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
RSVQA: Visual Question Answering for Remote Sensing Data
IEEE Transactions on Geoscience and Remote Sensing. 2020-11-26. Vol. 58, num. 12, p. 8555-8566. DOI : 10.1109/TGRS.2020.2988782.Extended Overview of CLEF HIPE 2020: Named Entity Processing on Historical Newspapers
2020-10-21. 11th Conference and Labs of the Evaluation Forum (CLEF 2020), [Online event], 22-25 September, 2020. DOI : 10.5281/zenodo.4117566.RobustBench: a standardized adversarial robustness benchmark
2020-10-19
Optimism in the Face of Adversity: Understanding and Improving Deep Learning through Adversarial Robustness
2020-10-19.A Primer on Motion Capture with Deep Learning: Principles, Pitfalls, and Perspectives
Neuron. 2020-10. Vol. 108, num. 1, p. 44-65. DOI : 10.1016/j.neuron.2020.09.017.DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation
2020-09-29. NeurIPS 2020 34th Conference on Neural Information Processing Systems, Vancouver, Canada, December 6-12, 2020.A deep learning framework for matching of SAR and optical imagery
ISPRS Journal of Photogrammetry and Remote Sensing. 2020-09-23. Vol. 169, p. 166-179. DOI : 10.1016/j.isprsjprs.2020.09.012.Overview of CLEF HIPE 2020: Named Entity Recognition and Linking on Historical Newspapers
2020-09-15. 11th International Conference of the CLEF Association – CLEF 2020, Thessaloniki, Greece, September 22–25, 2020. p. 288–310. DOI : 10.1007/978-3-030-58219-7_21.Implementation and Calibration of a Deep Neural Network to Predict Parameters of Left Ventricular Systolic Function Based on Pulmonary and Systemic Arterial Pressure Signals
Frontiers In Physiology. 2020-09-11. Vol. 11, p. 1086. DOI : 10.3389/fphys.2020.01086.Short-term energy use prediction of solar-assisted water heating system: Application case of combined attention-based LSTM and time-series decomposition
Solar Energy. 2020-09-01. Vol. 207, p. 626-639. DOI : 10.1016/j.solener.2020.07.008.Upgrading the Newsroom: An Automated Image Selection System for News Articles
Acm Transactions On Multimedia Computing Communications And Applications. 2020-09-01. Vol. 16, num. 3, p. 81. DOI : 10.1145/3396520.Assessing Public Opinion on CRISPR-Cas9: Combining Crowdsourcing and Deep Learning
Journal Of Medical Internet Research. 2020-08-31. Vol. 22, num. 8, p. e17830. DOI : 10.2196/17830.Precise Hand Finger Width Estimation via RGB-D Data
2020-08-31.Square Attack: a query-efficient black-box adversarial attack via random search
2020-08-28. European Conference on Computer Vision (ECCV 2020), [Online], August 23-28, 2020.Comprehensive assessment of image compression algorithms
2020-08-24. SPIE Optics + Photonics Digital Forum, Applications of Digital Image Processing XLIII, [Online only], 24-28 August 2020. DOI : 10.1117/12.2569255.Musical Source Separation
2020-08-14.Far-Field Subwavelength Acoustic Imaging by Deep Learning
Physical Review X. 2020-08-07. Vol. 10, p. 031029. DOI : 10.1103/PhysRevX.10.031029.Real-time, low-latency closed-loop feedback using markerless posture tracking
2020-08-05
ResOT: Resource-Efficient Oblique Trees for Neural Signal Classification
IEEE Transactions on Biomedical Circuits and Systems. 2020-08-01. Vol. 14, num. 4, p. 692-704. DOI : 10.1109/TBCAS.2020.3004544.Deep learning-based BCI for gait decoding from EEG with LSTM recurrent neural network
Journal Of Neural Engineering. 2020-08-01. Vol. 17, num. 4, p. 046011. DOI : 10.1088/1741-2552/ab9842.Deep learning for the rapid automatic quantification and characterization of rotator cuff muscle degeneration from shoulder CT datasets
European Radiology. 2020-07-22. DOI : 10.1007/s00330-020-07070-7.Benefiting from Multitask Learning to Improve Single Image Super-Resolution
Neurocomputing. 2020-07-20. Vol. 398, num. 398, p. 304-313. DOI : 10.1016/j.neucom.2019.07.107.Redundant features can hurt robustness to distributions shift
Uncertainty & Robustness in Deep Learning Workshop (ICML 2020).GarNet++: Improving Fast and Accurate Static 3D Cloth Draping by Curvature Loss
IEEE Transactions On Pattern Analysis And Machine Intelligence (PAMI). 2020-07-14.Human Trajectory Forecasting in Crowds: A Deep Learning Perspective
2020-07-07
Understanding and Improving Fast Adversarial Training
2020-07-06. Advances In Neural Information Processing Systems 33 (NeurIPS 2020), [Online], December 2020.Deep learning approach for quantification of organelles and misfolded polypeptide delivery within degradative compartments
Molecular Biology Of The Cell. 2020-07-01. Vol. 31, num. 14, p. 1512-1524. DOI : 10.1091/mbc.E20-04-0269.Multiple sclerosis cortical and WM lesion segmentation at 3T MRI: a deep learning method based on FLAIR and MP2RAGE
NeuroImage: Clinical. 2020-06-30. Vol. 27, p. 102335. DOI : 10.1016/j.nicl.2020.102335.Sparse-RS: a versatile framework for query-efficient sparse black-box adversarial attacks
2020-06-23
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.Editorial: Computational Pathology
Frontiers In Medicine. 2020-06-09. Vol. 7, p. 245. DOI : 10.3389/fmed.2020.00245.DISK: learning local features with policy gradient
2020-06-01. Neural Information Processing Systems, Vancouver, Canada (online), December 6-12, 2020.ActiveMoCap: Optimized Viewpoint Selection for Active Human Motion Capture
2020-06. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, USA, June 14-19, 2020.Joint Segmentation and Path Classification of Curvilinear Structures
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI). 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.Deep Learning-Based Image Classification through a Multimode Fiber in the Presence of Wavelength Drift
Applied Sciences. 2020-05-30. Vol. 10, num. 11, p. 3816. DOI : 10.3390/app10113816.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.Multi-View Shape Estimation of Transparent Containers
2020-05-08. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), [Online event], May 4-8, 2020. DOI : 10.1109/ICASSP40776.2020.9054112.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. p. 4948-4956. DOI : 10.1609/aaai.v34i04.5933.(Geometry Aware) Deep Learning-based Omnidirectional Image Compression
2020-02-06.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.Deep learning tools for the measurement of animal behavior in neuroscience
Current Opinion in Neurobiology. 2020. Vol. 60, p. 1-11. DOI : 10.1016/j.conb.2019.10.008.On Vacuous and Non-Vacuous Generalization Bounds for Deep Neural Networks.
Lausanne, EPFL, 2020.Automatic detection of hand hygiene using computer vision technology
Journal of the American Medical Informatics Association. 2020. Vol. 27, num. 8, p. 1316-1320. DOI : 10.1093/jamia/ocaa115.Removing Structured Noise With Self-Supervised Blind-Spot Networks
2020-01-01. IEEE 17th International Symposium on Biomedical Imaging (ISBI), Iowa, IA, Apr 03-07, 2020. p. 159-163.UCLID-Net: Single View Reconstruction in Object Space
2020. 34th Conference on Neural Information Processing Systems, Virtual, December 6-12, 2020.Image Restoration using Plug-and-Play CNN MAP Denoisers
2020-01-01. 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) / 15th International Conference on Computer Vision Theory and Applications (VISAPP), Valletta, MALTA, Feb 27-29, 2020. p. 85-92. DOI : 10.5220/0008990700850092.Learning approaches to high-fidelity optical diffraction tomography
Lausanne, EPFL, 2020.Image Compression and Quality Assessment using Convolutional Neural Networks
Lausanne, EPFL, 2020.Data-Aware Privacy-Preserving Machine Learning
Lausanne, EPFL, 2020.From Classical to Unsupervised-Deep-Learning Methods for Solving Inverse Problems in Imaging.
Lausanne, EPFL, 2020.Wavefront shaping and deep learning in fiber endoscopy
Lausanne, EPFL, 2020.Truthful, Transparent and Fair Data Collection Mechanisms
Lausanne, EPFL, 2020.Deep Neural Networks With Trainable Activations and Controlled Lipschitz Constant
Ieee Transactions On Signal Processing. 2020-01-01. Vol. 68, p. 4688-4699. DOI : 10.1109/TSP.2020.3014611.Methods for strong gravitational lens detection and analysis using machine learning and high performance computing
Lausanne, EPFL, 2020.Comparison of crack segmentation using digital image correlation measurements and deep learning
Construction and Building Materials. 2020. Vol. 261, p. 1-12, 120474. DOI : 10.1016/j.conbuildmat.2020.120474.Reconstruction Methods for Cryo-Electron Microscopy: From Model-based to Data-driven
Lausanne, EPFL, 2020.Data Structures and Algorithms for Logic Synthesis in Advanced Technologies
Lausanne, EPFL, 2020.Towards neural network approaches for point cloud compression
2020. SPIE Optical Engineering + Applications, Online, August 24-28, 2020. p. 1151008. DOI : 10.1117/12.2569115.W2S: Microscopy Data with Joint Denoising and Super-Resolution for Widefield to SIM Mapping
2020. European Conference on Computer Vision Workshops 2020, Glasgow, United Kingdom, August 23-28, 2020.Single Image Deraining Using Time-Lapse Data
Ieee Transactions On Image Processing. 2020-01-01. Vol. 29, p. 7274-7289. DOI : 10.1109/TIP.2020.3000612.Towards Real-World Super-Resolution using Deep Neural Networks
Lausanne, EPFL, 2020.Optimizer Benchmarking Needs to Account for Hyperparameter Tuning
2020. 37th International Conference on Machine Learning, Vienna, Austria.Redundant features can hurt robustness to distribution shift
2020. ICML 2020 Workshop on Uncertainty & Robustness in Deep Learning, [Online event], July 17, 2020.Deep Generative Models and Applications
Lausanne, EPFL, 2020.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.