

Block-Based Refitting in $$\ell _{12}$$ Sparse Regularization

Autores: Charles-Alban Deledalle, Nicolas Papadakis, Joseph Salmon, Samuel Vaiter
Publicado en: Journal of Mathematical Imaging and Vision, Edición 63/2, 2021, Página(s) 216-236, ISSN 0924-9907
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10851-020-00993-2

Structure preserving deep learning

Autores: Elena Celledoni, Matthias J. Ehrhardt, Christian Etmann, Robert I McLachlan, Brynjulf Owren, Carola-Bibiane Schönlieb, Ferdia Sherry
Publicado en: European Journal of Applied Mathematics, Edición 32.5, 2021, Página(s) 888--936, ISSN 0956-7925
Editor: Cambridge University Press
DOI: 10.1017/s0956792521000139

The Linearized Hellinger--Kantorovich Distance

Autores: Tianji Cai; Junyi Cheng; Bernhard Schmitzer; Matthew Thorpe
Publicado en: SIAM Journal on Imaging Sciences, Edición 15, 2022, Página(s) 45-83, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/21m1400080

Learning Optical Flow for Fast MRI Reconstruction

Autores: T Schmoderer, AI Aviles-Rivero, V Corona, N Debroux, CB Schönlieb
Publicado en: Inverse Problems, Edición 37.9, 2021, Página(s) 95007, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ac164a

Scanning electron diffraction tomography of strain

Autores: Robert Tovey, Duncan N Johnstone, Sean M Collins, William R B Lionheart, Paul A Midgley, Martin Benning, Carola-Bibiane Schönlieb
Publicado en: Inverse Problems, Edición 37/1, 2021, Página(s) 015003, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/abc961

A multiphase Cahn--Hilliard system with mobilities and the numerical simulation of dewetting

Autores: Bretin, Elie; Denis, Roland; Masnou, Simon; Sengers, Arnaud; Terii, Garry
Publicado en: ESAIM: Mathematical Modelling and Numerical Analysis, Edición 57.3, 2023, Página(s) 1473--1509, ISSN 0764-583X
Editor: EDP Sciences
DOI: 10.1051/m2an/2023023

Equivariant neural networks for inverse problems

Autores: Celledoni, Elena; Ehrhardt, Matthias J.; Etmann, Christian; Owren, Brynjulf; Schönlieb, Carola-Bibiane; Sherry, Ferdia
Publicado en: Inverse Problems, Edición 37.8, 2021, Página(s) 85006, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/ac104f

Spectral decomposition of atomic structures in heterogeneous cryo-EM

Autores: Esteve-Yagüe, Carlos; Diepeveen, Willem; Öktem, Ozan; Schönlieb, Carola-Bibiane
Publicado en: Inverse Problems, Edición 39.3, 2023, Página(s) 34003, ISSN 1361-6420
Editor: IOP Publishing
DOI: 10.1088/1361-6420/acb2ba

Common Pitfalls and Recommendations for Using Machine Learning to Detect and Prognosticate for COVID-19 Using Chest Radiographs and CT Scans

Autores: Michael Roberts, Derek Driggs, Matthew Thorpe, Julian Gilbey, Michael Yeung, Stephan Ursprung, Angelica I. Avilés-Rivero, Christian Etmann, Cathal McCague, Lucian Beer, Jonathan R. Weir-McCall, Zhongzhao Teng, James H. F. Rudd, Evis Sala, Carola-Bibiane Schönlieb
Publicado en: Nature Machine Intelligence, Edición 3.3, 2021, Página(s) 199--217, ISSN 2522-5839
Editor: Nature Research
DOI: 10.1038/s42256-021-00307-0

ADHERENT: Learning Human-like Trajectory Generators for Whole-body Control of Humanoid Robots

Autores: Viceconte, Paolo Maria; Camoriano, Raffaello; Romualdi, Giulio; Ferigo, Diego; Dafarra, Stefano; Traversaro, Silvio; Oriolo, Giuseppe; Rosasco, Lorenzo; Pucci, Daniele
Publicado en: IEEE Robotics and Automation Letters, Edición 7.2, 2022, Página(s) 2779--2786, ISSN 2377-3766
Editor: IEEE
DOI: 10.1109/lra.2022.3141658

Kinetic Equations for Processes on Co-evolving Networks

Autores: Martin Burger
Publicado en: Kinetic and Related Models, Edición 15.2, 2022, Página(s) 187, ISSN 1937-5093
Editor: American Institute of Mathematical Sciences
DOI: 10.48550/arxiv.2104.13815

Conditioned Source Separation for Musical Instrument Performances

Autores: Slizovskaia, Olga; Haro, Gloria; Gomez, Emilia
Publicado en: IEEE/ACM Transactions on Audio, Speech, and Language Processing, Edición 29, 2021, Página(s) 2083--2095, ISSN 2329-9290
Editor: IEEE Advancing Technology for Humanity
DOI: 10.1109/taslp.2021.3082331

Dynamic spectral residual superpixels

Autores: Jianchao Zhang, Angelica I. Aviles-Rivero, Daniel Heydecker, Xiaosheng Zhuang, Raymond Chan, Carola-Bibiane Schönlieb
Publicado en: Pattern Recognition, Edición 112, 2021, Página(s) 107705, ISSN 0031-3203
Editor: Pergamon Press
DOI: 10.1016/j.patcog.2020.107705

Exploiting prior knowledge about biological macromolecules in cryo-EM structure determination

Autores: Dari Kimanius, Gustav Zickert, Takanori Nakane, Jonas Adler, Sebastian Lunz, Carola-Bibiane Schönlieb, Ozan Öktem, Sjors H. W. Scheres
Publicado en: IUCrJ, Edición 8/1, 2021, Página(s) 60-75, ISSN 2052-2525
Editor: International Union of Crystallography (IUCr)
DOI: 10.1107/s2052252520014384

Implicit regularization with strongly convex bias: Stability and acceleration

Autores: Villa, Silvia; Matet, Simon; Vu, Bang Cong; Rosasco, Lorenzo
Publicado en: Analysis and Applications, Edición 21.1, 2022, Página(s) 165-191, ISSN 0219-5305
Editor: World Scientific
DOI: 10.1142/s0219530522400139

Eigenvalue Problems in L∞: Optimality Conditions, Duality, and Relations with Optimal Transport

Autores: Leon Bungert, Yury Korolev
Publicado en: Communications of the American Mathematical Society, Edición 2.8, 2022, Página(s) 345--373, ISSN 2692-3688
Editor: American Mathematical Society
DOI: 10.1090/cams/11

Decay estimates for solutions of evolutionary damped p-laplace equations

Autores: Bozorgnia, F.; Peter Lewintan
Publicado en: Electronic Journal of Differential Equations, Vol 2021, Iss 73,, Pp 1-9 (2021), Edición 2021.73, 2021, Página(s) 1-9, ISSN 1072-6691
Editor: Texas State University - San Marcos
DOI: 10.58997/ejde.2021.73

Rates of Convergence for Regression with the Graph Poly-Laplacian

Autores: Nicolás García Trillos, Ryan Murray, Matthew Thorpe
Publicado en: arxiv, 2022
Editor: arxiv
DOI: 10.48550/arxiv.2209.02305

A non-convex variational model for joint polyenergetic CT reconstruction, sensor denoising and material decomposition

Autores: Papanikos, Georgios; Wirth, Benedikt
Publicado en: arxiv, 2022
Editor: arXiv
DOI: 10.48550/arxiv.2206.02908

Learning normal form autoencoders for data-driven discovery of universal,parameter-dependent governing equations

Autores: Kalia, Manu; Brunton, Steven L.; Meijer, Hil G. E.; Brune, Christoph; Kutz, J. Nathan
Publicado en: arXiv, 2021
Editor: arXiv
DOI: 10.48550/arxiv.2106.05102

Covariance-modulated optimal transport and gradient flows

Autores: Burger, Martin; Erbar, Matthias; Hoffmann, Franca; Matthes, Daniel; Schlichting, André
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2302.07773

A Grasp Pose is All You Need: Learning Multi-fingered Grasping with Deep Reinforcement Learning from Vision and Touch

Autores: Ceola, Federico; Maiettini, Elisa; Rosasco, Lorenzo; Natale, Lorenzo
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2306.03484

Parameter-Free FISTA by Adaptive Restart and Backtracking

Autores: Aujol, Jean-François; Calatroni, Luca; Dossal, Charles; Labarrière, Hippolyte; Rondepierre, Aude
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2307.14323

Unsupervised clustering of Roman pottery profiles from their SSAE representation

Autores: S Parisotto, A Launaro, N Leone, CB Schönlieb
Publicado en: arxiv, 2020
Editor: arxiv

A Linear Transportation Lp Distance for Pattern Recognition

Autores: Crook, Oliver M.; Cucuringu, Mihai; Hurst, Tim; Schönlieb, Carola-Bibiane; Thorpe, Matthew; Zygalakis, Konstantinos C.
Publicado en: arXiv, 2020
Editor: arXiv
DOI: 10.48550/arxiv.2009.11262

Learning Football Body-Orientation as a Matter of Classification

Autores: Arbués-Sangüesa, Adrià; Martín, Adrián; Granero, Paulino; Ballester, Coloma; Haro, Gloria
Publicado en: arxiv, 2021
Editor: arxiv
DOI: 10.48550/arxiv.2106.00359

Graph Based Semi-supervised Learning Using Spatial Segregation Theory

Autores: Bozorgnia, Farid; Fotouhi, Morteza; Arakelyan, Avetik; Elmoataz, Abderrahim
Publicado en: arxiv, 2022
Editor: arxiv
DOI: 10.48550/arxiv.2211.16030

The Infinity Laplacian eigenvalue problem: reformulation and a numerical scheme

Autores: Bozorgnia, Farid; Bungert, Leon; Tenbrinck, Daniel
Publicado en: arxiv, 2020
Editor: arxiv
DOI: 10.48550/arxiv.2004.08127

Uniqueness of a solution to a general class of discrete system defined on connected graphs

Autores: Arakelyan, Avetik; Bozorgnia, Farid
Publicado en: arxiv, 2022
Editor: arxiv
DOI: 10.48550/arxiv.2207.11957

Γ-Convergence of an Ambrosio-Tortorelli approximation scheme for image segmentation

Autores: Fonseca, Irene; Kreusser, Lisa Maria; Schönlieb, Carola-Bibiane; Thorpe, Matthew
Publicado en: arxiv, 2022
Editor: arxiv
DOI: 10.48550/arxiv.2202.04965

Consistency of Fractional Graph-Laplacian Regularization in Semi-Supervised Learning with Finite Labels

Autores: Weihs, Adrien; Thorpe, Matthew
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2303.07818

On anisotropic diffusion equations for label propagation

Autores: Lisa Maria Kreusser, Marie-Therese Wolfram
Publicado en: arxiv, 2020
Editor: arxiv
DOI: 10.48550/arxiv.2007.12516

Contrastive Registration for Unsupervised Medical Image Segmentation

Autores: L Liu, AI Aviles-Rivero, CB Schönlieb
Publicado en: arxiv, 2020
Editor: arxiv
DOI: 10.48550/arxiv.2011.08894

Duality for Neural Networks through Reproducing Kernel Banach Spaces

Autores: Spek, Len; Heeringa, Tjeerd Jan; Schwenninger, Felix; Brune, Christoph
Publicado en: arXiv, 2022
Editor: arXiv
DOI: 10.48550/arxiv.2211.05020

A sparse optimization approach to infinite infimal convolution regularization

Autores: Bredies, Kristian; Carioni, Marcello; Holler, Martin; Korolev, Yury; Schönlieb, Carola-Bibiane
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2304.08628

Minimizing Quotient Regularization Model

Autores: Wang, Chao; Aujol, Jean-Francois; Gilboa, Guy; Lou, Yifei
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2308.04095

Proximal Langevin Sampling with Inexact Proximal Mapping

Autores: Matthias J. Ehrhardt, Lorenz Kuger, Carola-Bibiane Schönlieb
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2306.17737

Single Image Non-uniform Blur Kernel Estimation via Adaptive Basis Decomposition

Autores: Guillermo Carbajal, Patricia Vitoria, Mauricio Delbracio, Pablo Musé, José Lezama
Publicado en: arxiv, 2020
Editor: arxiv
DOI: 10.48550/arxiv.2102.01026

FISTA restart using an automatic estimation of the growth parameter

Autores: Aujol, Jean-François; Dossal, Charles H.; Labarrière, Hippolyte; Rondepierre, Aude
Publicado en: hal-archive, 2022
Editor: hal-archive

Approximation of Wasserstein distance with Transshipment

Autores: Papadakis, Nicolas
Publicado en: arxiv, 2019
Editor: arxiv
DOI: 10.48550/arxiv.1901.09400

PDE-Inspired Algorithms for Semi-Supervised Learning on Point Clouds

Autores: Oliver M. Crook, Tim Hurst, Carola-Bibiane Schönlieb, Matthew Thorpe, Konstantinos C. Zygalakis
Publicado en: arxiv, 2019
Editor: arxiv
DOI: 10.48550/arxiv.1909.10221

Total Variation Regularisation with Spatially Variable Lipschitz Constraints

Autores: Martin Burger, Yury Korolev, Simone Parisotto, Carola-Bibiane Schönlieb
Publicado en: arxiv, 2019
Editor: arxiv
DOI: 10.48550/arxiv.1912.02768

Beyond Supervised Classification: Extreme Minimal Supervision with the Graph 1-Laplacian

Autores: Angelica I. Aviles-Rivero, Nicolas Papadakis, Ruoteng Li, Samar M Alsaleh, Robby T Tan, Carola-Bibiane Schönlieb
Publicado en: arxiv, 2019
Editor: arxiv
DOI: 10.48550/arxiv.1906.08635

Variational Graph Methods for Efficient Point Cloud Sparsification

Autores: Tenbrinck, Daniel; Gaede, Fjedor; Burger, Martin
Publicado en: arxiv, 2019
Editor: arxiv
DOI: 10.48550/arxiv.1903.02858

Learning optimal orders of the underlying Euclidean norm in total variation image denoising

Autores: Pan Liu, Carola-Bibiane Schönlieb
Publicado en: arxiv, 2019
Editor: arxiv
DOI: 10.48550/arxiv.1903.11953

Fast Image and LiDAR alignment based on 3D rendering in sensor topology

Autores: Biasutti, Pierre; Aujol, Jean-François; Brédif, Mathieu; Bugeau, Aurélie
Publicado en: hal-archive, 2019
Editor: hal-archive

RIU-Net: Embarrassingly simple semantic segmentation of 3D LiDAR point cloud

Autores: Biasutti, Pierre; Bugeau, Aurélie; Aujol, Jean-François; Brédif, Mathieu
Publicado en: arxiv, 2019
Editor: arXiv
DOI: 10.48550/arxiv.1905.08748

Graph gradient flows : from discrete to continuum

Autores: Yoshikazu Giga, Yves van Gennip, Jun Okamoto
Publicado en: arxiv, 2022
Editor: arxiv
DOI: 10.48550/arxiv.2211.03384

Total-Variation -- Fast Gradient Flow and Relations to Koopman Theory

Autores: Cohen, Ido; Berkov, Tom; Gilboa, Guy
Publicado en: arxiv, 2021
Editor: arxiv
DOI: 10.48550/arxiv.2105.10044

Classification of datasets with imputed missing values: does imputation quality matter?

Autores: Shadbahr, Tolou; Roberts, Michael; Stanczuk, Jan; Gilbey, Julian; Teare, Philip; Dittmer, Sören; Thorpe, Matthew; Torne, Ramon Vinas; Sala, Evis; Lio, Pietro; Patel, Mishal; Collaboration, A. I. X.-C. O. V. N. E. T.; Rudd, James H. F.; Mirtti, Tuomas; Rannikko, Antti; Aston, John A. D.; Tang, Jing; Schönlieb, Carola-Bibiane
Publicado en: arxiv, 2022
Editor: arxiv
DOI: 10.48550/arxiv.2206.08478

Learning to Segment Microscopy Images with Lazy Labels

Autores: Rihuan Ke, Aurélie Bugeau, Nicolas Papadakis, Peter Schuetz, Carola-Bibiane Schönlieb
Publicado en: Computer Vision – ECCV 2020 Workshops - Glasgow, UK, August 23–28, 2020, Proceedings, Part I, Edición 12535, 2020, Página(s) 411-428, ISBN 978-3-030-66414-5
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-66415-2_27

An Analysis of Generative Methods for Multiple-Image Inpainting

Autores: Ballester, Coloma; Bugeau, Aurélie; Hurault, Samuel; Parisotto, Simone; Vitoria, Patricia
Publicado en: Handbook of Mathematical Models and Algorithms in Computer Vision and Imaging, 2022
Editor: Springer
DOI: 10.1007/978-3-030-03009-4_119-1

Analysis of Different Losses for Deep Learning Image Colorization

Autores: Ballester, Coloma; Carrillo, Hernan; Clément, Michaël; Vitoria, Patricia
Publicado en: Handbook of Mathematical Models and Algorithms in Computer Vision and Imaging, 2023, Página(s) 821--846
Editor: Springer
DOI: 10.1007/978-3-030-98661-2_127

Iterative Methods for Computing Eigenvectors of Nonlinear Operators

Autores: Gilboa, Guy
Publicado en: Handbook of Mathematical Models and Algorithms in Computer Vision and Imaging, 2021, Página(s) 1-28, ISBN 978-3-030-03009-4
Editor: Springer
DOI: 10.1007/978-3-030-03009-4_89-1

VoViT: Low Latency Graph-based Audio-Visual Voice Separation Transformer

Autores: Montesinos, Juan F.; Kadandale, Venkatesh S.; Haro, Gloria
Publicado en: Lecture Notes in Computer Science, 2022
Editor: Springer International Publishing
DOI: 10.1007/978-3-031-19836-6_18

Computing Nonlinear Eigenfunctions via Gradient Flow Extinction

Autores: Leon Bungert, Martin Burger, Daniel Tenbrinck
Publicado en: Scale Space and Variational Methods in Computer Vision - 7th International Conference, SSVM 2019, Hofgeismar, Germany, June 30 – July 4, 2019, Proceedings, Edición 11603, 2019, Página(s) 291-302, ISBN 978-3-030-22367-0
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-22368-7_23

A Total Variation Based Regularizer Promoting Piecewise-Lipschitz Reconstructions

Autores: Martin Burger, Yury Korolev, Carola-Bibiane Schönlieb, Christiane Stollenwerk
Publicado en: Scale Space and Variational Methods in Computer Vision - 7th International Conference, SSVM 2019, Hofgeismar, Germany, June 30 – July 4, 2019, Proceedings, Edición 11603, 2019, Página(s) 485-497, ISBN 978-3-030-22367-0
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-22368-7_38

GraphX $$^\mathbf{\small NET } -$$ N E T - Chest X-Ray Classification Under Extreme Minimal Supervision

Autores: Angelica I. Aviles-Rivero, Nicolas Papadakis, Ruoteng Li, Philip Sellars, Qingnan Fan, Robby T. Tan, Carola-Bibiane Schönlieb
Publicado en: Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Shenzhen, China, October 13–17, 2019, Proceedings, Part VI, Edición 11769, 2019, Página(s) 504-512, ISBN 978-3-030-32225-0
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-32226-7_56

Total Directional Variation for Video Denoising

Autores: Simone Parisotto, Carola-Bibiane Schönlieb
Publicado en: Scale Space and Variational Methods in Computer Vision - 7th International Conference, SSVM 2019, Hofgeismar, Germany, June 30 – July 4, 2019, Proceedings, Edición 11603, 2019, Página(s) 522-534, ISBN 978-3-030-22367-0
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-22368-7_41

Refitting Solutions Promoted by $$\ell _{12}$$ Sparse Analysis Regularizations with Block Penalties

Autores: Charles-Alban Deledalle, Nicolas Papadakis, Joseph Salmon, Samuel Vaiter
Publicado en: Scale Space and Variational Methods in Computer Vision - 7th International Conference, SSVM 2019, Hofgeismar, Germany, June 30 – July 4, 2019, Proceedings, Edición 11603, 2019, Página(s) 131-143, ISBN 978-3-030-22367-0
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-22368-7_11

Semantic Image Completion Through an Adversarial Strategy

Autores: Patricia Vitoria, Joan Sintes, Coloma Ballester
Publicado en: Computer Vision, Imaging and Computer Graphics Theory and Applications - 14th International Joint Conference, VISIGRAPP 2019, Prague, Czech Republic, February 25–27, 2019, Revised Selected Papers, Edición 1182, 2020, Página(s) 520-542, ISBN 978-3-030-41589-1
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-41590-7_22

Genuine Personality Recognition from Highly Constrained Face Images

Autores: Fabio Anselmi, Nicoletta Noceti, Lorenzo Rosasco, Robert Ward
Publicado en: Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Trento, Italy, September 9–13, 2019, Proceedings, Part I, Edición 11751, 2019, Página(s) 421-431, ISBN 978-3-030-30641-0
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-30642-7_38

Joint phase reconstruction and magnitude segmentation from velocity-encoded MRI data

Autores: Veronica Corona, Martin Benning, Lynn F. Gladden, Andi Reci, Andrew J. Sederman, Carola-Bibiane Schoenlieb
Publicado en: Time-dependent Problems in Imaging and Parameter Identification, 2021, ISBN 978-3-030-57783-4
Editor: Springer
DOI: 10.1007/978-3-030-57784-1_1

Stable Explicit p-Laplacian Flows Based on Nonlinear Eigenvalue Analysis

Autores: Ido Cohen, Adi Falik, Guy Gilboa
Publicado en: Scale Space and Variational Methods in Computer Vision - 7th International Conference, SSVM 2019, Hofgeismar, Germany, June 30 – July 4, 2019, Proceedings, Edición 11603, 2019, Página(s) 315-327, ISBN 978-3-030-22367-0
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-22368-7_25

Influence of Color Spaces for Deep Learning Image Colorization

Autores: Bugeau, Aurélie; Giraud, Rémi; Raad, Lara
Publicado en: Handbook of Mathematical Models and Algorithms in Computer Vision and Imaging, 2023, Página(s) 847--878
Editor: Springer
DOI: 10.1007/978-3-030-98661-2_125

Active Crowds

Autores: Bruna, M.; Burger, M.; Pietschmann, J. F.; Wolfram, M. T.
Publicado en: Active Particles, Volume 3. Modeling and Simulation in Science, Engineering and Technology, 2022, Página(s) 35--73, ISBN 978-3-030-93301-2
Editor: Birkhäuser
DOI: 10.1007/978-3-030-93302-9_2

Theoretical Foundations for Pseudo-Inversion of Nonlinear Operators

Autores: Gofer, Eyal; Gilboa, Guy
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2023. Lecture Notes in Computer Science, 2023, Página(s) 29--41
Editor: Springer
DOI: 10.1007/978-3-031-31975-4_3

Iterative regularization for convex regularizers

Autores: Molinari, Cesare; Massias, Mathurin; Rosasco, Lorenzo; Villa, Silvia
Publicado en: Proceedings of Machine Learning Research, Edición 130, 2021, Página(s) 1684--1692
Editor: PMLR

Kernel methods through the roof: handling billions of points efficiently

Autores: Meanti, Giacomo; Carratino, Luigi; Rosasco, Lorenzo; Rudi, Alessandro
Publicado en: Advances in Neural Information Processing Systems, Edición 33, 2020, Página(s) 14410--14422
Editor: Neurips

Weighted-CEL0 sparse regularisation for molecule localisation in super-resolution microscopy with Poisson data

Autores: M. Lazzaretti, L. Calatroni, C. Estatico
Publicado en: IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021
Editor: IEEE
DOI: 10.1109/isbi48211.2021.9434014

Mean Nyström Embeddings for Adaptive Compressive Learning

Autores: Chatalic, Antoine; Carratino, Luigi; De Vito, Ernesto; Rosasco, Lorenzo
Publicado en: Proceedings of The 25th International Conference on Artificial Intelligence and Statistics, Edición 151, 2022, Página(s) 9869--9889
Editor: PMLR

Multiclass learning with margin: exponential rates with no bias-variance trade-off

Autores: Vigogna, Stefano; Meanti, Giacomo; De Vito, Ernesto; Rosasco, Lorenzo
Publicado en: Proceedings of the 39th International Conference on Machine Learning, Edición 162, 2022, Página(s) 22260--22269
Editor: PMLR

CLIP: Cheap Lipschitz Training of Neural Networks

Autores: Bungert, L., Raab, R., Roith, T., Schwinn, L., Tenbrinck, D.
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2021. Lecture Notes in Computer Science, Edición 12679, 2021, ISBN 978-3-030-75549-2
Editor: Springer
DOI: 10.1007/978-3-030-75549-2_25

Sliced Optimal Partial Transport

Autores: Bai, Yikun; Schmitzer, Bernhard; Thorpe, Matthew; Kolouri, Soheil
Publicado en: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023, Página(s) 13681-13690
Editor: IEEE Computer Society
DOI: 10.1109/cvpr52729.2023.01315

A Graph-Based Method for Soccer Action Spotting Using Unsupervised Player Classification

Autores: Cartas, Alejandro; Ballester, Coloma; Haro, Gloria
Publicado en: Proceedings of the 5th International ACM Workshop on Multimedia Content Analysis in Sports, 2022
Editor: ACM
DOI: 10.1145/3552437.3555691

ParK: Sound and Efficient Kernel Ridge Regression by Feature Space Partitions

Autores: Carratino, Luigi; Vigogna, Stefano; Calandriello, Daniele; Rosasco, Lorenzo
Publicado en: Advances in Neural Information Processing Systems, Edición 34, 2021, Página(s) 6430--6441
Editor: neurips

Efficient Hyperparameter Tuning for Large Scale Kernel Ridge Regression

Autores: Meanti, Giacomo; Carratino, Luigi; De Vito, Ernesto; Rosasco, Lorenzo
Publicado en: Proceedings of The 25th International Conference on Artificial Intelligence and Statistics, Edición 151, 2022, Página(s) 6554--6572
Editor: PMLR

Regularization Properties of Dual Subgradient Flow

Autores: Apidopoulos, Vassilis; Molinari, Cesare; Rosasco, Lorenzo; Villa, Silvia
Publicado en: 2023 European Control Conference ({ECC}), 2023
Editor: IEEE
DOI: 10.23919/ecc57647.2023.10178128

History-Based Anomaly Detector: An Adversarial Approach to Anomaly Detection

Autores: Pierrick Chatillon, Coloma Ballester
Publicado en: Intelligent Systems and Applications - Proceedings of the 2020 Intelligent Systems Conference (IntelliSys) Volume 1, Edición 1250, 2021, Página(s) 761-776, ISBN 978-3-030-55179-7
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-55180-3_58

Structure preserving neural networks based on ODEs

Autores: Murari, Davide; Celledoni, Elena; Owren, Brynjulf; Schönlieb, Carola-Bibiane; Sherry, Ferdia
Publicado en: NeurIPS 2022 Workshop The Symbiosis of Deep Learning and Differential Equations II, 2022
Editor: OpenReview

Solos: A Dataset for Audio-Visual Music Analysis

Autores: Juan F. Montesinos, Olga Slizovskaia, Gloria Haro
Publicado en: 2020 IEEE 22nd International Workshop on Multimedia Signal Processing (MMSP), Edición 22, 2020, Página(s) 1-6, ISBN 978-1-7281-9320-5
Editor: IEEE
DOI: 10.1109/mmsp48831.2020.9287124

Vocoder-Based Speech Synthesis from Silent Videos

Autores: Daniel Michelsanti, Olga Slizovskaia, Gloria Haro, Emilia Gómez, Zheng-Hua Tan, Jesper Jensen
Publicado en: Interspeech 2020, 2020, Página(s) 3530-3534
Editor: ISCA
DOI: 10.21437/interspeech.2020-1026

Multi-modal Hypergraph Diffusion Network with Dual Prior for Alzheimer Classification

Autores: Aviles-Rivero, Angelica I.; Runkel, Christina; Papadakis, Nicolas; Kourtzi, Zoe; Schönlieb, Carola-Bibiane
Publicado en: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022. Lecture Notes in Computer Science, 2022, Página(s) 717--727
Editor: Springer
DOI: 10.1007/978-3-031-16437-8_69

Fluctuation-Based Deconvolution in~Fluorescence Microscopy Using Plug-and-Play Denoisers

Autores: Stergiopoulou, Vasiliki; Mukherjee, Subhadip; Calatroni, Luca; Blanc-Féraud, Laure
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2023. Lecture Notes in Computer Science, 2023, Página(s) 498--510
Editor: Springer
DOI: 10.1007/978-3-031-31975-4_38

iUNets: Learnable Invertible Up- and Downsampling for Large-Scale Inverse Problems

Autores: Christian Etmann, Rihuan Ke, Carola-Bibiane Schonlieb
Publicado en: 2020 IEEE 30th International Workshop on Machine Learning for Signal Processing (MLSP), 2020, Página(s) 1-6, ISBN 978-1-7281-6662-9
Editor: IEEE
DOI: 10.1109/mlsp49062.2020.9231874

Resolution-Invariant Image Classification Based on Fourier Neural Operators

Autores: Kabri, Samira; Roith, Tim; Tenbrinck, Daniel; Burger, Martin
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2023. Lecture Notes in Computer Science, 2023, Página(s) 236--249
Editor: Springer
DOI: 10.1007/978-3-031-31975-4_18

COL0RME: COvariance-based $ell_0$ super-Resolution Microscopy with intensity Estimation

Autores: V. Stergiopoulou, H. Goulart, S. Schaub, L. Calatroni and L. Blanc-Féraud
Publicado en: 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021
Editor: IEEE
DOI: 10.1109/isbi48211.2021.9433976

Graph Laplacian for Semi-supervised Learning

Autores: Streicher, Or; Gilboa, Guy
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2023. Lecture Notes in Computer Science, 2023, Página(s) 29--41
Editor: Springer
DOI: 10.1007/978-3-031-31975-4_19

Self-Supervised Small Soccer Player Detection and Tracking

Autores: Samuel Hurault, Coloma Ballester, Gloria Haro
Publicado en: Proceedings of the 3rd International Workshop on Multimedia Content Analysis in Sports, Edición 3, 2020, Página(s) 9-18, ISBN 9781450381499
Editor: ACM
DOI: 10.1145/3422844.3423054

Residual Whiteness Principle for Automatic Parameter Selection in l2-l2 Image Super-Resolution Problems

Autores: Pragliola, Monica; Calatroni, Luca; Lanza, Alessandro; Sgallari, Fiorella
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2021. Lecture Notes in Computer Science, 2021, Página(s) 476--488
Editor: Springer
DOI: 10.1007/978-3-030-75549-2_38

Variational models on graphs and related flows for data analysis and image processing

Autores: Y. van Gennip
Publicado en: 2020 Calculus of Variations - Online, Germany, Edición 22, 2020, Página(s) 42-46
Editor: Mathematisches Forschungsinstitut Oberwolfach
DOI: 10.14760/owr-2020-22

Using Player's Body-Orientation to Model Pass Feasibility in Soccer

Autores: A. Arbues-Sanguesa, A. Martin, J. Fernandez, C. Ballester, G. Haro
Publicado en: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020, Página(s) 3875-3884, ISBN 978-1-7281-9360-1
Editor: IEEE
DOI: 10.1109/cvprw50498.2020.00451

SCOTCH and SODA: A Transformer Video Shadow Detection Framework

Autores: Liu, Lihao; Prost, Jean; Zhu, Lei; Papadakis, Nicolas; Li{\`{o}}, Pietro; Schönlieb, Carola-Bibiane; Aviles-Rivero, Angelica I.
Publicado en: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
Editor: IEEE
DOI: 10.1109/cvpr52729.2023.01007

Hypergraph p-Laplacians, Scale Spaces, and Information Flow in Networks

Autores: Fazeny, Ariane; Tenbrinck, Daniel; Burger, Martin
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2023. Lecture Notes in Computer Science, 2023, Página(s) 677--690
Editor: Springer
DOI: 10.1007/978-3-031-31975-4_52

A cappella: Audio-visual Singing Voice Separation

Autores: Montesinos, Juan F.; Kadandale, Venkatesh S.; Haro, Gloria
Publicado en: 32nd British Machine Vision Conference 2021, BMVC 2021, Online, November 22-25, 2021, 2021, Página(s) 288
Editor: BMVA Press

Visibility Estimation in Point Clouds with Variable Density

Autores: P. Biasutti, A. Bugeau, J-F. Aujol, M. Brédif
Publicado en: Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2019, Página(s) 27-35, ISBN 978-989-758-354-4
Editor: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0007308600270035

Semantic Image Inpainting through Improved Wasserstein Generative Adversarial Networks

Autores: Patricia Vitoria, Joan Sintes, Coloma Ballester
Publicado en: Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2019, Página(s) 249-260, ISBN 978-989-758-354-4
Editor: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0007367902490260

Motion Inpainting by an Image-Based Geodesic AMLE Method

Autores: M. Oliver, L. Raad, C. Ballester, G. Haro
Publicado en: 2018 25th IEEE International Conference on Image Processing (ICIP), 2018, Página(s) 2267-2271, ISBN 978-1-4799-7061-2
Editor: IEEE
DOI: 10.1109/icip.2018.8451851

Sparse Multiple Kernel Learning: Support Identification via Mirror Stratifiability

Autores: Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa
Publicado en: 2018 26th European Signal Processing Conference (EUSIPCO), 2018, Página(s) 1077-1081, ISBN 978-9-0827-9701-5
Editor: IEEE
DOI: 10.23919/EUSIPCO.2018.8553267

LU-Net: An Efficient Network for 3D LiDAR Point Cloud Semantic Segmentation Based on End-to-End-Learned 3D Features and U-Net

Autores: Pierre Biasutti, Vincent Lepetit, Jean-Francois Aujol, Mathieu Bredif, Aurelie Bugeau
Publicado en: 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW), 2019, Página(s) 942-950, ISBN 978-1-7281-5023-9
Editor: IEEE
DOI: 10.1109/iccvw.2019.00123

Multi-Person Tracking By Multi-Scale Detection in Basketball Scenarios

Autores: Arbués-Sangüesa, Adrià; Haro, Gloria; Ballester, Coloma
Publicado en: IMVIP 2019: Irish Machine Vision & Image Processing, 2019
Editor: Technological University Dublin
DOI: 10.21427/63bf-4y98

ChromaGAN: Adversarial Picture Colorization with Semantic Class Distribution

Autores: Patricia Vitoria, Lara Raad, Coloma Ballester
Publicado en: 2020 IEEE Winter Conference on Applications of Computer Vision (WACV), 2020
Editor: IEEE

Implicit Regularization of Accelerated Methods in Hilbert Spaces

Autores: Nicolò Pagliana, Lorenzo Rosasco
Publicado en: NIPS'19: Proceedings of the 33rd International Conference on Neural Information Processing Systems, Edición 1297, 2019, Página(s) 14481-14491
Editor: neurips

Gaussian Process Optimization with Adaptive Sketching: Scalable and No Regret

Autores: Calandriello, Daniele; Carratino, Luigi; Lazaric, Alessandro; Valko, Michal; Rosasco, Lorenzo
Publicado en: Conference on Learning Theory, Edición 99, 2019, ISSN 2640-3498
Editor: Proceedings of Machine Learning

Beating SGD Saturation with Tail-Averaging and Minibatching

Autores: Nicole Muecke, Gergely Neu, Lorenzo Rosasco
Publicado en: Advances in Neural Information Processing Systems, Edición 32, 2019
Editor: Neural Information Processing Systems Foundation, Inc.

On the Bias-Variance Tradeoff in Stochastic Gradient Methods

Autores: Driggs, Derek, Liang, Jingwei, Schönlieb, Carola-Bibiane
Publicado en: Advances in Neural Information Processing Systems 34 (NeurIPS 2021), Edición 34, 2021, Página(s) 22119--22131
Editor: neurips

On the Connection Between Adversarial Robustness and Saliency Map Interpretability

Autores: Etmann, Christian; Lunz, Sebastian; Maass, Peter; Schönlieb, Carola-Bibiane
Publicado en: Proceedings of the 36th International Conference on Machine Learning, Edición 97, 2019, Página(s) 1823-1832
Editor: Proceedings of Machine Learning Research

Compressed Sensing Plus Motion (CS+M): A New Perspective for Improving Undersampled MR Image Reconstruction

Autores: Angelica I. Aviles-Rivero, Guy Williams, Martin J. Graves, Carola-Bibiane Schonlieb
Publicado en: Joint Annual Meeting ISMRM-ESMRMB, 2018
Editor: International Society for Magnetic Resonance in Medicine

Adversarial regularizers in inverse problems, Advances in Neural Information Processing Systems

Autores: Sebastian Lunz, Ozan Öktem, Carola-Bibiane Schönlieb
Publicado en: Advances in Neural Information Processing Systems 31 (NIPS 2018), Edición 31, 2018
Editor: Neural Information Processing Systems Foundation, Inc.

Dirichlet-based Gaussian Processes for Large-scale Calibrated Classification

Autores: Milios, Dimitrios; Camoriano, Raffaello; Michiardi, Pietro; Rosasco, Lorenzo; Filippone, Maurizio
Publicado en: Advances in Neural Information Processing Systems, Edición 31, 2018, Página(s) 6005--6015
Editor: Curran Associates, Inc.

On Fast Leverage Score Sampling and Optimal Learning

Autores: Rudi, A; Calandriello, D; Carratino, L; Rosasco, L
Publicado en: Advances in Neural Information Processing Systems, Edición 31, 2018
Editor: Curran Associates, Inc.

Détection et localisation d'objets 3D par apprentissage profond en topologie capteur

Autores: Biasutti, Pierre; Bugeau, Aurélie; Aujol, Jean-François; Brédif, Mathieu
Publicado en: GRETSI Groupement de Recherche en Traitement du Signal et de l'Image, Aug 2019, Lille, France, Edición 1, 2019
Editor: not applicable

Deeply Learned Spectral Total Variation Decomposition

Autores: Tamara G. Grossmann, Yury Korolev, Guy Gilboa and Carola-Bibiane Schönlieb
Publicado en: Conference on Neural Information Processing Systems (NeurIPS 2020), Edición 34, 2020
Editor: NeurIPS

Decentralised Learning with Random Features and Distributed Gradient Descent

Autores: Richards, Dominic; Rebeschini, Patrick; Rosasco, Lorenzo
Publicado en: Proceedings of the 37th International Conference on Machine Learning, Edición 37, 2020
Editor: Proceedings of Machine Learning Research

Total-Variation Mode Decomposition

Autores: Cohen, Ido; Berkov, Tom; Gilboa, Guy
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2021. Lecture Notes in Computer Science, 2021, Página(s) 52--64
Editor: Springer
DOI: 10.1007/978-3-030-75549-2_5

Stochastic Gradient Descent for Linear Inverse Problems in Variable Exponent Lebesgue Spaces

Autores: Lazzaretti, Marta; Kereta, Zeljko; Estatico, Claudio; Calatroni, Luca
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2023. Lecture Notes in Computer Science, 2023, Página(s) 457--470
Editor: Springer
DOI: 10.1007/978-3-031-31975-4_35

VocaLiST: An Audio-Visual Synchronisation Model for Lips and Voices

Autores: Kadandale, Venkatesh Shenoy; Montesinos, Juan F.; Haro, Gloria
Publicado en: Interspeech 2022, 2022
Editor: ISCA
DOI: 10.21437/interspeech.2022-10861

3D Image Super-Resolution by Fluorophore Fluctuations and MA-TIRF Microscopy Reconstruction 3D-COL0RME

Autores: Stergiopoulou, Vasiliki; Calatroni, Luca; Schaub, Sebastien; Blanc-Feraud, Laure
Publicado en: 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 2022, ISBN 978-1-6654-2923-8
Editor: IEEE
DOI: 10.1109/isbi52829.2022.9761572

Non-convex Super-resolution of OCT images via sparse representation

Autores: G. Scrivanti, L.Calatroni, S. Morigi, L.Nicholson, A.Achim
Publicado en: accepted for publication in the IEEE-ISBI 2021 conference proceedings, Edición IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021
Editor: IEEE
DOI: 10.1109/isbi48211.2021.9434013

Art Speaks Maths, Maths Speaks Art

Autores: Ninetta Leone, Simone Parisotto, Kasia Targonska-Hadzibabic, Spike Bucklow, Alessandro Launaro, Suzanne Reynolds, Carola-Bibiane Schönlieb
Publicado en: Proceedings of Bridges 2020: Mathematics, Art, Music, Architecture, Education, Culture, 2020, Página(s) 481--484
Editor: Tessellations Publishing

Poisson Learning: Graph Based Semi-Supervised Learning At Very Low Label Rates

Autores: Calder, Jeff; Cook, Brendan; Thorpe, Matthew; Slepcev, Dejan
Publicado en: International Conference on Machine Learning, Edición 37, 2020
Editor: PMLR

GRAND++: Graph Neural Diffusion with A Source Term

Autores: Thorpe, Matthew; Nguyen, Tan Minh; Xia, Hedi; Strohmer, Thomas; Bertozzi, Andrea; Osher, Stanley; Wang, Bao
Publicado en: International Conference on Learning Representations, Edición annually, 2022
Editor: OpenReview

A Scaled and Adaptive FISTA Algorithm for Signal-Dependent Sparse Image Super-Resolution Problems

Autores: Lazzaretti, Marta; Rebegoldi, Simone; Calatroni, Luca; Estatico, Claudio
Publicado en: Scale Space and Variational Methods in Computer Vision. SSVM 2021. Lecture Notes in Computer Science, 2021, Página(s) 242--253
Editor: Springer
DOI: 10.1007/978-3-030-75549-2_20

Hyperbolic Manifold Regression

Autores: Marconi, Gian Maria; Rosasco, Lorenzo; Ciliberto, Carlo
Publicado en: Proceedings of Machine Learning Research, Edición 108, 2020, Página(s) 2570-2580
Editor: PMLR

Near-linear time Gaussian process optimization with adaptive batching and resparsification

Autores: Calandriello, Daniele; Carratino, Luigi; Lazaric, Alessandro; Valko, Michal; Rosasco, Lorenzo
Publicado en: International Conference on Machine Learning, Edición 37, 2020
Editor: Proceedings of Machine Learning Research

Nonlinear Spectral Analysis with Variational Methods

Autores: Leon Bungert
Publicado en: 2020
Editor: tba

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