Social media and deep learning capture the aesthetic quality of the landscape

I. Havinga; D. Marcos; P. W. Bogaart; L. Hein; D. Tuia 

Towards versatile conversations with data-driven dialog management and its integration in commercial platforms

P. Canas; D. Griol; Z. Callejas 

DeepImageJ: A user-friendly environment to run deep learning models in ImageJ

E. Gomez-de-Mariscal; C. Garcia-Lopez-de-Haro; W. Ouyang; L. Donati; E. Lundberg et al. 

Defect segmentation for multi-illumination quality control systems

D. Honzátko; E. Türetken; S. Arjomand Bigdeli; L. A. Dunbar; P. Fua 

Deep eyes: Joint depth inference using monocular and binocular cues

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

Disparity Between Batches as a Signal for Early Stopping

M. Forouzesh; P. Thiran 

Deep learning architectures for estimating breathing signal and respiratory parameters from speech recordings

V. S. Nallanthighal; Z. Mostaani; A. Harma; H. Strik; M. Magimai-Doss 

Eigendecomposition-Free Training of Deep Networks for Linear Least-Square Problems

Z. Dang; K. M. Yi; Y. Hu; F. Wang; P. Fua et al. 

Learning from survey propagation: a neural network for MAX-E-3-SAT

R. Marino 

Physics-Inspired Structural Representations for Molecules and Materials

F. Musil; A. Grisafi; A. P. Bartok; C. Ortner; G. Csanyi et al. 

Reviewing the application of machine learning methods to model urban form indicators in planning decision support systems : potential, issues and challenges

S. C. Koumetio Tekouabou; E. B. Diop; R. Azmi; R. Jaligot; J. Chenal 

The role of convolutional neural networks in scanning probe microscopy: a review

I. Azuri; I. Rosenhek-Goldian; N. Regev-Rudzki; G. Fantner; S. R. Cohen 

Deep reinforcement learning control of electric vehicle charging in the presence of photovoltaic generation

M. Dorokhova; Y. Martinson; C. Ballif; N. Wyrsch 

Fidelity Estimation Improves Noisy-Image Classification with Pretrained Networks

X. Lin; D. Bhattacharjee; M. El Helou; S. Süsstrunk 

Counting People by Estimating People Flows

W. Liu; M. Salzmann; P. Fua 

Context-Aware Learning for Generative Models

S. Perdikis; R. Leeb; R. Chavarriaga; J. d. R. Millan 

LiftPose3D, a deep learning-based approach for transforming two-dimensional to three-dimensional poses in laboratory animals

A. Gosztolai; S. Gunel; V. Lobato-Rios; M. Pietro Abrate; D. Morales et al. 

Learning Saliency From Single Noisy Labelling: A Robust Model Fitting Perspective

J. Zhang; Y. Dai; T. Zhang; M. Harandi; N. Barnes et al. 

Supervised Learning With Perceptual Similarity for Multimodal Gene Expression Registration of a Mouse Brain Atlas

J. Krepl; F. Casalegno; E. Delattre; C. Ero; H. Lu et al. 

A Machine-Generated View of the Role of Blood Glucose Levels in the Severity of COVID-19

E. Logette; C. Lorin; C. Favreau; E. Oshurko; J. S. Coggan et al. 

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 

Deep Compositional Denoising for High-quality Monte Carlo Rendering

X. Zhang; M. Manzi; T. Vogels; H. Dahlberg; M. Gross et al. 

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. 

Determining 1D fast-ion velocity distribution functions from ion cyclotron emission data using deep neural networks

B. S. Schmidt; M. Salewski; B. Reman; R. O. Dendy; D. Moseev 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 Building on Prior Ischemic Core Segmentation Improves Prediction of Infarction After Stroke

J. Klug; G. Leclerc; E. Dirren; M. P. Guilia; D. Van De Ville et al. 

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 

Large-Scale Crowdsourcing Subjective Quality Evaluation of Learning-Based Image Coding

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

The complex winds of the Alps: an unseen asset for the energy transition

Investigation of Lead-free perovskites for Optoelectronic Application

Xeno Java

E. Arioli 

Augmenting the performance of impoverished sensor networks using machine learning and time reversal: Application to lightning nowcasting and location

Adaptive and Robust Partition Learning for Person Retrieval With Policy Gradient

Y. Shi; Z. Wei; H. Ling; Z. Wang; P. Zhu et al. 

Business Entity Matching with Siamese Graph Convolutional Networks

E. Krivosheev; M. Atzeni; K. Mirylenka; P. Scotton; C. Miksovic et al. 

Interpretable Stability Bounds for Spectral Graph Filters

H. Kenlay; D. Thanou; X. Dong 

Consensus Control for Decentralized Deep Learning

L. Kong; T. Lin; A. Koloskova; M. Jaggi; S. U. Stich 

Quasi-Global Momentum: Accelerating Decentralized Deep Learning on Heterogeneous Data

T. Lin; S. P. Karimireddy; S. U. Stich; M. Jaggi 

Towards super resolution in the compressed domain of learning-based image codecs

E. Upenik; M. Testolina; T. Ebrahimi 

Optimization methods for collaborative learning

Investigating the cracking of plastered stone masonry walls under shear–compression loading

A. Rezaie; M. Godio; K. Beyer 

Robust Phase Unwrapping via Deep Image Prior for Quantitative Phase Imaging

F. Yang; T-A. Pham; N. Brandenberg; M. P. Lutolf; J. Ma et al. 

Deep Learning with Convolutional Neural Network for Proportional Control of Finger Movements from surface EMG Recordings

V. Mendez; L. Pollina; F. Artoni; S. Micera 

CryoGAN: A New Reconstruction Paradigm for Single-Particle Cryo-EM Via Deep Adversarial Learning

H. Gupta; M. T. McCann; L. Donati; M. Unser 

Logical Team Q-learning: An approach towards factored policies in cooperative MARL

L. Cassano; A. H. Sayed 

Detecting 32 Pedestrian Attributes for Autonomous Vehicles

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

Learning-based Image Coding: Early Solutions Reviewing and Subjective Quality Evaluation

J. Ascenso; P. Akyazi; F. Pereira; T. Ebrahimi 

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 

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 

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.