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Machine Sensing Training Network

Deliverables

Journal papers

Articles submitted to journals

D1-5.1 State-of-the-art reviews

Across Work Packages WP1 - WP5

D1-5.2 Initial findings report

Across work packages WP1 - WP5

D1-5.3 Final reports

Across work packages WP1 - WP5.

Conference presentations

Presentations of research results at conferences

1st Summer School

Includes Network Mtg See section 2.2.1 of Annex 1

2nd Summer School

Combined with D7.2 First Workshop See section 2.2.1 of Annex 1

1st Workshop

Combined with D6.5 2nd Summer School See section 2.2.1 of Annex 1

Final Workshop

Includes network meeting See section 2.2.1 of Annex 1

Public engagement activities

See section 3.3.1 of Annex 1

Publications

Quantification of Metabolites in Magnetic Resonance Spectroscopic Imaging Using Machine Learning

Author(s): Dhritiman Das, Eduardo Coello, Rolf F. Schulte, Bjoern H. Menze
Published in: Physics and Engineering of Metallic Materials - Proceedings of Chinese Materials Conference 2018, Issue 217, 2019, Page(s) 462-470
DOI: 10.1007/978-3-319-66179-7_53

DeepASL: Kinetic Model Incorporated Loss for Denoising Arterial Spin Labeled MRI via Deep Residual Learning

Author(s): Cagdas Ulas, Giles Tetteh, Stephan Kaczmarz, Christine Preibisch, Bjoern H. Menze
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, Granada, Spain, September 16-20, 2018, Proceedings, Part I, Issue 11070, 2018, Page(s) 30-38
DOI: 10.1007/978-3-030-00928-1_4

Direct Estimation of Pharmacokinetic Parameters from DCE-MRI Using Deep CNN with Forward Physical Model Loss

Author(s): Cagdas Ulas, Giles Tetteh, Michael J. Thrippleton, Paul A. Armitage, Stephen D. Makin, Joanna M. Wardlaw, Mike E. Davies, Bjoern H. Menze
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, Granada, Spain, September 16-20, 2018, Proceedings, Part I, Issue 11070, 2018, Page(s) 39-47
DOI: 10.1007/978-3-030-00928-1_5

Structured Sequence Modeling with Graph Convolutional Recurrent Networks

Author(s): Youngjoo Seo, Michaël Defferrard, Pierre Vandergheynst, Xavier Bresson
Published in: Neural Information Processing - 25th International Conference, ICONIP 2018, Siem Reap, Cambodia, December 13-16, 2018, Proceedings, Part I, Issue 11301, 2018, Page(s) 362-373
DOI: 10.1007/978-3-030-04167-0_33

Consistent Dictionary Learning for Signal Declipping

Author(s): Lucas Rencker, Francis Bach, Wenwu Wang, Mark D. Plumbley
Published in: Latent Variable Analysis and Signal Separation, Issue 10891, 2018, Page(s) 446-455
DOI: 10.1007/978-3-319-93764-9_41

Spatially Adaptive Spectral Denoising for MR Spectroscopic Imaging using Frequency-Phase Non-local Means

Author(s): Dhritiman Das, Eduardo Coello, Rolf F. Schulte, Bjoern H. Menze
Published in: Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2016, 2016, Page(s) 596-604
DOI: 10.1007/978-3-319-46726-9_69

Harmonic-Percussive Source Separation with Deep Neural Networks and Phase Recovery

Author(s): Konstantinos Drossos, Paul Magron, Stylianos Ioannis Mimilakis, Tuomas Virtanen
Published in: 2018 16th International Workshop on Acoustic Signal Enhancement (IWAENC), 2018, Page(s) 421-425
DOI: 10.1109/iwaenc.2018.8521371

Constant Step Size Stochastic Gradient Descent for Probabilistic Modeling

Author(s): Babichev, Dmitry; Bach, Francis
Published in: Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial Intelligence, Issue 34, 2018, Page(s) 219-228

Rest-Katyusha: Exploiting the Solution's Structure via Scheduled Restart Schemes

Author(s): Tang, Junqi; Golbabaee, Mohammad; Bach, Francis; Davies, Mike
Published in: Advances in Neural Information Processing Systems, Issue 32, 2018

Reducing Interference with Phase Recovery in DNN-based Monaural Singing Voice Separation

Author(s): Paul Magron, Konstantinos Drossos, Stylianos Ioannis Mimilakis, Tuomas Virtanen
Published in: Interspeech 2018, 2018, Page(s) 332-336
DOI: 10.21437/interspeech.2018-1845

Close Miking Empirical Practice Verification: A Source Separation Approach

Author(s): Drossos, Konstantinos; Mimilakis, Stylianos Ioannis; Floros, Andreas; Virtanen, Tuomas; Schuller, Gerald
Published in: Proceedings of the 142nd Audio Engineering Society Convention, Issue 1, 2017

MaD TwinNet: Masker-Denoiser Architecture with Twin Networks for Monaural Sound Source Separation

Author(s): Konstantinos Drossos, Stylianos Ioannis Mimilakis, Dmitriy Serdyuk, Gerald Schuller, Tuomas Virtanen, Yoshua Bengio
Published in: 2018 International Joint Conference on Neural Networks (IJCNN), 2018, Page(s) 1-8
DOI: 10.1109/ijcnn.2018.8489565

Monaural Singing Voice Separation with Skip-Filtering Connections and Recurrent Inference of Time-Frequency Mask

Author(s): Stylianos Ioannis Mimilakis, Konstantinos Drossos, Joao F. Santos, Gerald Schuller, Tuomas Virtanen, Yoshua Bengio
Published in: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018, Page(s) 721-725
DOI: 10.1109/icassp.2018.8461822

A recurrent encoder-decoder approach with skip-filtering connections for monaural singing voice separation

Author(s): Stylianos Ioannis Mimilakis, Konstantinos Drossos, Tuomas Virtanen, Gerald Schuller
Published in: 2017 IEEE 27th International Workshop on Machine Learning for Signal Processing (MLSP), 2017, Page(s) 1-6
DOI: 10.1109/mlsp.2017.8168117

Blind image deblurring using class-adapted image priors

Author(s): Marina Ljubenovic, Mario A. T. Figueiredo
Published in: 2017 IEEE International Conference on Image Processing (ICIP), 2017, Page(s) 490-494
DOI: 10.1109/icip.2017.8296329

Exploiting the structure via sketched gradient algorithms

Author(s): Junqi Tang, Mohammad Golbabaee, Mike Davies
Published in: 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2017, Page(s) 1305-1309
DOI: 10.1109/globalsip.2017.8309172

Gradient Projection Iterative Sketch for Large-Scale Constrained Least-Squares

Author(s): Tang, Junqi; Golbabaee, Mohammad; Davies, Mike
Published in: Proceedings of the 34th International Conference on Machine Learning, Issue 70, 2017, Page(s) 3377--3386

Orthogonality-Regularized Masked NMF for Learning on Weakly Labeled Audio Data

Author(s): Iwona Sobieraj, Lucas Rencker, Mark D. Plumbley
Published in: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018, Page(s) 2436-2440
DOI: 10.1109/icassp.2018.8461293

Class-Adapted Blind Deblurring of Document Images

Author(s): Marina Ljubenovic, Lina Zhuang, Mario A.T. Figueiredo
Published in: 2017 14th IAPR International Conference on Document Analysis and Recognition (ICDAR), 2017, Page(s) 721-726
DOI: 10.1109/icdar.2017.123

Anisotropic Spatiotemporal Regularization in Compressive Video Recovery by Adaptively Modeling the Residual Errors as Correlated Noise

Author(s): Nasser Eslahi, Alessandro Foi
Published in: 2018 IEEE 13th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP), 2018, Page(s) 1-5
DOI: 10.1109/ivmspw.2018.8448455

Masked Non-negative Matrix Factorization for Bird Detection Using Weakly Labeled Data

Author(s): Iwona Sobieraj, Qiuqiang Kong, Mark D. Plumbley
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 1769-1773
DOI: 10.23919/eusipco.2017.8081513

PARAFAC2 and its block term decomposition analog for blind fMRI source unmixing

Author(s): Christos Chatzichristos, Eleftherios Kofidis, Sergios Theodoridis
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 2081-2085
DOI: 10.23919/eusipco.2017.8081576

Fusion of EEG and fMRI via Soft Coupled Tensor Decompositions

Author(s): Christos Chatzichristos, Mike Davies, Javier Escudero, Eleftherios Kofidis, Sergios Theodoridis
Published in: 2018 26th European Signal Processing Conference (EUSIPCO), 2018, Page(s) 56-60
DOI: 10.23919/eusipco.2018.8553077

Anomaly detection in the dynamics of web and social networks

Author(s): Volodymyr Miz, Benjamin Ricaud, Kirell Benzi, Pierre Vandergheynst
Published in: Proceedings of the Web Conference 2019, 2019
DOI: 10.475/123_4

Marginal Weighted Maximum Log-likelihood for Efficient Learning of Perturb-and-Map models

Author(s): Shpakova, Tatiana and Bach, Francis and Osokin, Anton
Published in: Proceedings of the Thirty-Fourth Conference in Uncertainty in Artificial Intelligence, 2018, Page(s) pp. 279-289

Patch-based Interferometric Phase Estimation via Mixture of Gaussian Density Modelling & Non-local Averaging in the Complex Domain

Author(s): Joshin P. Krishnan, José M. Bioucas-Dias
Published in: British Machine Vision Conference, 2017

Estimation of Pharmacokinetic Parameters in Dynamic Contrast Enhanced MRI Via Random Forest Regression

Author(s): Cagdas Ulas, Michael Thrippleton, Ian Marshall, Mike Davies, Paul Armitage, Stephen Makin, Joanna Wardlaw, Bjoern Menze
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Fast Iterative Shrinkage for Signal Declipping and Dequantization

Author(s): Rencker, Lucas, Bach, Francis, Wang, Wenwu and Plumbley, Mark D.
Published in: iTWIST’18 - International Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques, 2018

Acoustic Scene Classification by Combining Autoencoder-Based Dimensionality Reduction and Convolutional Neural Networks

Author(s): J. Abesser, S.I. Mimilakis, R Graefe and H Lukashevich
Published in: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2017 Workshop (DCASE2016), 2017

Balanced multi-shot EPI for accelerated Cartesian MR Fingerprinting: An alternative to spiral MR Fingerprinting

Author(s): Arnold Julian Vinoj Benjamin, Pedro A. Gómez, Mohammad Golbabaee, Zaid Mahbub, Tim Sprenger, Marion Menzel, Michael Davies, Ian Marshall
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Sampling order optimization preserves contrast and improves clinical diagnostic utility of accelerated prospective 3D brain MRI: a radiological assessment study on healthy volunteers

Author(s): Arnold Julian Vinoj Benjamin, Wajiha Bano, Grant Mair, Michael Davies and Ian Marshall
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

In vivo parametric mapping using piecewise constant flip angle and multi shot EPI MR Fingerprinting

Author(s): Zaid Mahbub, Mohammad Golbabaae, Arnold Julian Vinoj Benjamin, Mike Davies and Ian Marshall
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Improved Accuracy of Accelerated 3D T2* Mapping through Coherent Parallel Maximum Likelihood Estimation

Author(s): Wajiha Bano, Mohammad Golbabaee, Arnold Benjamin, Ian Marshall and Michael Davies
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Direct Estimation of Model Parameters in MR Spectroscopic Imaging using Deep Neural Networks

Author(s): Das, Dhritiman and Coello, Eduardo and Sekuboyina, Anjany and Schulte, Rolf F and Menze, Bjoern H
Published in: Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Research on the impact of emojis on the memory retrieval using fMRI

Author(s): N. Andreadis, C. Chatzichristos, M. Morante, P. Toulas
Published in: Proceedings of the Panhellenic Radiology conference, 2018

Accelerating T2* Mapping with Maximum Likelihood Estimation (MLE) and Parallel Imaging(PI)

Author(s): Wajiha Bano, Arnold Julian Vinoj Benjamin, Ian Marshall and Michael Davies
Published in: Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM), 2017

Metabolite Quantification of 1H-MRSI spectra in Multiple Sclerosis: A Machine Learning Approach

Author(s): Das, Dhritiman and Davies, Mike E and Chataway, Jeremy and Chandran, Siddharthan and Menze, Bjoern H and Marshall, Ian
Published in: Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

MRSI Brain Temperature Mapping Using Machine Learning

Author(s): 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
Published in: Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Spectral-Dephasing based Non-Local Means for Spatially Adaptive Denoising in 3D-MRSI

Author(s): Das, Dhritiman and Coello, Eduardo and Schulte, Rolf F and Menze, Bjoern H
Published in: Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM), 2017

Sampling Order Optimization for contrast preservation in accelerated prospective 3D MRI

Author(s): Benjamin, Arnold Julian Vinoj; Bano, Wahija; Marshall, Ian & Davies, Mike
Published in: Proceedings of the 34th Annual Scientific Meeting of the European Society of Magnetic Resonance in Medicine & Biology (ESMRMB), 2017

Assessment of musical noise using localization of isolated peaks in time-frequency domain

Author(s): Ronan Hamon, Valentin Emiya, Lucas Rencker, Wenwu Wang, Mark Plumbley
Published in: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017, Page(s) 696-700
DOI: 10.1109/icassp.2017.7952245

A greedy algorithm with learned statistics for sparse signal reconstruction

Author(s): Lucas Rencker, Wenwu Wang, Mark D. Plumbley
Published in: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017, Page(s) 4775-4779
DOI: 10.1109/icassp.2017.7953063

OpenCL programmable exposed datapath high performance low-power image signal processor

Author(s): Joonas Multanen, Heikki Kultala, Matias Koskela, Timo Viitanen, Pekka Jaaskelainen, Jarmo Takala, Aram Danielyan, Cristovao Cruz
Published in: 2016 IEEE Nordic Circuits and Systems Conference (NORCAS), 2016, Page(s) 1-6
DOI: 10.1109/NORCHIP.2016.7792906

Spectral denoising for MR Spectroscopic Imaging using Non-Local Means

Author(s): Dhritiman Das, Eduardo Coello, Rolf. F Schulte, Bjoern H Menze
Published in: ISMRM Workshop on MR Spectroscopy: From Current Best Practice to Latest Frontiers, 2016

Spatio-temporal MRI reconstruction by enforcing local and global regularity via dynamic total variation and nuclear norm minimization

Author(s): Cagdas Ulas, Pedro A. Gomez, Jonathan I. Sperl, Christine Preibisch, Bjoern H. Menze
Published in: 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI), 2016, Page(s) 306-309
DOI: 10.1109/ISBI.2016.7493270

Joint Channel Estimation/ Data Detection in MIMO-FBMC/OQAM Systems - A Tensor Based Approach

Author(s): Kofidis, E.; Chatzichristos, C. & Almeida, A. L. F.
Published in: Workshop on Tensor Decompositions and Applications (TDA-2016), 2016

New Sonorities for Jazz Recordings: Separation and Mixing using Deep Neural Networks

Author(s): Mimilakis, S. I.; Cano, E.; Abesser, J. & Schuller, G.
Published in: Audio Engineering Society Workshop on Intelligent Music Production 2nd, 2016

Coupled Sparse NMF vs. Random Forest Classification for Real Life Acoustic Event Detection

Author(s): Sobieraj, Iwona & Plumbley, Mark D.
Published in: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2016 Workshop (DCASE2016), 2016, Page(s) 90--94

Assisted dictionary learning for FMRI data analysis

Author(s): Manuel Morante Moreno, Yannis Kopsinis, Eleftherios Kofidis, Christos Chatzichristos, Sergios Theodoridis
Published in: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017, Page(s) 806-810
DOI: 10.1109/icassp.2017.7952267

Learning a Spatiotemporal Dictionary for Magnetic Resonance Fingerprinting with Compressed Sensing

Author(s): Gomez, Pedro A.; Ulas, Cagdas; Sperl, Jonathan I.; Sprenger, Tim; Molina-Romero, Miguel; Menzel, Marion I. & Menze, Bjoern H.
Published in: Proceedings of MICCAI Workshop on Patch-based Techniques in Medical Imaging, 2015, Page(s) 112-119
DOI: 10.1007/978-3-319-28194-0_14

A Robust Reconstruction Method for Quantitative Perfusion MRI: Application to Brain Dynamic Susceptibility Contrast (DSC) Imaging

Author(s): Ulas, Cagdas; Gomez, Pedro A.; Sperl, Jonathan I.; Preibisch, Christine; Menzel, Marion I.; Haase, Axel; Menze, Bjoern H.
Published in: Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM), 2017

A Spatio-temporal Denoising Approach based on Total Variation Regularization for Arterial Spin Labeling

Author(s): Ulas, Cagdas; Kaczmarz, Stephan; Preibisch, Christine; Sperl, Jonathan I.; Menzel, Marion I.; Haase, Axel; Menze, Bjoern H.
Published in: Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM), 2017

Robust Reconstruction of Accelerated Perfusion MRI Using Local and Nonlocal Constraints

Author(s): Ulas, Cagdas; Gomez, Pedro A.; Krahmer, Felix; Sperl, Jonathan I.; Menzel, Marion I. & Menze, Bjoern H.
Published in: Proceedings of MICCAI Workshop on Reconstruction and Analysis of Moving Body Organs, 2016, Page(s) 37-47
DOI: 10.1007/978-3-319-52280-7_4

Optimizing calibration kernels and sampling pattern for ESPIRiT based compressed sensing implementation in 3D MRI

Author(s): Benjamin, Arnold J. V.; Bano, Wahija; Marshall, Ian & Davies, Mike E.
Published in: Proceedings of the 22nd Annual Scientific Meeting of the British Chapter of the ISMRM, 2016

Higher-Order Block Term Decomposition for Spatially Folded fMRI Data

Author(s): Chatzichristos, C.; Kofidis, E.; Kopsinis, Y.; Moreno, M. Morante & Theodoridis, S.
Published in: Int. Conf. on Latent Variable Analysis, and Signal Separation. (LVA ICA), 2017
DOI: 10.1007/978-3-319-53547-0_1

Simultaneous Parameter Mapping, Modality Synthesis, and Anatomical Labeling of the Brain with MR Fingerprinting

Author(s): Gomez, Pedro A.; Molina-Romero, Miguel; Ulas, Cagdas; Bounincontri, Guido; Sperl, Jonathan I.; Jones Derek, K.; Menzel, Marion I. & Menze, Bjoern H.
Published in: Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2016, 2016, Page(s) 579-586
DOI: 10.1007/978-3-319-46726-9_67

Parameter Learning for Log-supermodular Distributions

Author(s): Shpakova, Tatiana; Bach, Francis
Published in: Advances in Neural Information Processing Systems, Issue 1, 2016

Automatic Best Take Detection for Electric Guitar and Vocal Studio Recordings

Author(s): Bonsel, C.; Abesser, J.; Grollmisch, S. & Mimilakis, S. I.
Published in: Audio Engineering Society Workshop on Intelligent Music Production 2nd, 2016

3D Magnetic Resonance Fingerprinting with a Clustered Spatiotemporal Dictionary

Author(s): Gomez, Pedro A.; Bounincontri, Guido; Molina-Romero, Miguel; Ulas, Cagdas; Sperl, Jonathan I.; Menzel, Marion I. & Menze, Bjoern H.
Published in: Proceedings of the 24th International Society of Magnetic Resonance in Medicine (ISMRM), 2016

Deep Neural Networks for Dynamic Range Compression in Mastering Applications

Author(s): Mimilakis, S. I.; Drossos, K.; Virtanen, T. & Schuller, G.
Published in: Audio Engineering Society Convention 140, 2016

Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising

Author(s): Cristovao Cruz, Alessandro Foi, Vladimir Katkovnik, Karen Egiazarian
Published in: IEEE Signal Processing Letters, Issue 25/8, 2018, Page(s) 1216-1220, ISSN 1070-9908
DOI: 10.1109/LSP.2018.2850222

Single Image Super-Resolution Based on Wiener Filter in Similarity Domain

Author(s): Cristovao Cruz, Rakesh Mehta, Vladimir Katkovnik, Karen O. Egiazarian
Published in: IEEE Transactions on Image Processing, Issue 27/3, 2018, Page(s) 1376-1389, ISSN 1057-7149
DOI: 10.1109/TIP.2017.2779265

Slice inverse regression with score functions

Author(s): Dmitry Babichev, Francis Bach
Published in: Electronic Journal of Statistics, Issue 12/1, 2018, Page(s) 1507-1543, ISSN 1935-7524
DOI: 10.1214/18-EJS1428

Blind fMRI source unmixing via higher-order tensor decompositions

Author(s): Christos Chatzichristos, Eleftherios Kofidis, Manuel Morante, Sergios Theodoridis
Published in: Journal of Neuroscience Methods, Issue 315, 2019, Page(s) 17-47, ISSN 0165-0270
DOI: 10.1016/j.jneumeth.2018.12.007

Convolutional Neural Networks for Direct Inference of Pharmacokinetic Parameters: Application to Stroke Dynamic Contrast-Enhanced MRI

Author(s): Cagdas Ulas, Dhritiman Das, Michael J. Thrippleton, Maria del C. Valdés Hernández, Paul A. Armitage, Stephen D. Makin, Joanna M. Wardlaw, Bjoern H. Menze
Published in: Frontiers in Neurology, Issue 9, 2019, ISSN 1664-2295
DOI: 10.3389/fneur.2018.01147

Dictionary Learning Phase Retrieval from Noisy Diffraction Patterns

Author(s): Joshin Krishnan, José Bioucas-Dias, Vladimir Katkovnik
Published in: Sensors, Issue 18/11, 2018, Page(s) 4006, ISSN 1424-8220
DOI: 10.3390/s18114006

An RIP-Based Performance Guarantee of Covariance-Assisted Matching Pursuit

Author(s): Jiayang Wang, Gen Li, Lucas Rencker, Wenwu Wang, Yuantao Gu
Published in: IEEE Signal Processing Letters, Issue 25/6, 2018, Page(s) 828-832, ISSN 1070-9908
DOI: 10.1109/lsp.2018.2816573

An Optical Flow-Based Approach for Minimally Divergent Velocimetry Data Interpolation

Author(s): Berkay Kanberoglu, Dhritiman Das, Priya Nair, Pavan Turaga, David Frakes
Published in: International Journal of Biomedical Imaging, Issue 2019, 2019, Page(s) 1-14, ISSN 1687-4188
DOI: 10.1155/2019/9435163

An Overview of Lead and Accompaniment Separation in Music

Author(s): Zafar Rafii, Antoine Liutkus, Fabian-Robert Stoter, Stylianos Ioannis Mimilakis, Derry FitzGerald, Bryan Pardo
Published in: IEEE/ACM Transactions on Audio, Speech, and Language Processing, Issue 26/8, 2018, Page(s) 1307-1335, ISSN 2329-9290
DOI: 10.1109/taslp.2018.2825440

Workshop on Reconstruction Schemes for MR data: Summary of Findings and Recommendations

Author(s): Ozturk-Isik, Esin; Marshall, Ian; Filipiak, Patryk; Benjamin, Arnold ; Guerra Ones, Valia; Ortiz Ramón, Rafael; Valdés Hernández, Maria
Published in: Royal Society Open Science, 2017, ISSN 2054-5703
DOI: 10.1098/rsos.160731

Structure-Adaptive, Variance-Reduced, and Accelerated Stochastic Optimization

Author(s): Tang , Junqi; Bach , Francis; Golbabaee , Mohammad; Davies , Mike ,
Published in: 2017

Wikipedia graph mining: dynamic structure of collective memory

Author(s): Miz, Volodymyr; Benzi, Kirell; Ricaud, Benjamin; Vandergheynst, Pierre
Published in: 2017

Investigating the Potential of Pseudo Quadrature Mirror Filter-Banks in Music Source Separation Tasks

Author(s): Mimilakis, Stylianos Ioannis; Schuller, Gerald
Published in: 2017

Structure-Adaptive Accelerated Coordinate Descent

Author(s): Junqi Tang, Mohammad Golbabaee, Francis Bach, Mike Davies
Published in: 2018

Unsupervised learning of the brain connectivity dynamic using residual D-net

Author(s): Youngjoo Seo, Manuel Morante, Yannis Kopsinis, Sergios Theodoridis
Published in: 2018

SURE-fuse WFF: A Multi-resolution Windowed Fourier Analysis for Interferometric Phase Denoising

Author(s): Joshin P. Krishnan, Mário A. T. Figueiredo José M. Bioucas-Dias
Published in: 2018

Datasets

MUSDB18 - a corpus for music separation

Author(s): Rafii, Zafar; Liutkus, Antoine; Stöter, Fabian-Robert; Mimilakis, Stylianos Ioannis; Bittner, Rachel
Published in: Zenodo

Enron Email Time-Series Network

Author(s): Miz, Volodymyr; Ricaud, Benjamin; Vandergheynst, Pierre
Published in: Zenodo

Wikipedia Time-Series Graph

Author(s): Benzi Kirell; Miz Volodymyr; Ricaud Benjamin; Vandergheynst Pierre
Published in: Zenodo

Wikipedia. Events And Collective Memory Detection Dataset

Author(s): Miz Volodymyr; Benzi Kirell; Ricaud Benjamin; Vandergheynst Pierre
Published in: Zenodo

Dataset for Close Miking Empirical Practice Verification: A Source Separation Approach

Author(s): Drossos, Konstantinos; Mimilakis, Stylianos Ioannis; Floros, Andreas; Virtanen, Tuomas; Schuller, Gerald
Published in: Zenodo

Data from: Workshop on reconstruction schemes for magnetic resonance data: summary of findings and recommendations

Author(s): Ozturk-Isik, Esin; Marshall, Ian; Filipiak, Patryk; Benjamin, Arnold J.V.; Ones, Valia Guerra; Ramón, Rafael Ortiz; Valdés Hernández, Maria Del C.; Benjamin, Arnold J. V.
Published in: Dryad

Supplementary material from "Workshop on reconstruction schemes for magnetic resonance data: summary of findings and recommendations"

Author(s): Ozturk-Isik, Esin; Marshall, Ian; Filipiak, Patryk; Benjamin, Arnold J. V.; Valia Guerra Ones; Ramón, Rafael Ortiz; Hernández, Maria Del C. Valdés
Published in: Figshare

Software

Trained Models For "Monaural Singing Voice Separation With Skip-Filtering Connections And Recurrent Inference Of Time-Frequency Mask"

Author(s): Mimilakis, Stylianos Ioannis; Drossos, Konstantinos; Santos, Joao Felipe; Schuller, Gerald; Virtanen, Tuomas; Bengio, Yoshua
DOI: 10.5281/zenodo.1064804; 10.5281/zenodo.1064805
Publisher: Zenodo

New Sonorities For Jazz Recordings: Separation And Mixing Using Deep Neural Networks

Author(s): Mimilakis, Stylianos Ioannis; Cano, Estefania; Abesser, Jakob; Schuller, Gerald
DOI: 10.5281/zenodo.192345
Publisher: Zenodo

Js-Mim/mss_pytorch v0.1

Author(s): S.I. Mimilakis
DOI: 10.5281/zenodo.1064809; 10.5281/zenodo.1064808
Publisher: Zenodo

Trained Models For "A Recurrent Encoder-Decoder Approach With Skip-Filtering Connections For Monaural Singing Voice Separation"

Author(s): Mimilakis, Stylianos Ioannis; Drossos, Konstantinos; Virtanen, Tuomas; Schuller, Gerald
DOI: 10.5281/zenodo.840387; 10.5281/zenodo.840388
Publisher: Zenodo