Emanuel Aldea

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 57

Top Topics

Pedestrian Detection

Pose Estimation

Hyperspectral Data

Top Venues

Int. J. Approx. Reason.

Publications

Olivier Laurent, Emanuel Aldea, Gianni Franchi
A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors. ICLR (2024)
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
Encoding the Latent Posterior of Bayesian Neural Networks for Uncertainty Quantification. IEEE Trans. Pattern Anal. Mach. Intell. 46 (4) (2024)
Xuanlong Yu, Gianni Franchi, Jindong Gu, Emanuel Aldea
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression. AAAI (2024)
Ichraq Lemghari, Sylvie Le Hégarat-Mascle, Emanuel Aldea, Jennifer Vandoni
Robust classification with noisy labels using Venn-Abers predictors. J. Electronic Imaging 33 (3) (2024)
Olivier Laurent, Emanuel Aldea, Gianni Franchi
A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors. CoRR (2023)
Alireza Rezaei, Emanuel Aldea, Piercarlo Dondi, Sylvie Le Hégarat-Mascle, Marco Malagodi
Multi-Temporal Image Analysis for Preventive Conservation of Historical Musical Instruments. ACM Journal on Computing and Cultural Heritage 16 (2) (2023)
Xuanlong Yu, Gianni Franchi, Jindong Gu, Emanuel Aldea
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression. CoRR (2023)
Sylvie Le Hégarat-Mascle, Emanuel Aldea
Spectral Analysis of Masked Signals in the Context of Image Inpainting. ICIAP Workshops (1) (2022)
Alireza Rezaei, Sylvie Le Hégarat-Mascle, Emanuel Aldea, Piercarlo Dondi, Marco Malagodi
A-contrario framework for detection of alterations in varnished surfaces. J. Vis. Commun. Image Represent. 83 (2022)
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
One Versus All for Deep Neural Network for Uncertainty (OVNNI) Quantification. IEEE Access 10 (2022)
Gianni Franchi, Xuanlong Yu, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, David Filliat
Latent Discriminant deterministic Uncertainty. CoRR (2022)
Xuanlong Yu, Gianni Franchi, Emanuel Aldea
On Monocular Depth Estimation and Uncertainty Quantification Using Classification Approaches for Regression. ICIP (2022)
Gianni Franchi, Xuanlong Yu, Andrei Bursuc, Rémi Kazmierczak, Séverine Dubuisson, Emanuel Aldea, David Filliat
MUAD: Multiple Uncertainties for Autonomous Driving benchmark for multiple uncertainty types and tasks. CoRR (2022)
Gianni Franchi, Xuanlong Yu, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, David Filliat
Latent Discriminant Deterministic Uncertainty. ECCV (12) (2022)
Gianni Franchi, Xuanlong Yu, Andrei Bursuc, Angel Tena, Rémi Kazmierczak, Séverine Dubuisson, Emanuel Aldea, David Filliat
MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks. BMVC (2022)
Xuanlong Yu, Gianni Franchi, Emanuel Aldea
On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression. CoRR (2022)
Huiqin Chen, Sylvie Le Hégarat-Mascle, Emanuel Aldea
Belief functions clustering for epipole localization. Int. J. Approx. Reason. 137 (2021)
Alireza Rezaei, Sylvie Le Hégarat-Mascle, Emanuel Aldea, Piercarlo Dondi, Marco Malagodi
Analysis of Multi-temporal Image Series for the Preventive Conservation of Varnished Wooden Surfaces. ISVC (1) (2021)
Xuanlong Yu, Gianni Franchi, Emanuel Aldea
SLURP: Side Learning Uncertainty for Regression Problems. BMVC (2021)
Mai Lan Ha, Gianni Franchi, Emanuel Aldea, Volker Blanz
Learning a Discriminant Latent Space with Neural Discriminant Analysis. CoRR (2021)
Xuanlong Yu, Gianni Franchi, Emanuel Aldea
SLURP: Side Learning Uncertainty for Regression Problems. CoRR (2021)
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification. CoRR (2020)
Huiqin Chen, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Camera Localization Based on Belief Clustering. FUSION (2020)
Huiqin Chen, Emanuel Aldea, Sylvie Le Hégarat-Mascle, Vincent Despiegel
Use of Scene Geometry Priors for Data Association in Egocentric Views. IWBF (2020)
Gianni Franchi, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
Tracking Hundreds of People in Densely Crowded Scenes With Particle Filtering Supervising Deep Convolutional Neural Networks. ICIP (2020)
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
TRADI: Tracking Deep Neural Network Weight Distributions. ECCV (17) (2020)
Alireza Rezaei, Sylvie Le Hégarat-Mascle, Emanuel Aldea, Piercarlo Dondi, Marco Malagodi
One step clustering based on a-contrario framework for detection of alterations in historical violins. ICPR (2020)
Nicolas Lermé, Sylvie Le Hégarat-Mascle, Boyang Zhang, Emanuel Aldea
Fast and efficient reconstruction of digitized frescoes. Pattern Recognit. Lett. 138 (2020)
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
One Versus all for deep Neural Network Incertitude (OVNNI) quantification. CoRR (2020)
Jennifer Vandoni, Sylvie Le Hégarat-Mascle, Emanuel Aldea
Augmenting Deep Learning Performance in an Evidential Multiple Classifier System. Sensors 19 (21) (2019)
Huiqin Chen, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Integrating Visual and Geometric Consistency for Pose Estimation. MVA (2019)
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
TRADI: Tracking deep neural network weight distributions. CoRR (2019)
Jennifer Vandoni, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Evaluating Crowd Density Estimators via Their Uncertainty Bounds. CoRR (2019)
Huiqin Chen, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Determining Epipole Location Integrity by Multimodal Sampling. AVSS (2019)
Jennifer Vandoni, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Evidential query-by-committee active learning for pedestrian detection in high-density crowds. Int. J. Approx. Reason. 104 (2019)
Nicola Pellicanò, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Wide baseline pose estimation from video with a density-based uncertainty model. Mach. Vis. Appl. 30 (6) (2019)
Jennifer Vandoni, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Evaluating Crowd Density Estimators Via Their Uncertainty Bounds. ICIP (2019)
Sylvie Le Hégarat-Mascle, Emanuel Aldea, Jennifer Vandoni
Efficient evaluation of the Number of False Alarm criterion. EURASIP J. Image Video Process. 2019 (2019)
Gianni Franchi, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
Crowd Behavior Characterization for Scene Tracking. AVSS (2019)
Emanuel Aldea, Thomas Pollok, Chengchao Qu
Constraining Relative Camera Pose Estimation with Pedestrian Detector-Based Correspondence Filters. AVSS (2019)
Nicola Pellicanò, Sylvie Le Hégarat-Mascle, Emanuel Aldea
2CoBel: A scalable belief function representation for 2D discernment frames. Int. J. Approx. Reason. 103 (2018)
Marie Lachaize, Sylvie Le Hégarat-Mascle, Emanuel Aldea, Aude Maitrot, Roger Reynaud
Evidential framework for Error Correcting Output Code classification. Eng. Appl. Artif. Intell. 73 (2018)
Alireza Rezaei, Nicola Pellicano, Emanuel Aldea
GPU-accelerated Height Map Estimation with Local Geometry Priors in Large Scenes. AVSS (2018)
Nicola Pellicano, Sylvie Le Hégarat-Mascle, Emanuel Aldea
2CoBei: An Efficient Belief Function Extension for Two-Dimensional Continuous Spaces. FUSION (2018)
Marie Lachaize, Sylvie Le Hégarat-Mascle, Emanuel Aldea, Aude Maitrot, Roger Reynaud
Evidential split-and-merge: Application to object-based image analysis. Int. J. Approx. Reason. 103 (2018)
Nicola Pellicanò, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Geometry-Based Multiple Camera Head Detection in Dense Crowds. CoRR (2018)
Jennifer Vandoni, Sylvie Le Hégarat-Mascle, Emanuel Aldea
Belief Function Definition for Ensemble Methods - Application to Pedestrian Detection in Dense Crowds. FUSION (2018)
Nicola Pellicanò, Sylvie Le Hégarat-Mascle, Emanuel Aldea
2CoBel : An Efficient Belief Function Extension for Two-dimensional Continuous Spaces. CoRR (2018)
Sylvie Le Hégarat-Mascle, Emanuel Aldea, Jennifer Vandoni
Efficient Evaluation of the Number of False Alarm Criterion. CoRR (2018)
Jennifer Vandoni, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Active learning for high-density crowd count regression. AVSS (2017)
Marie Lachaize, Sylvie Le Hégarat-Mascle, Emanuel Aldea, Aude Maitrot, Roger Reynaud
Evidential multi-class classification from binary classifiers: application to waste sorting quality control from hyperspectral data. QCAV (2017)
Jennifer Vandoni, Emanuel Aldea, Sylvie Le Hégarat-Mascle
An evidential framework for pedestrian detection in high-density crowds. AVSS (2017)
Wafa Rekik, Sylvie Le Hégarat-Mascle, Emanuel Aldea
A novel approach for multi-object tracking using evidential representation for objects. FUSION (2017)
Jennifer Vandoni, Sylvie Le Hégarat-Mascle, Emanuel Aldea
Crack detection based on a Marked Point Process model. ICPR (2016)
Nicola Pellicano, Emanuel Aldea, Sylvie Le Hégarat-Mascle
Robust wide baseline pose estimation from video. ICPR (2016)
Dai-Duong Nguyen, Abdelhafid Elouardi, Emanuel Aldea, Samir Bouaziz
HOOFR: An enhanced bio-inspired feature extractor. ICPR (2016)
Marie Lachaize, Sylvie Le Hégarat-Mascle, Emanuel Aldea, Aude Maitrot, Roger Reynaud
SVM Classifier Fusion Using Belief Functions: Application to Hyperspectral Data Classification. BELIEF (2016)
Emanuel Aldea, Sylvie Le Hégarat-Mascle
Robust crack detection for unmanned aerial vehicles inspection in an a-contrario decision framework. J. Electronic Imaging 24 (6) (2015)
Emanuel Aldea, Davide Marastoni, Khurom H. Kiyani
Spatio-Temporal Consistency for Head Detection in High-Density Scenes. ACCV Workshops (3) (2014)
Emanuel Aldea, Khurom H. Kiyani
Hybrid Focal Stereo Networks for Pattern Analysis in Homogeneous Scenes. ACCV Workshops (3) (2014)
Gaspard Florentz, Emanuel Aldea
SuperFAST: Model-based adaptive corner detection for scalable robotic vision. IROS (2014)
Emanuel Aldea, Khurom H. Kiyani
Hybrid Focal Stereo Networks for Pattern Analysis in Homogeneous Scenes. CoRR (2013)
Nadege Zarrouati, Emanuel Aldea, Pierre Rouchon
Robust depth regularization explicitly constrained by camera motion. ICPR (2012)
Nadege Zarrouati, Emanuel Aldea, Pierre Rouchon
SO(3)-invariant asymptotic observers for dense depth field estimation based on visual data and known camera motion. ACC (2012)
Nicolas Widynski, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch
Object Tracking based on Particle Filtering with Multiple Appearance Models. VISAPP (2011)
Nadege Zarrouati, Emanuel Aldea, Pierre Rouchon
A SO(3)-invariant variational method for depth field estimation based on inertial and camera data CoRR (2011)
Emanuel Aldea, Isabelle Bloch
Toward a Better Integration of Spatial Relations in Learning with Graphical Models. EGC (best of volume) (2009)
Emanuel Aldea, Isabelle Bloch
Vers une utilisation améliorée de relations spatiales pour l'apprentissage de données dans les modèles graphiques. EGC (2009)
Emanuel Aldea, Jamal Atif, Isabelle Bloch
Image Classification Using Marginalized Kernels for Graphs. GbRPR (2007)
Emanuel Aldea, Geoffroy Fouquier, Jamal Atif, Isabelle Bloch
Kernel Fusion for Image Classification Using Fuzzy Structural Information. ISVC (2) (2007)