Recherche
La recherche joue un rôle majeur dans le domaine du Machine Learning. Avec des publications de premier ordre chaque année, l’EPFL jouit d’une excellente réputation.
2020
Detecting solar rooftop photovoltaic panels in aerial images using neural networks: a transfer learning approach
2020-06-19.On the Experimental Transferability of Spectral Graph Convolutional Networks
2020-06-19.Geometric deep learning for medium-range weather prediction
2020-06-19.WatchNet plus plus : efficient and accurate depth-based network for detecting people attacks and intrusion
Machine Vision And Applications. 2020-06-17. Vol. 31, num. 6, p. 41. DOI : 10.1007/s00138-020-01089-y.Shape Reconstruction by Learning Differentiable Surface Representations
2020-06-14. 2020 CVPR – Computer Vision and Pattern Recognition, Seattle, USA, June 14-16, 2020.Joint Segmentation and Path Classification of Curvilinear Structures
IEEE Transactions on Pattern Analysis And Machine Intelligence. 2020-06-01. Vol. 42, num. 6, p. 1515-1521. DOI : 10.1109/TPAMI.2019.2921327.Joint Human Pose Estimation and Stereo 3D Localization
2020-06-01. International Conference on Robotics and Automation (ICRA), paris, france, May 31th, June 4th 2020.Accurate deep neural network inference using computational phase-change memory
Nature Communications. 2020-05-18. Vol. 11, num. 1. DOI : 10.1038/s41467-020-16108-9.Noise-Resilient and Interpretable Epileptic Seizure Detection
2020-05-17. IEEE International Symposium on Circuits and Systems – ISCAS 2020, Seville, Spain, May 17-21, 2020.Constraint-aware neural networks for Riemann problems
Journal Of Computational Physics. 2020-05-15. Vol. 409, p. 109345. DOI : 10.1016/j.jcp.2020.109345.Optimization for Reinforcement Learning: From a single agent to cooperative agents
Ieee Signal Processing Magazine. 2020-05-01. Vol. 37, num. 3, p. 123-135. DOI : 10.1109/MSP.2020.2976000.Unsupervised Stereo Matching Using Confidential Correspondence Consistency
Ieee Transactions On Intelligent Transportation Systems. 2020-05-01. Vol. 21, num. 5, p. 2190-2203. DOI : 10.1109/TITS.2019.2917538.Introducing the CLEF 2020 HIPE Shared Task: Named Entity Recognition and Linking on Historical Newspapers
2020-04-08. ECIR 2020 : 42nd European Conference on Information Retrieval, Lisbon, Portugal, April 14-17, 2020. p. 524-532. DOI : 10.1007/978-3-030-45442-5_68.ExprADA: Adversarial domain adaptation for facial expression analysis
Pattern Recognition. 2020-04-01. Vol. 100, p. 107111. DOI : 10.1016/j.patcog.2019.107111.Automated Essay Scoring in Foreign Language Students Based on Deep Contextualised Word Representations
2020-03-23. LAK20 – 10th International Conference on Learning Analytics & Knowledge, Mars 23, 2020.Blind Universal Bayesian Image Denoising With Gaussian Noise Level Learning
2020-03-04. IEEE Transactions on Image Processing (TIP). p. 4885 – 4897. DOI : 10.1109/TIP.2020.2976814.CVSnet: A machine learning approach for automated central vein sign assessment in multiple sclerosis
Nmr In Biomedicine. 2020-03-03. p. e4283. DOI : 10.1002/nbm.4283.Classification of tokamak plasma confinement states with convolutional recurrent neural networks
Nuclear Fusion. 2020-03-01. Vol. 60, num. 3, p. 036022. DOI : 10.1088/1741-4326/ab6c7a.Controlling spatiotemporal nonlinearities in multimode fibers with deep neural networks
Apl Photonics. 2020-03-01. Vol. 5, num. 3, p. 030804. DOI : 10.1063/1.5138131.An objective comparison of detection and segmentation algorithms for artefacts in clinical endoscopy
Scientific Reports. 2020-02-17. Vol. 10, num. 1, p. 2748. DOI : 10.1038/s41598-020-59413-5.Robust Reinforcement Learning via Adversarial training with Langevin Dynamics
2020-02-14
Collaborative Sampling in Generative Adversarial Networks
2020-02-11. Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20), New York, New York, USA, February 7-12, 2020.Annealing and Replica-Symmetry in Deep Boltzmann Machines
Journal Of Statistical Physics. 2020-02-05. DOI : 10.1007/s10955-020-02495-2.Deep-learning projector for optical diffraction tomography
Optics Express. 2020-02-03. Vol. 28, num. 3, p. 3905-3921. DOI : 10.1364/OE.381413.Inverse Modelling and Predictive Inference in Continuum Mechanics: a Data-Driven Approach
2020-02-03.Tracing in 2D to reduce the annotation effort for 3D deep delineation of linear structures
Medical Image Analysis. 2020-02-01. Vol. 60, p. 101590. DOI : 10.1016/j.media.2019.101590.Scaling description of generalization with number of parameters in deep learning
Journal Of Statistical Mechanics-Theory And Experiment. 2020-02-01. Vol. 2020, num. 2, p. 023401. DOI : 10.1088/1742-5468/ab633c.Vision based pixel-level bridge structural damage detection using a link ASPP network
Automation In Construction. 2020-02-01. Vol. 110, p. 102973. DOI : 10.1016/j.autcon.2019.102973.Neural Network Based End-to-End Query by Example Spoken Term Detection
Ieee-Acm Transactions On Audio Speech And Language Processing. 2020-01-01. Vol. 28, p. 1416-1427. DOI : 10.1109/TASLP.2020.2988788.Voxel2Mesh: 3D Mesh Model Generation from Volumetric Data
2020. 23rd International Conference On Medical Image Computing & Computer Assisted Intervention, Lima, Peru, 4-8 OCTOBER 2020.Dynamic Model Pruning with Feedback
2020. 8th International Conference on Learning Representations (ICLR), Virtual Conference, Formerly Addis Ababa, Ethiopia, April 26-30, 2020.Epileptic seizure detection: a comparative study between deep and traditional machine learning techniques
Journal of Integrative Neuroscience. 2020. Vol. 19, num. 1, p. 1-9. DOI : 10.31083/j.jin.2020.01.24.Trustworthy Face Recognition: Improving Generalization of Deep Face Presentation Attack Detection
Lausanne, EPFL, 2020.IMPROVING CROSS-DATASET PERFORMANCE OF FACE PRESENTATION ATTACK DETECTION SYSTEMS USING FACE RECOGNITION DATASETS
2020. 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain,Learning stereo reconstruction with deep neural networks
Lausanne, EPFL, 2020.Crowding and the Architecture of the Visual System
Lausanne, EPFL, 2020.Exploration Methodology for BTI-Induced Failures on RRAM-Based Edge AI Systems
2020. 45th International Conference on Acoustics, Speech, and Signal Processing _ ICASSP 2020, Barcelona, Spain, 4-6 May, 2020.Byzantine machine learning
WO2020011361.
2020.What graph neural networks cannot learn: depth vs width
2020. International Conference on Learning Representations, Addis Ababa, Ethiopia, April 26-30, 2020.Sparse and Parametric Modeling with Applications to Acoustics and Audio
Lausanne, EPFL, 2020.Multi-memristive synaptic architectures for training neural networks
Lausanne, EPFL, 2020.Evaluating the search phase of neural architecture search
2020. ICRL 2020 Eighth International Conference on Learning Representations, Millennium Hall, Addis Ababa, ETHIOPIA, April 26-30, 2020.Domain-Adaptive Multibranch Networks
2020. International Conference on Learning Representations (ICLR), Addis Ababa, Ethiopia, April 26-30, 2020.AM-FM DECOMPOSITION OF SPEECH SIGNAL: APPLICATIONS FOR SPEECH PRIVACY AND DIAGNOSIS
2020
2019
Deciphering interaction fingerprints from protein molecular surfaces using geometric deep learning
Nature Methods. 2019-12-09. Vol. 17, pages184–192(2020), p. 184-192. DOI : 10.1038/s41592-019-0666-6.Biomedical Image Reconstruction: From the Foundations to Deep Neural Networks
Foundations and Trends® in Signal Processing. 2019-12-03. Vol. 13, num. 3, p. 280-359. DOI : 10.1561/2000000101.Comparing dynamics: deep neural networks versus glassy systems
Journal Of Statistical Mechanics-Theory And Experiment. 2019-12-01. Vol. 2019, num. 12, p. 124013. DOI : 10.1088/1742-5468/ab3281.Entropy and mutual information in models of deep neural networks
Journal Of Statistical Mechanics-Theory And Experiment. 2019-12-01. Vol. 2019, num. 12, p. 124014. DOI : 10.1088/1742-5468/ab3430.Latest advances in aging research and drug discovery
Aging-Us. 2019-11-30. Vol. 11, num. 22, p. 9971-9981. DOI : 10.18632/aging.102487.Le fabuleux chantier: Rendre l’intelligence artificielle robustement bénéfique
EDP Sciences, 2019-11-28.Single-Sensor Source Localization Using Electromagnetic Time Reversal and Deep Transfer Learning: Application to Lightning
Scientific Reports. 2019-11-22. Vol. 9, num. 1. DOI : 10.1038/s41598-019-53934-4.A jamming transition from under- to over-parametrization affects generalization in deep learning
Journal Of Physics A-Mathematical And Theoretical. 2019-11-22. Vol. 52, num. 47, p. 474001. DOI : 10.1088/1751-8121/ab4c8b.Deep learning in the built environment: automatic detection of rooftop solar panels using Convolutional Neural Networks
2019-11-20. CISBAT 2019 | Climate Resilient Cities – Energy Efficiency & Renewables in the Digital Era, Lausanne, Switzerland, 4–6 September 2019. DOI : 10.1088/1742-6596/1343/1/012034.Geometric and Physical Constraints for Drone-Based Head Plane Crowd Density Estimation
2019-11-08. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Macau, China, November 4-8, 2019.Aligning Multilingual Word Embeddings for Cross-Modal Retrieval Task
2019-11-03. 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Hong Kong, China, November 3-7, 2019. p. 27-33. DOI : 10.18653/v1/D19-6605.Imaging through multimode fibers using deep learning: The effects of intensity versus holographic recording of the speckle pattern
Optical Fiber Technology. 2019-11-01. Vol. 52, p. 101985. DOI : 10.1016/j.yofte.2019.101985.Learning to Find Unpaired Cross-Spectral Correspondences
Ieee Transactions On Image Processing. 2019-11-01. Vol. 28, num. 11, p. 5394-5406. DOI : 10.1109/TIP.2019.2917864.Review and Benchmarking of Precision-Scalable Multiply-Accumulate Unit Architectures for Embedded Neural-Network Processing
IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS). 2019-10-30. Vol. 9, num. 4, p. 697-711. DOI : 10.1109/JETCAS.2019.2950386.SynDeMo: Synergistic Deep Feature Alignment for Joint Learning of Depth and Ego-Motion
2019-10-27. 2019 International Conference on Computer Vision (ICCV 2019), Seoul, South Korea, 27-10, 2019.Detecting the Unexpected via Image Resynthesis
2019-10-27. ICCV 2019 : IEEE International Conference on Computer Vision, Seoul, South Korea, Oct 27, 2019 – Nov 3, 2019 .What attracts our visual attention? A study on saliency mapping for architectural daylit scenes based on virtual reality data
VELUX Daylight Symposium, Paris, France, Octobre 9, 2019.An Associativity-Agnostic in-Cache Computing Architecture Optimized for Multiplication
2019-10-09.Visual Correspondences for Unsupervised Domain Adaptation on Electron Microscopy Images
IEEE Transactions on Medical Imaging. 2019-10-04. DOI : 10.1109/TMI.2019.2946462.DeepFly3D, a deep learning-based approach for 3D limb and appendage tracking in tethered, adult Drosophila
eLife. 2019-10-04. Vol. 8. DOI : 10.7554/eLife.48571.2D MoS2 nanopores: ionic current blockade height for clustering DNA events
2D Materials. 2019-10-01. Vol. 6, num. 4, p. 045011. DOI : 10.1088/2053-1583/ab2c38.Biologically plausible deep learning – but how far can we go with shallow networks?
Neural Networks. 2019-10-01. Vol. 118, p. 90-101. DOI : 10.1016/j.neunet.2019.06.001.Deep learning-based detection of cortical lesions in multiple sclerosis patients with FLAIR, DIR, and MP2RAGE MRI sequences
2019-09-10. 35th Congress of the European-Committee-for-Treatment-and-Research-in-Multiple-Sclerosis (ECTRIMS), Stockholm, Sweden, September 11-13, 2019. p. 131-356. DOI : 10.1177/1352458519868078.Learning online combinatorial stochastic policies with deep reinforcement
2019-09-04. European Association for Research in Transportation (hEART), Budapest, September 4-6, 2019.Deep learning analysis applied to multi-parametric advanced MRI shows higher myelin content and neurite density in juxtacortical lesions compared to periventricular lesions
2019-09-01. 35th Congress of the European-Committee-for-Treatment-and-Research-in-Multiple-Sclerosis (ECTRIMS) / 24th Annual Conference of Rehabilitation in MS, Stockholm, SWEDEN, Sep 11-13, 2019. p. 241-242.Deep learning-based detection of cortical lesions in multiple sclerosis patients with FLAIR, DIR, and MP2RAGE MRI sequences
2019-09-01. 35th Congress of the European-Committee-for-Treatment-and-Research-in-Multiple-Sclerosis (ECTRIMS) / 24th Annual Conference of Rehabilitation in MS, Stockholm, SWEDEN, Sep 11-13, 2019. p. 206-207.Topology classification with deep learning to improve real-time event selection at the LHC
Computing and Software for Big Science. 2019-08-31. Vol. 3, p. 12. DOI : 10.1007/s41781-019-0028-1.Caries Detection with Near-Infrared Transillumination Using Deep Learning
Journal of Dental Research. 2019-08-26. p. 0022034519871884. DOI : 10.1177/0022034519871884.Metasurface-Based Molecular Biosensing Aided by Artificial Intelligence
Angewandte Chemie-International Edition. 2019-08-08. DOI : 10.1002/anie.201901443.Differentiating Parkinson’s disease motor subtypes using automated volume-based morphometry incorporating white matter and deep gray nuclear lesion load
Journal Of Magnetic Resonance Imaging. 2019-07-31. DOI : 10.1002/jmri.26887.Evaluation of Deep Learning Strategies for Nucleus Segmentation in Fluorescence Images
Cytometry Part A. 2019-07-16. DOI : 10.1002/cyto.a.23863.Benefiting from Multitask Learning to Improve Single Image Super-Resolution
Neurocomputing. 2019-07-14.Jamming transition as a paradigm to understand the loss landscape of deep neural networks
Physical Review E. 2019-07-11. Vol. 100, num. 1, p. 012115. DOI : 10.1103/PhysRevE.100.012115.A deep learning approach to Cadastral Computing
2019-07-11. Digital Humanities Conference,, Utrecht, Netherlands, July 8-12, 2019.Mirror, Mirror, on the Wall, Who’s Got the Clearest Image of Them All?—A Tailored Approach to Single Image Reflection Removal
IEEE Transactions on Image Processing. 2019-07-01. Vol. 28, num. 12, p. 6185-6197. DOI : 10.1109/TIP.2019.2923559.A Text Mining Pipeline Using Active and Deep Learning Aimed at Curating Information in Computational Neuroscience
Neuroinformatics. 2019-07-01. Vol. 17, num. 3, p. 391-406. DOI : 10.1007/s12021-018-9404-y.Stochastic Zeroth-Order Optimisation Algorithms with Variance Reduction
2019-06-21.Geometric Deep Learning for Volumetric Computational Fluid Dynamics
2019-06-21.Spherical Convolutionnal Neural Networks: Empirical Analysis of SCNNs
2019-06-21.Neural Scene Decomposition for Multi-Person Motion Capture
2019-06-20. Computer Vision and Patter Recognition (CVPR).Context-Aware Crowd Counting
2019-06-20. Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, CA, USA, June 16-20, 2019.A comparison of model-parallel training methods for deep learning
2019-06-18.MonoLoco: Monocular 3D Pedestrian Localization and Uncertainty Estimation
2019-06-07. International Conference on Computer Vision (ICCV), Seoul, Korea, October 27- November 2, 2019 .Artificial Intelligence in Musculoskeletal Imaging: Review of Current Literature, Challenges, and Trends
Seminars In Musculoskeletal Radiology. 2019-06-01. Vol. 23, num. 3, p. 304-311. DOI : 10.1055/s-0039-1684024.Design of an Always-On Deep Neural Network-Based 1-mu W Voice Activity Detector Aided With a Customized Software Model for Analog Feature Extraction
Ieee Journal Of Solid-State Circuits. 2019-06-01. Vol. 54, num. 6, p. 1764-1777. DOI : 10.1109/JSSC.2019.2894360.Improving speech embedding using crossmodal transfer learning with audio-visual data
Multimedia Tools and Applications. 2019-06-01. Vol. 78, num. 11, p. 15681-15704. DOI : 10.1007/s11042-018-6992-3.Learning from droplet flows in microfluidic channels using deep neural networks
Scientific Reports. 2019-05-31. Vol. 9, p. 8114. DOI : 10.1038/s41598-019-44556-x.Deep Drone Racing: From Simulation to Reality with Domain Randomization
IEEE Transactions on Robotics. 2019-05-21. Vol. 36, num. 1, p. 1-14. DOI : 10.1109/TRO.2019.2942989.Enhancing subwavelength image recognition with resonant metamaterial lenses
URSI Commission B International Symposium on Electromagnetic Theory (EMTS 2019), San Diego, United Stated, 27-31 May 2019.Feed-forwards meet recurrent networks in vehicle trajectory prediction
2019-05-15. Swiss Transport Research Conference (STRC).Using Photorealistic Face Synthesis and Domain Adaptation to Improve Facial Expression Analysis
2019-05-14. The 14th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2019), Lille, France, May 14 -18, 2019. p. 230-237.Audio Feature Extraction with Convolutional Neural Autoencoders with Application to Voice Conversion
2019-05-12. May 12-17, 2019.Local SGD Converges Fast and Communicates Little
2019-05-06. ICLR 2019 – International Conference on Learning Representations, New Orleans, USA, May 6-9, 2019.Incremental Learning Meets Reduced Precision Networks
2019-05-01. 2019 IEEE International Symposium on Circuits and Systems (ISCAS), Sapporo, Japan, May 26-28, 2019. p. 1-5. DOI : 10.1109/ISCAS.2019.8702541.Low-rank and sparse subspace modeling of speech for DNN based acoustic modeling
Speech Communication. 2019-05-01. Vol. 109, p. 34-45. DOI : 10.1016/j.specom.2019.03.004.MATHICSE Technical Report: Constraint-Aware Neural Networks for Riemann Problems
2019-04-28