Deep eyes: Joint depth inference using monocular and binocular cues

Z. Chen; X. Guo; S. Li; Y. Yang; J. Yu 

Physics Informed Neural Networks for Surrogate Modelling and Inverse Problems in Geotechnics

N. Olsen 

Personalized Real-Time Federated Learning for Epileptic Seizure Detection

S. Baghersalimi; T. Teijeiro; D. Atienza; A. Aminifar 

Guest Editorial: Introduction to the Special Issue on Long-Term Human Motion Prediction

L. Palmieri; R. Andrey; J. Mainprice; M. Hanheide; A. Alahi et al. 

Toward a Collective Agenda on AI for Earth Science Data Analysis

D. Tuia; R. Roscher; J. D. Wegner; N. Jacobs; X. Zhu et al. 

How isotropic kernels perform on simple invariants

J. Paccolat; S. Spigler; M. Wyart 

Deep Learning Enables Individual Xenograft Cell Classification in Histological Images by Analysis of Contextual Features

Q. Juppet; F. De Martino; E. Marcandalli; M. Weigert; O. Burri et al. 

Tensor Methods in Computer Vision and Deep Learning

Y. Panagakis; J. Kossaifi; G. G. Chrysos; J. Oldfield; M. A. Nicolaou et al. 

Beyond Tolerance Factor: Using Deep Learning for Prediction Formability of ABX3 Perovskite Structures

A. E. Fedorovskiy; V. I. E. Queloz; M. K. Nazeeruddin 

Deep learning-enhanced light-field imaging with continuous validation

N. Wagner; F. Beuttenmueller; N. Norlin; J. Gierten; J. C. Boffi et al. 

ResLogit: A residual neural network logit model for data-driven choice modelling

M. Wong; B. Farooq 

Interpreting deep learning models for epileptic seizure detection on EEG signals

V. Gabeff; T. Teijeiro; M. Zapater; L. Cammoun; S. Rheims et al. 

Une approche computationnelle du cadastre napoléonien de Venise

I. Di Lenardo; R. Barman; F. Pardini; F. Kaplan 

Landscape and training regimes in deep learning

M. Geiger; L. Petrini; M. Wyart 

Optimization of therapeutic antibodies by predicting antigen specificity from antibody sequence via deep learning

D. M. Mason; S. Friedensohn; C. R. Weber; C. Jordi; B. Wagner et al. 

Automation of the diagnosis process in the railway system : Detection of defects in concrete sleepers using vision-based machine learning models

L. Charif 

GAMER-MRI in Multiple Sclerosis Identifies the Diffusion-Based Microstructural Measures That Are Most Sensitive to Focal Damage: A Deep-Learning-Based Analysis and Clinico-Biological Validation

P-J. Lu; M. Barakovic; M. Weigel; R. Rahmanzadeh; R. Galbusera et al. 

Geometric compression of invariant manifolds in neural networks

J. Paccolat; L. Petrini; M. Geiger; K. Tyloo; M. Wyart 

Plasma confinement mode classification using a sequence-to-sequence neural network with attention

F. Matos; V. Menkovski; A. Pau; G. Marceca; F. Jenko 

On the benefits of robust models in modulation recognition

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

Predicting optical transmission through complex scattering media from reflection patterns with deep neural networks

K. Skarsoulis; E. Kakkava; D. Psaltis 

Multi-pronged neuromodulation intervention engages the residual motor circuitry to facilitate walking in a rat model of spinal cord injury

M. Bonizzato; N. D. James; G. Pidpruzhnykova; N. Pavlova; P. Shkorbatova et al. 

Perceiving Humans: from Monocular 3D Localization to Social Distancing

L. Bertoni; S. Kreiss; A. Alahi 

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

A. Glangetas; M-A. Hartley; A. Cantais; D. S. Courvoisier; D. Rivollet et al. 

MonStereo: When Monocular and Stereo Meet at the Tail of 3D Human Localization

L. Bertoni; S. Kreiss; T. Mordan; A. Alahi 

On the effectiveness of adversarial training against common corruptions

K. Kireev; M. Andriushchenko; N. Flammarion 

Deep learning tools for the analysis of movement, identity and behavior

A. Mathis 

CNN-Based Ultrasound Image Reconstruction for Ultrafast Displacement Tracking

D. Perdios; M. Vonlanthen; F. Martinez; M. Arditi; J-P. Thiran 

Geometry-Aware Deep Recurrent Neural Networks for Hyperspectral Image Classification

S. Hao; W. Wang; M. Salzmann 

Infrared Metasurface Augmented by Deep Learning for Monitoring Dynamics between All Major Classes of Biomolecules

A. John-Herpin; D. Kavungal; L. von Mucke; H. Altug 

Generalization Comparison of Deep Neural Networks via Output Sensitivity

M. Forouzesh; F. Salehi; P. Thiran 

From Human-Designed Convolutional Neural Networks Towards Robust Neural Architecture Search

NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization

A. Ramezani-Kebrya; F. Faghri; I. Markov; V. Aksenov; D. Alistarh et al. 

The digitalization of energy systems: towards higher energy efficiency

PCLs: Geometry-aware Neural Reconstruction of 3D Pose with Perspective Crop Layers

F. Yu; M. Salzmann; P. Fua; H. Rhodin 

Ultrasound Imaging: From Physical Modeling to Deep Learning

Performance Evaluation of Objective Image Quality Metrics on Conventional and Learning-Based Compression Artifacts

M. Testolina; E. Upenik; J. Ascenso; F. Pereira; T. Ebrahimi 

Context-Aware Image Super-Resolution Using Deep Neural Networks

Open-Set Person Re-Identification through Error Resilient Recurring Gallery Building

P. Witzig; E. Upenik; T. Ebrahimi 

On the relation between landscape beauty and land cover: A case study in the U.K. at Sentinel-2 resolution with interpretable AI

A. Levering; D. Marcos; D. Tuia 

A data-driven approach for lightning nowcasting with deep learning

A. Mostajabi; E. Mansouri; P. Pad; M. Rubinstein; A. Dunbar et al. 

Multi-Agent Reinforcement Learning for Hyperparameter Optimization of Deep Convolutional Neural Networks

A. Iranfar; M. Zapater Sancho; D. Atienza Alonso 

Label-Efficient Volumetric Deep Semantic Segmentation of Intracranial Hemorrhages

A. Spahr 

Estimating Nonplanar Flow from 2D Motion-blurred Widefield Microscopy Images via Deep Learning

A. Shajkofci; M. Liebling 

Perceptual Quality of Point Clouds with application to Compression

Deep visual Re-identification with confidence

G. Adaimi; S. Kreiss; A. Alahi 

Weakly Supervised Deep Learning Methods for Biomicroscopy

GAMER MRI: Gated-attention mechanism ranking of multi-contrast MRI in brain pathology

P-J. Lu; Y. Yoo; R. Rahmanzadeh; R. Galbusera; M. Weigel et al. 

Semantics-Aware Spatial-Temporal Binaries for Cross-Modal Video Retrieval

M. Qi; J. Qin; Y. Yang; Y. Wang; J. Luo 

21 000 birds in 4.5 h: efficient large‐scale seabird detection with machine learning

B. Kellenberger; T. Veen; E. Folmer; D. Tuia 

Deep Image Restoration: Between Data Fidelity and Learned Priors

Deep Learning Approaches for Auditory Perception in Robotics

Learning music composition with recurrent neural networks

Exploring policy change through agent-based simulation

On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines

M. Mosbach; M. Andriushchenko; D. Klakow 

Datasets and Models for Historical Newspaper Article Segmentation

R. Barman; M. Ehrmann; S. Clematide; S. Ares Oliveira 

Combining Visual and Textual Features for Semantic Segmentation of Historical Newspapers

R. Barman; M. Ehrmann; S. Clematide; S. Ares Oliveira; F. Kaplan 

Motion Prediction Using Temporal Inception Module

T. Lebailly; S. Kiciroglu; M. Salzmann; P. Fua; W. Wang 

Probabilistic Deep Learning on Spheres for Weather/Climate Applications

Y. Y. Haddad 

Probabilistic Deep Learning on Spheres for Weather/Climate Applications

W. Feng 

Real-time, low-latency closed-loop feedback using markerless posture tracking

G. A. Kane; G. Lopes; J. L. Saunders; A. Mathis; M. W. Mathis 

Detecting 32 Pedestrian Attributes for Autonomous Vehicles

T. Mordan; M. Cord; P. Pérez; A. Alahi 

AIDE: Accelerating image‐based ecological surveys with interactive machine learning

B. Kellenberger; D. Tuia; D. Morris 

RSVQA: Visual Question Answering for Remote Sensing Data

S. Lobry; D. Marcos; J. Murray; D. Tuia 

Learning Activation Functions in Deep (Spline) Neural Networks

P. Bohra; J. Campos; H. Gupta; S. Aziznejad; M. Unser 

Brain micro-vasculature imaging: An unsupervised deep learning algorithm for segmenting mouse brain volume probed by high-resolution phase-contrast X-ray tomography

A. Patera; A. G. Zippo; A. Bonnin; M. Stampanoni; G. E. M. Biella 

Robust Reinforcement Learning via Adversarial training with Langevin Dynamics

K. Parameswaran; Y-T. Huang; Y-P. Hsieh; P. T. Y. Rolland; C. Shi et al. 

Learning How to Smile: Expression Video Generation With Conditional Adversarial Recurrent Nets

W. Wang; X. Alameda-Pineda; D. Xu; E. Ricci; N. Sebe 

Disentangling feature and lazy training in deep neural networks

M. Geiger; S. Spigler; A. Jacot; M. Wyart 

Extended Overview of CLEF HIPE 2020: Named Entity Processing on Historical Newspapers

M. Ehrmann; M. Romanello; A. Flückiger; S. Clematide 

RobustBench: a standardized adversarial robustness benchmark

F. Croce; M. Andriushchenko; V. Sehwag; N. Flammarion; M. Chiang et al. 

Optimism in the Face of Adversity: Understanding and Improving Deep Learning Through Adversarial Robustness

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

Design Patterns for Resource-Constrained Automated Deep-Learning Methods

L. Tuggener; M. Amirian; F. Benites; P. von Däniken; P. Gupta et al. 

Radial wind velocity retrieval from Doppler radar and lidar measurements using Deep Learning

M. Romero Grass 

Deep learning-based reduced order models in cardiac electrophysiology

S. Fresca; A. Manzoni; L. Dede; A. Quarteroni 

A Primer on Motion Capture with Deep Learning: Principles, Pitfalls, and Perspectives

A. Mathis; S. Schneider; J. Lauer; M. W. Mathis 

DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation

A. Carlier; M. Danelljan; A. Alahi; R. Timofte 

A deep learning framework for matching of SAR and optical imagery

L. H. Hughes; D. Marcos; S. Lobry; D. Tuia; M. Schmitt 

Overview of CLEF HIPE 2020: Named Entity Recognition and Linking on Historical Newspapers

M. Ehrmann; M. Romanello; A. Flückiger; S. Clematide 

Implementation and Calibration of a Deep Neural Network to Predict Parameters of Left Ventricular Systolic Function Based on Pulmonary and Systemic Arterial Pressure Signals

J. Bonnemain; L. Pegolotti; L. Liaudet; S. Deparis 

Short-term energy use prediction of solar-assisted water heating system: Application case of combined attention-based LSTM and time-series decomposition

A. Heidari; D. Khovalyg 

Upgrading the Newsroom: An Automated Image Selection System for News Articles

F. Liu; R. Lebret; D. Orel; P. Sordet; K. Aberer 

Assessing Public Opinion on CRISPR-Cas9: Combining Crowdsourcing and Deep Learning

M. Muller; M. Schneider; M. Salathe; E. Vayena 

Precise Hand Finger Width Estimation via RGB-D Data

M. Nobar 

Square Attack: a query-efficient black-box adversarial attack via random search

M. Andriushchenko; F. Croce; N. Flammarion; M. Hein 

Comprehensive assessment of image compression algorithms

M. Testolina; E. Upenik; T. Ebrahimi 

Multi-CryoGAN: Reconstruction of Continuous Conformations in Cryo-EM Using Generative Adversarial Networks

H. Gupta; T. H. Phan; J. Yoo; M. Unser 

Musical Source Separation

A. Mocanu 

Far-Field Subwavelength Acoustic Imaging by Deep Learning

B. Orazbayev; R. Fleury 

Real-time, low-latency closed-loop feedback using markerless posture tracking

G. Kane; G. Lopes; J. L. Saunders; A. Mathis; M. W. Mathis 

ResOT: Resource-Efficient Oblique Trees for Neural Signal Classification

B. Zhu; M. Farivar; M. Shoaran 

Deep learning-based BCI for gait decoding from EEG with LSTM recurrent neural network

S. Tortora; S. Ghidoni; C. Chisari; S. Micera; F. Artoni 

Deep learning for the rapid automatic quantification and characterization of rotator cuff muscle degeneration from shoulder CT datasets

E. Taghizadeh; O. Truffer; F. Becce; S. Eminian; S. Gidoin et al. 

Benefiting from Multitask Learning to Improve Single Image Super-Resolution

M. S. Rad; B. Bozorgtabar; C. Musat; U-V. Marti; M. Basler et al. 

ImageNet performance correlates with pose estimation robustness and generalization on out-of-domain data

A. Mathis; B. Thomas; M. Yuksekgonul; B. Rogers; M. Bethge et al. 

Redundant features can hurt robustness to distributions shift

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

GarNet++: Improving Fast and Accurate Static 3D Cloth Draping by Curvature Loss

E. Gündogdu; V. Constantin; S. Parashar; A. Seifoddini; M. Dang et al. 

Human Trajectory Forecasting in Crowds: A Deep Learning Perspective

P. Kothari; S. Kreiss; A. Alahi 

Understanding and Improving Fast Adversarial Training

M. Andriushchenko; N. Flammarion 

Deep learning approach for quantification of organelles and misfolded polypeptide delivery within degradative compartments

D. Morone; A. Marazza; T. J. Bergmann; M. Molinari