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
Automation of the diagnosis process in the railway system : Detection of defects in concrete sleepers using vision-based machine learning models
2021-04-07.Plasma confinement mode classification using a sequence-to-sequence neural network with attention
Nuclear Fusion. 2021-04-01. Vol. 61, num. 4, p. 046019. DOI : 10.1088/1741-4326/abe370.On the benefits of robust models in modulation recognition
2021-03-27. Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications III, Orlando, Florida, USA, April 11-15, 2021.Perceiving Humans: from Monocular 3D Localization to Social Distancing
IEEE Transactions on Intelligent Transportation Systems. 2021-03-25.Deep learning diagnostic and risk-stratification pattern detection for COVID-19 in digital lung auscultations: clinical protocol for a case-control and prospective cohort study
Bmc Pulmonary Medicine. 2021-03-24. Vol. 21, num. 1, p. 103. DOI : 10.1186/s12890-021-01467-w.MonStereo: When Monocular and Stereo Meet at the Tail of 3D Human Localization
2021-03-22. International Conference on Robotics and Automation (ICRA), Xi’an, China, June 1-6, 2021.On the effectiveness of adversarial training against common corruptions
2021-03-03
CNN-Based Ultrasound Image Reconstruction for Ultrafast Displacement Tracking
Ieee Transactions On Medical Imaging. 2021-03-01. Vol. 40, num. 3, p. 1078-1089. DOI : 10.1109/TMI.2020.3046700.Geometry-Aware Deep Recurrent Neural Networks for Hyperspectral Image Classification
IEEE Transactions On Geoscience And Remote Sensing. 2021-03-01. Vol. 59, num. 3, p. 2448-2460. DOI : 10.1109/TGRS.2020.3005623.Infrared Metasurface Augmented by Deep Learning for Monitoring Dynamics between All Major Classes of Biomolecules
Advanced Materials. 2021-02-22. p. 2006054. DOI : 10.1002/adma.202006054.A data-driven approach for lightning nowcasting with deep learning
2021. EGU General Assembly 2021, 19–30 April 2021. DOI : 10.5194/egusphere-egu21-16377.Multi-Agent Reinforcement Learning for Hyperparameter Optimization of Deep Convolutional Neural Networks
Journal of IEEE Transactions on Computer-Aided Design. 2021. DOI : 10.1109/TCAD.2021.3077193.Label-Efficient Volumetric Deep Semantic Segmentation of Intracranial Hemorrhages
2021.Estimating Nonplanar Flow from 2D Motion-blurred Widefield Microscopy Images via Deep Learning
2021. International Symposium on Biomedical Imaging, 2021.Perceptual Quality of Point Clouds with application to Compression
Lausanne, EPFL, 2021.Deep visual Re-identification with confidence
Transportation Research Part C: Emerging Technologies. 2021. Vol. 126, p. 103067. DOI : 10.1016/j.trc.2021.103067.Weakly Supervised Deep Learning Methods for Biomicroscopy
Lausanne, EPFL, 2021.GAMER MRI: Gated-attention mechanism ranking of multi-contrast MRI in brain pathology
Neuroimage-Clinical. 2021-01-01. Vol. 29, p. 102522. DOI : 10.1016/j.nicl.2020.102522.Semantics-Aware Spatial-Temporal Binaries for Cross-Modal Video Retrieval
IEEE Transactions On Image Processing. 2021-01-01. Vol. 30, p. 2989-3004. DOI : 10.1109/TIP.2020.3048680.21 000 birds in 4.5 h: efficient large‐scale seabird detection with machine learning
Remote Sensing in Ecology and Conservation. 2021. DOI : 10.1002/rse2.200.Deep Image Restoration: Between Data Fidelity and Learned Priors
Lausanne, EPFL, 2021.Deep Learning Approaches for Auditory Perception in Robotics
Lausanne, EPFL, 2021.Learning music composition with recurrent neural networks
Lausanne, EPFL, 2021.Exploring policy change through agent-based simulation
Lausanne, EPFL, 2021.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
Motion Prediction Using Temporal Inception Module
2020-12-30. Asian Conference on Computer Vision (ACCV), Kyoto, Japan, December, 2020. p. 651-665. DOI : 10.1007/978-3-030-69532-3_39.Probabilistic Deep Learning on Spheres for Weather/Climate Applications
2020-12-16.Probabilistic Deep Learning on Spheres for Weather/Climate Applications
2020-12-16.Real-time, low-latency closed-loop feedback using markerless posture tracking
Elife. 2020-12-08. Vol. 9, p. e61909. DOI : 10.7554/eLife.61909.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.Learning Activation Functions in Deep (Spline) Neural Networks
IEEE Open Journal of Signal Processing. 2020-11-19. Vol. 1, p. 295-309. DOI : 10.1109/OJSP.2020.3039379.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.Radial wind velocity retrieval from Doppler radar and lidar measurements using Deep Learning
2020-10-05.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.Multi-CryoGAN: Reconstruction of Continuous Conformations in Cryo-EM Using Generative Adversarial Networks
2020-08-23. Computer Vision – ECCV 2020 Workshops, Glasgow, UK, August 23-28, 2020. p. 429-444. DOI : 10.1007/978-3-030-66415-2_28.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