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.

2021
On the effectiveness of adversarial training against common corruptions
2021-03-03
On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines
2021. 9th International Conference on Learning Representations, Virtual, May 4-8, 2021.Datasets and Models for Historical Newspaper Article Segmentation
2021.Combining Visual and Textual Features for Semantic Segmentation of Historical Newspapers
Journal of Data Mining & Digital Humanities. 2021. Vol. 2021, num. Special Issue on HistoInformatics: Computational Approaches to History, p. 1-26. DOI : 10.5281/zenodo.4065271.2020
Probabilistic Deep Learning on Spheres for Weather/Climate Applications
2020-12-16.Probabilistic Deep Learning on Spheres for Weather/Climate Applications
2020-12-16.Detecting 32 Pedestrian Attributes for Autonomous Vehicles
2020-12-04
AIDE: Accelerating image‐based ecological surveys with interactive machine learning
Methods in Ecology and Evolution. 2020-12-03. Vol. 11, num. 12, p. 1716-1727. DOI : 10.1111/2041-210X.13489.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.Brain micro-vasculature imaging: An unsupervised deep learning algorithm for segmenting mouse brain volume probed by high-resolution phase-contrast X-ray tomography
International Journal Of Imaging Systems And Technology. 2020-11-15. DOI : 10.1002/ima.22520.Robust Reinforcement Learning via Adversarial training with Langevin Dynamics
2020-11-05
Learning How to Smile: Expression Video Generation With Conditional Adversarial Recurrent Nets
Ieee Transactions On Multimedia. 2020-11-01. Vol. 22, num. 11, p. 2808-2819. DOI : 10.1109/TMM.2019.2963621.Disentangling feature and lazy training in deep neural networks
Journal Of Statistical Mechanics-Theory And Experiment. 2020-11-01. Vol. 2020, num. 11, p. 113301. DOI : 10.1088/1742-5468/abc4de.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.Design Patterns for Resource-Constrained Automated Deep-Learning Methods
AI. 2020-10-06. Vol. 1, num. 4, p. 510-538. DOI : 10.3390/ai1040031.Deep learning-based reduced order models in cardiac electrophysiology
Plos One. 2020-10-01. Vol. 15, num. 10, p. e0239416. DOI : 10.1371/journal.pone.0239416.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. DOI : 10.1109/TPAMI.2020.3010886.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.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 for automated detection of Drosophila suzukii : potential for UAV ‐based monitoring
Pest Management Science. 2020. Vol. 76, num. 9, p. 2994-3002. DOI : 10.1002/ps.5845.ResLogit: A residual neural network logit model for data-driven choice modelling
2020
Advancing Deep Learning for Earth Sciences: From Hybrid Modeling to Interpretability
2020. IGARSS 2020 – 2020 IEEE International Geoscience and Remote Sensing Symposium, Honolulu, HI (held online), July 2020. p. 3979-3982. DOI : 10.1109/IGARSS39084.2020.9323558.Interpretable Scenicness from Sentinel-2 Imagery
2020. IGARSS 2020 – 2020 IEEE International Geoscience and Remote Sensing Symposium, Honolulu, HI, USA(held online), Septembre, 2020. p. 3983-3986. DOI : 10.1109/IGARSS39084.2020.9323706.Learning Multi-Label Aerial Image Classification Under Label Noise: A Regularization Approach Using Word Embeddings
2020. IGARSS 2020 – 2020 IEEE International Geoscience and Remote Sensing Symposium, Honolulu, HI, USA (held online), Septembre, 2020. p. 525-528. DOI : 10.1109/IGARSS39084.2020.9324069.Better Generic Objects Counting When Asking Questions to Images: A Multitask approach for Remote Sensing Visual Question Answering
2020. ISPRS congress, Online conference, September 2020. p. 1021-1027. DOI : 10.5194/isprs-annals-V-2-2020-1021-2020.Contextual semantic interpretability
2020. Asian Conference on Computer Vision (ACCV), Kyoto, Japan (held online), November 30, 2020.Fine-grained landuse characterization using ground-based pictures: a deep learning solution based on globally available data
International Journal of Geographical Information Science. 2020. Vol. 34, num. 6, p. 1117-1136. DOI : 10.1080/13658816.2018.1542698.Knowledge, Machine Learning and Atrial Fibrillation: More Ingredients for a Tastier Cocktail
2020. 2020 Computing in Cardiology Conference (CinC), Rimini, Italy, September 13th-16th, 2020. DOI : 10.22489/CinC.2020.476.CLEF-HIPE-2020 – Shared Task Participation Guidelines
2020