Recent Publications

Anatomy-informed multimodal learning for myocardial infarction prediction

I-D. Sievering; O. Y. Senouf; T. Mahendiran; D. Nanchen; S. Fournier et al. 

2022-12-02. MedNeurIPS.

Attention-based learning of views fusion applied to myocardial infarction diagnosis from x-ray CT

J. J. Gwizdala; O. Y. Senouf; D. Auberson; D. Meier; D. Rotzinger et al. 

2022-12-02. MedNeurIPS.

Interpretable temporal-spatial graph attention network for multi-site PV power forecasting

J. Simeunovic; B. Schubnel; P-J. Alet; R. E. Carrillo; P. Frossard 

Applied Energy. 2022-12-01. Vol. 327, p. 120127. DOI : 10.1016/j.apenergy.2022.120127.

Landmarking for Navigational Streaming of Stored High-Dimensional Media

Y. Yuan; G. Cheung; P. Frossard; H. V. Zhao; J. Huang 

Ieee Transactions On Circuits And Systems For Video Technology. 2022-08-01. Vol. 32, num. 8, p. 5663-5679. DOI : 10.1109/TCSVT.2022.3150780.

Post Hoc Explainability for Time Series Classification Toward a signal processing perspective

R. Mochaourab; A. Venkitaraman; I. Samsten; P. Papapetrou; C. R. Rojas 

Ieee Signal Processing Magazine. 2022-07-01. Vol. 39, num. 4, p. 119-129. DOI : 10.1109/MSP.2022.3155955.

Dynamics of functional network organization through graph mixture learning

I. Ricchi; A. Tarun; H. P. Maretic; P. Frossard; D. Van De Ville 

Neuroimage. 2022-05-15. Vol. 252, p. 119037. DOI : 10.1016/j.neuroimage.2022.119037.

Spatio-Temporal Graph Neural Networks for Multi-Site PV Power Forecasting

J. Simeunovic; B. Schubnel; P-J. Alet; R. E. Carrillo 

Ieee Transactions On Sustainable Energy. 2022-04-01. Vol. 13, num. 2, p. 1210-1220. DOI : 10.1109/TSTE.2021.3125200.

Impulsive noise removal via a blind CNN enhanced by an iterative post-processing

S. Sadrizadeh; H. Otroshi-Shahreza; F. Marvasti 

Signal Processing. 2022-03-01. Vol. 192, p. 108378. DOI : 10.1016/j.sigpro.2021.108378.

A Structured Dictionary Perspective on Implicit Neural Representations

G. Yuce; G. Ortiz-Jimenez; B. Besbinar; P. Frossard 

2022-01-01. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA, Jun 18-24, 2022. p. 19206-19216. DOI : 10.1109/CVPR52688.2022.01863.

Block-Sparse Adversarial Attack To Fool Transformer-Based Text Classifiers

S. Sadrizadeh; L. Dolamic; P. Frossard 

2022-01-01. 47th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, SINGAPORE, May 22-27, 2022. p. 7837-7841. DOI : 10.1109/ICASSP43922.2022.9747475.

Distributed Graph Learning With Smooth Data Priors

I. C. M. Nobre; M. El Gheche; P. Frossard 

2022-01-01. 47th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, SINGAPORE, May 22-27, 2022. p. 5852-5856. DOI : 10.1109/ICASSP43922.2022.9746545.

Annihilation Filter Approach For Estimating Graph Dynamics From Diffusion Processes

A. Venkitaraman; P. Frossard 

2022-01-01. 47th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, SINGAPORE, May 22-27, 2022. p. 5583-5587. DOI : 10.1109/ICASSP43922.2022.9747457.

Quantization for Distributed Processing and Learning of Structured Data

I. Cunha Maia Nobre / P. Frossard (Dir.)  

Lausanne, EPFL, 2022. 

Unsupervised Visual Entity Abstraction towards 2D and 3D Compositional Models

B. Besbinar / P. Frossard (Dir.)  

Lausanne, EPFL, 2022. 

OSLO: On-the-Sphere Learning for Omnidirectional Images and Its Application to 360-Degree Image Compression

N. M. Bidgoli; R. G. d. A. Azevedo; T. Maugey; A. Roumy; P. Frossard 

Ieee Transactions On Image Processing. 2022-01-01. Vol. 31, p. 5813-5827. DOI : 10.1109/TIP.2022.3202357.

Robustness and invariance properties of image classifiers

A. Modas / P. Frossard (Dir.)  

Lausanne, EPFL, 2022. 

Wasserstein-Based Graph Alignment

H. P. Maretic; M. El Gheche; M. Minder; G. Chierchia; P. Frossard 

Ieee Transactions On Signal And Information Processing Over Networks. 2022-01-01. Vol. 8, p. 353-363. DOI : 10.1109/TSIPN.2022.3169632.

Graph Representation Learning with Optimal Transport: Analysis and Applications

E. Simou / P. Frossard (Dir.)  

Lausanne, EPFL, 2022. 

Reconstruction of Time-Varying Graph Signals via Sobolev Smoothness

J. H. Giraldo; A. Mahmood; B. Garcia-Garcia; D. Thanou; T. Bouwmans 

Ieee Transactions On Signal And Information Processing Over Networks. 2022-01-01. Vol. 8, p. 201-214. DOI : 10.1109/TSIPN.2022.3156886.

Graph Neural Networks With Lifting-Based Adaptive Graph Wavelets

M. Xu; W. Dai; C. Li; J. Zou; H. Xiong et al. 

Ieee Transactions On Signal And Information Processing Over Networks. 2022-01-01. Vol. 8, p. 63-77. DOI : 10.1109/TSIPN.2022.3140477.

FlowPool: Pooling Graph Representations with Wasserstein Gradient Flows

E. Simou 

2021-12-18

What can linearized neural networks actually say about generalization?

G. Ortiz Jimenez; S. M. Moosavi Dezfooli; P. Frossard 

2021-12-06. Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021), Virtual, December 6-14, 2021.

Combining anatomical and functional networks for neuropathology identification: A case study on autism spectrum disorder

S. Itani; D. Thanou 

Medical Image Analysis. 2021-04-01. Vol. 69, p. 101986. DOI : 10.1016/j.media.2021.101986.

iPool–Information-Based Pooling in Hierarchical Graph Neural Networks

X. Gao; W. Dai; C. Li; H. Xiong; P. Frossard 

Ieee Transactions On Neural Networks And Learning Systems. 2021-03-31. DOI : 10.1109/TNNLS.2021.3067441.

On the benefits of robust models in modulation recognition

J. A. Maroto Morales; G. Bovet; P. Frossard 

2021-03-27. Conference on Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications III, Orlando, Florida, USA, April 12-16, 2021. p. 1174611. DOI : 10.1117/12.2587156.

Improving filling level classification with adversarial training

A. Modas; A. Xompero; R. Sanchez-Matilla; P. Frossard; A. Cavallaro 

2021-02-08. IEEE International Conference on Image Processing (ICIP), Online, Sep 19-22, 2021. p. 829-833. DOI : 10.1109/ICIP42928.2021.9506112.

Self-Supervision By Prediction For Object Discovery In Videos

B. Besbinar; P. Frossard 

2021-01-01. IEEE International Conference on Image Processing (ICIP), ELECTR NETWORK, Sep 19-22, 2021. p. 1509-1513. DOI : 10.1109/ICIP42928.2021.9506062.

Interbeat Interval Detection from Synthetic Photoplethysmography Signals

C. Aguet; L. Jeanningros; F. Braun; J. Van Zaen; M. Lemay 

2021-01-01. Conference on Computing in Cardiology (CinC), Brno, CZECH REPUBLIC, Sep 12-15, 2021. DOI : 10.23919/CinC53138.2021.9662897.

Feature Learning for Blood Pressure Estimation from Photoplethysmography

C. Aguet; J. Van Zaen; J. Jorge; M. Proenca; G. Bonnier et al. 

2021-01-01. 43rd Annual International Conference of the IEEE-Engineering-in-Medicine-and-Biology-Society (IEEE EMBC), ELECTR NETWORK, Nov 01-05, 2021. p. 463-466. DOI : 10.1109/EMBC46164.2021.9630665.

Yapa: Accelerated Proximal Algorithm For Convex Composite Problems

G. Chierchia; M. El Gheche 

2021-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ELECTR NETWORK, Jun 06-11, 2021. p. 5534-5538. DOI : 10.1109/ICASSP39728.2021.9414656.

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