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MacSeNet SIGNED

Machine Sensing Training Network

Total Cost €

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EC-Contrib. €

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Partnership

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Project "MacSeNet" data sheet

The following table provides information about the project.

Coordinator
UNIVERSITY OF SURREY 

Organization address
address: Stag Hill
city: GUILDFORD
postcode: GU2 7XH
website: www.surrey.ac.uk

contact info
title: n.a.
name: n.a.
surname: n.a.
function: n.a.
email: n.a.
telephone: n.a.
fax: n.a.

 Coordinator Country United Kingdom [UK]
 Project website http://www.macsenet.eu
 Total cost 3˙866˙329 €
 EC max contribution 3˙866˙329 € (100%)
 Programme 1. H2020-EU.1.3.1. (Fostering new skills by means of excellent initial training of researchers)
 Code Call H2020-MSCA-ITN-2014
 Funding Scheme MSCA-ITN-ETN
 Starting year 2015
 Duration (year-month-day) from 2015-01-01   to  2018-12-31

 Partnership

Take a look of project's partnership.

# participants  country  role  EC contrib. [€] 
1    UNIVERSITY OF SURREY UK (GUILDFORD) coordinator 546˙575.00
2    THE UNIVERSITY OF EDINBURGH UK (EDINBURGH) participant 546˙575.00
3    INSTITUT NATIONAL DE RECHERCHE ENINFORMATIQUE ET AUTOMATIQUE FR (LE CHESNAY CEDEX) participant 525˙751.00
4    TECHNISCHE UNIVERSITAET MUENCHEN DE (MUENCHEN) participant 498˙432.00
5    INSTITOUTO TECHNOLOGIAS YPOLOGISTONKAI EKDOSEON DIOFANTOS EL (PATRAS) participant 484˙773.00
6    INSTITUTO DE TELECOMUNICACOES PT (GLORIA E VERA CRUZ) participant 476˙712.00
7    NOISELESS IMAGING OY FI (TAMPERE) participant 269˙145.00
8    TAMPEREEN KORKEAKOULUSAATIO SR FI (TAMPERE) participant 269˙145.00
9    FRAUNHOFER GESELLSCHAFT ZUR FOERDERUNG DER ANGEWANDTEN FORSCHUNG E.V. DE (MUNCHEN) participant 249˙216.00
10    TTY-SAATIO FI (TAMPERE) participant 0.00
11    Audio Analytic Ltd. UK (Ross-on-Wye) partner 0.00
12    Bioiatriki SA EL (Athens) partner 0.00
13    CEDAR Audio Ltd UK (Fulbourn) partner 0.00
14    ECOLE POLYTECHNIQUE FEDERALE DE LAUSANNE CH (LAUSANNE) partner 0.00
15    GENERAL ELECTRIC DEUTSCHLAND HOLDING GMBH DE (FRANKFURT AM MAIN) partner 0.00
16    Songquito UG (haftungsbeschränkt) DE (Erlangen) partner 0.00
17    VisioSafe SA CH (LAUSANNE) partner 0.00

Map

 Project objective

The aim of this Innovative Training Network is to train a new generation of creative, entrepreneurial and innovative early-stage researchers (ESRs) in the research area of measurement and estimation of signals using knowledge or data about the underlying structure. With its combination of ideas from machine learning and sensing, we refer to this research topic as “Machine Sensing”. We will train all ESRs in research skills needed to obtain an internationally-recognized PhD; to experience applying their research a non-Academic sector; and to gain transferrable skills such as entrepreneurship and communication skills. We will further encourage an open “reproducible research” approach to research, through open publication of research papers, data and software, and foster an entrepreneurial and innovation-oriented attitude through exposure to SME and spin-out Partners in the network. In the research we undertake, we will go beyond the current, and hugely popular, sparse representation and compressed sensing approaches, to develop new signal models and sensing paradigms. These will include those based on new structures, nonlinear models, and physical models, while at the same time finding computationally efficient methods to perform this processing. We will develop new robust and efficient Machine Sensing theory and algorithms, together methods for a wide range of signals, including: advanced brain imaging; inverse imaging problems; audio and music signals; and non-traditional signals such as signals on graphs. We will apply these methods to real-world problems, through work with non-Academic partners, and disseminate the results of this research to a wide range of academic and non-academic audiences, including through publications, data, software and public engagement events.

 Deliverables

List of deliverables.
D1-5.3 Final reports Documents, reports 2019-07-09 19:33:52
D1-5.1 State-of-the-art reviews Documents, reports 2019-07-09 19:33:52
2nd Summer School Other 2019-07-09 19:33:52
Final Workshop Other 2019-07-09 19:33:51
1st Workshop Other 2019-07-09 19:33:51
Public engagement activities Other 2019-07-09 19:33:52
Conference presentations Other 2019-07-09 19:33:52
Journal papers Documents, reports 2019-07-09 19:33:52
D1-5.2 Initial findings report Documents, reports 2019-07-09 19:33:52
1st Summer School Other 2019-07-09 19:33:50
Website Websites, patent fillings, videos etc. 2019-07-09 19:33:49

Take a look to the deliverables list in detail:  detailed list of MacSeNet deliverables.

 Publications

year authors and title journal last update
List of publications.
2018 Zaid Mahbub, Mohammad Golbabaae, Arnold Julian Vinoj Benjamin, Mike Davies and Ian Marshall
In vivo parametric mapping using piecewise constant flip angle and multi shot EPI MR Fingerprinting
published pages: , ISSN: , DOI:
Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018 2019-07-09
2018 Arnold Julian Vinoj Benjamin, Wajiha Bano, Grant Mair, Michael Davies and Ian Marshall
Sampling order optimization preserves contrast and improves clinical diagnostic utility of accelerated prospective 3D brain MRI: a radiological assessment study on healthy volunteers
published pages: , ISSN: , DOI:
Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018 2019-07-09
2018 Rencker, Lucas, Bach, Francis, Wang, Wenwu and Plumbley, Mark D.
Fast Iterative Shrinkage for Signal Declipping and Dequantization
published pages: , ISSN: , DOI:
iTWIST’18 - International Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques 2019-07-09
2018 Joshin P. Krishnan, Mário A. T. Figueiredo José M. Bioucas-Dias
SURE-fuse WFF: A Multi-resolution Windowed Fourier Analysis for Interferometric Phase Denoising
published pages: , ISSN: , DOI:
2019-07-09
2018 Cagdas Ulas, Michael Thrippleton, Ian Marshall, Mike Davies, Paul Armitage, Stephen Makin, Joanna Wardlaw, Bjoern Menze
Estimation of Pharmacokinetic Parameters in Dynamic Contrast Enhanced MRI Via Random Forest Regression
published pages: , ISSN: , DOI:
Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018 2019-07-09
2018 N. Andreadis, C. Chatzichristos, M. Morante, P. Toulas
Research on the impact of emojis on the memory retrieval using fMRI
published pages: , ISSN: , DOI:
Proceedings of the Panhellenic Radiology conference 2019-07-09
2018 Arnold Julian Vinoj Benjamin, Pedro A. Gómez, Mohammad Golbabaee, Zaid Mahbub, Tim Sprenger, Marion Menzel, Michael Davies, Ian Marshall
Balanced multi-shot EPI for accelerated Cartesian MR Fingerprinting: An alternative to spiral MR Fingerprinting
published pages: , ISSN: , DOI:
Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018 2019-07-09
2018 Cristovao Cruz, Rakesh Mehta, Vladimir Katkovnik, Karen O. Egiazarian
Single Image Super-Resolution Based on Wiener Filter in Similarity Domain
published pages: 1376-1389, ISSN: 1057-7149, DOI: 10.1109/TIP.2017.2779265
IEEE Transactions on Image Processing 27/3 2019-07-09
2018 Zafar Rafii, Antoine Liutkus, Fabian-Robert Stoter, Stylianos Ioannis Mimilakis, Derry FitzGerald, Bryan Pardo
An Overview of Lead and Accompaniment Separation in Music
published pages: 1307-1335, ISSN: 2329-9290, DOI: 10.1109/taslp.2018.2825440
IEEE/ACM Transactions on Audio, Speech, and Language Processing 26/8 2019-07-09
2018 Junqi Tang, Mohammad Golbabaee, Francis Bach, Mike Davies
Structure-Adaptive Accelerated Coordinate Descent
published pages: , ISSN: , DOI:
2019-07-09
2017 Tang, Junqi; Golbabaee, Mohammad; Davies, Mike
Gradient Projection Iterative Sketch for Large-Scale Constrained Least-Squares
published pages: 3377--3386, ISSN: , DOI:
Proceedings of the 34th International Conference on Machine Learning 70 2019-07-09
2019 Berkay Kanberoglu, Dhritiman Das, Priya Nair, Pavan Turaga, David Frakes
An Optical Flow-Based Approach for Minimally Divergent Velocimetry Data Interpolation
published pages: 1-14, ISSN: 1687-4188, DOI: 10.1155/2019/9435163
International Journal of Biomedical Imaging 2019 2019-07-09
2017 Joshin P. Krishnan, José M. Bioucas-Dias
Patch-based Interferometric Phase Estimation via Mixture of Gaussian Density Modelling & Non-local Averaging in the Complex Domain
published pages: , ISSN: , DOI:
British Machine Vision Conference 2019-07-09
2017 Benjamin, Arnold Julian Vinoj; Bano, Wahija; Marshall, Ian & Davies, Mike
Sampling Order Optimization for contrast preservation in accelerated prospective 3D MRI
published pages: , ISSN: , DOI:
Proceedings of the 34th Annual Scientific Meeting of the European Society of Magnetic Resonance in Medicine & Biology (ESMRMB) 2019-07-09
2018 Das, Dhritiman and Davies, Mike E and Chataway, Jeremy and Chandran, Siddharthan and Menze, Bjoern H and Marshall, Ian
Metabolite Quantification of 1H-MRSI spectra in Multiple Sclerosis: A Machine Learning Approach
published pages: , ISSN: , DOI:
Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018 2019-07-09
2017 Das, Dhritiman and Coello, Eduardo and Schulte, Rolf F and Menze, Bjoern H
Spectral-Dephasing based Non-Local Means for Spatially Adaptive Denoising in 3D-MRSI
published pages: , ISSN: , DOI:
Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM) 2019-07-09
2018 Jiayang Wang, Gen Li, Lucas Rencker, Wenwu Wang, Yuantao Gu
An RIP-Based Performance Guarantee of Covariance-Assisted Matching Pursuit
published pages: 828-832, ISSN: 1070-9908, DOI: 10.1109/lsp.2018.2816573
IEEE Signal Processing Letters 25/6 2019-07-09
2017 Miz, Volodymyr; Benzi, Kirell; Ricaud, Benjamin; Vandergheynst, Pierre
Wikipedia graph mining: dynamic structure of collective memory
published pages: , ISSN: , DOI:
2019-07-09
2018 Cristovao Cruz, Alessandro Foi, Vladimir Katkovnik, Karen Egiazarian
Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising
published pages: 1216-1220, ISSN: 1070-9908, DOI: 10.1109/LSP.2018.2850222
IEEE Signal Processing Letters 25/8 2019-07-09
2017 J. Abesser, S.I. Mimilakis, R Graefe and H Lukashevich
Acoustic Scene Classification by Combining Autoencoder-Based Dimensionality Reduction and Convolutional Neural Networks
published pages: , ISSN: , DOI:
Proceedings of the Detection and Classification of Acoustic Scenes and Events 2017 Workshop (DCASE2016) 2019-07-09
2018 Dmitry Babichev, Francis Bach
Slice inverse regression with score functions
published pages: 1507-1543, ISSN: 1935-7524, DOI: 10.1214/18-EJS1428
Electronic Journal of Statistics 12/1 2019-07-09
2019 Christos Chatzichristos, Eleftherios Kofidis, Manuel Morante, Sergios Theodoridis
Blind fMRI source unmixing via higher-order tensor decompositions
published pages: 17-47, ISSN: 0165-0270, DOI: 10.1016/j.jneumeth.2018.12.007
Journal of Neuroscience Methods 315 2019-07-09
2018 Das, Dhritiman and Thrippleton, Michael J and Semple, Scott IK and Schulte, Rolf F and Davies, Mike E and Menze, Bjoern H and Marshall, Ian
MRSI Brain Temperature Mapping Using Machine Learning
published pages: , ISSN: , DOI:
Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018 2019-07-09
2017 Wajiha Bano, Arnold Julian Vinoj Benjamin, Ian Marshall and Michael Davies
Accelerating T2* Mapping with Maximum Likelihood Estimation (MLE) and Parallel Imaging(PI)
published pages: , ISSN: , DOI:
Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM) 2019-07-09
2017 Mimilakis, Stylianos Ioannis; Schuller, Gerald
Investigating the Potential of Pseudo Quadrature Mirror Filter-Banks in Music Source Separation Tasks
published pages: , ISSN: , DOI:
2019-07-09
2018 Das, Dhritiman and Coello, Eduardo and Sekuboyina, Anjany and Schulte, Rolf F and Menze, Bjoern H
Direct Estimation of Model Parameters in MR Spectroscopic Imaging using Deep Neural Networks
published pages: , ISSN: , DOI:
Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018 2019-07-09
2019 Cagdas Ulas, Dhritiman Das, Michael J. Thrippleton, Maria del C. Valdés Hernández, Paul A. Armitage, Stephen D. Makin, Joanna M. Wardlaw, Bjoern H. Menze
Convolutional Neural Networks for Direct Inference of Pharmacokinetic Parameters: Application to Stroke Dynamic Contrast-Enhanced MRI
published pages: , ISSN: 1664-2295, DOI: 10.3389/fneur.2018.01147
Frontiers in Neurology 9 2019-07-09
2018 Wajiha Bano, Mohammad Golbabaee, Arnold Benjamin, Ian Marshall and Michael Davies
Improved Accuracy of Accelerated 3D T2* Mapping through Coherent Parallel Maximum Likelihood Estimation
published pages: , ISSN: , DOI:
Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018 2019-07-09
2018 Paul Magron, Konstantinos Drossos, Stylianos Ioannis Mimilakis, Tuomas Virtanen
Reducing Interference with Phase Recovery in DNN-based Monaural Singing Voice Separation
published pages: 332-336, ISSN: , DOI: 10.21437/interspeech.2018-1845
Interspeech 2018 2019-07-09
2017 Tang , Junqi; Bach , Francis; Golbabaee , Mohammad; Davies , Mike ,
Structure-Adaptive, Variance-Reduced, and Accelerated Stochastic Optimization
published pages: , ISSN: , DOI:
2019-07-09
2018 Youngjoo Seo, Manuel Morante, Yannis Kopsinis, Sergios Theodoridis
Unsupervised learning of the brain connectivity dynamic using residual D-net
published pages: , ISSN: , DOI:
2019-07-09
2018 Tang, Junqi; Golbabaee, Mohammad; Bach, Francis; Davies, Mike
Rest-Katyusha: Exploiting the Solution\'s Structure via Scheduled Restart Schemes
published pages: , ISSN: , DOI:
Advances in Neural Information Processing Systems 32 2019-07-09
2017 Ronan Hamon, Valentin Emiya, Lucas Rencker, Wenwu Wang, Mark D. Plumbley
Assessment of musical noise using localization of isolated peaks in the time-frequency domain
published pages: , ISSN: , DOI:
Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2019-07-09
2016 Sobieraj, Iwona & Plumbley, Mark D.
Coupled Sparse NMF vs. Random Forest Classification for Real Life Acoustic Event Detection
published pages: 90--94, ISSN: , DOI:
Proceedings of the Detection and Classification of Acoustic Scenes and Events 2016 Workshop (DCASE2016) 2019-07-09
2017 Chatzichristos, C.; Kofidis, E.; Kopsinis, Y.; Moreno, M. Morante & Theodoridis, S.
Higher-Order Block Term Decomposition for Spatially Folded fMRI Data
published pages: , ISSN: , DOI: 10.1007/978-3-319-53547-0_1
Int. Conf. on Latent Variable Analysis, and Signal Separation. (LVA ICA) 2019-07-09
2017 Moreno, M. M.; Kopsinis, Y.; Kofidis, E.; Chatzichristos, C. & Theodoridis, S.
Assisted Dictionary Learning for fMRI Data Analysis
published pages: , ISSN: , DOI:
Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2019-07-09
2017 Ulas, Cagdas; Kaczmarz, Stephan; Preibisch, Christine; Sperl, Jonathan I.; Menzel, Marion I.; Haase, Axel; Menze, Bjoern H.
A Spatio-temporal Denoising Approach based on Total Variation Regularization for Arterial Spin Labeling
published pages: , ISSN: , DOI:
Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM) 2019-07-09
2016 Shpakova, Tatiana; Bach, Francis
Parameter Learning for Log-supermodular Distributions
published pages: , ISSN: , DOI:
Advances in Neural Information Processing Systems 1 2019-07-09
2016 Dhritiman Das, Eduardo Coello, Rolf. F Schulte, Bjoern H Menze
Spectral denoising for MR Spectroscopic Imaging using Non-Local Means
published pages: , ISSN: , DOI:
ISMRM Workshop on MR Spectroscopy: From Current Best Practice to Latest Frontiers 2019-07-09
2016 Bonsel, C.; Abesser, J.; Grollmisch, S. & Mimilakis, S. I.
Automatic Best Take Detection for Electric Guitar and Vocal Studio Recordings
published pages: , ISSN: , DOI:
Audio Engineering Society Workshop on Intelligent Music Production 2nd 2019-07-09
2016 Tang, Junqi; Golbabaee, Mohammad & Davies, Mike
Gradient Projection Iterative Sketch for Large Scale Constrained Least-Squares
published pages: , ISSN: , DOI:
2019-07-09
2016 Mimilakis, S. I.; Cano, E.; Abesser, J. & Schuller, G.
New Sonorities for Jazz Recordings: Separation and Mixing using Deep Neural Networks
published pages: , ISSN: , DOI:
Audio Engineering Society Workshop on Intelligent Music Production 2nd 2019-07-09
2017 Lucas Rencker, Wenwu Wang, Mark D. Plumbley
A greedy algorithm with learned statistics for sparse signal reconstruction
published pages: , ISSN: , DOI:
Proceedings of International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2019-07-09
2016 Benjamin, Arnold J. V.; Bano, Wahija; Marshall, Ian & Davies, Mike E.
Optimizing calibration kernels and sampling pattern for ESPIRiT based compressed sensing implementation in 3D MRI
published pages: , ISSN: , DOI:
Proceedings of the 22nd Annual Scientific Meeting of the British Chapter of the ISMRM 2019-07-09
2016 Benjamin, Arnold J. V.; Bano, Wahija; Marshall, Ian & Davies, Mike E.
Optimizing calibration kernels and sampling pattern for ESPIRiT based compressed sensing implementation in 3D MRI
published pages: , ISSN: , DOI:
Proceedings of the 22nd Annual Scientific Meeting of the British Chapter of the ISMRM 2019-07-09
2016 Mimilakis, S. I.; Drossos, K.; Virtanen, T. & Schuller, G.
Deep Neural Networks for Dynamic Range Compression in Mastering Applications
published pages: , ISSN: , DOI:
Audio Engineering Society Convention 140 2019-07-09
2016 Gomez, Pedro A.; Bounincontri, Guido; Molina-Romero, Miguel; Ulas, Cagdas; Sperl, Jonathan I.; Menzel, Marion I. & Menze, Bjoern H.
3D Magnetic Resonance Fingerprinting with a Clustered Spatiotemporal Dictionary
published pages: , ISSN: , DOI:
Proceedings of the 24th International Society of Magnetic Resonance in Medicine (ISMRM) 2019-07-09
2016 Kofidis, E.; Chatzichristos, C. & Almeida, A. L. F.
Joint Channel Estimation/ Data Detection in MIMO-FBMC/OQAM Systems - A Tensor Based Approach
published pages: , ISSN: , DOI:
Workshop on Tensor Decompositions and Applications (TDA-2016) 2019-07-09
2017 Ulas, Cagdas; Kaczmarz, Stephan; Preibisch, Christine; Sperl, Jonathan I.; Menzel, Marion I.; Haase, Axel; Menze, Bjoern H.
A Spatio-temporal Denoising Approach based on Total Variation Regularization for Arterial Spin Labeling
published pages: , ISSN: , DOI:
Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM) 2019-07-09

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