Explore the words cloud of the MacSeNet project. It provides you a very rough idea of what is the project "MacSeNet" about.
The following table provides information about the project.
Coordinator |
UNIVERSITY OF SURREY
Organization address contact info |
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 |
Take a look of project's partnership.
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.
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.
year | authors and title | journal | last update |
---|---|---|---|
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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