Some news

@inproceedings{laurent24iclr,
  author    = {Olivier Laurent and
              Emanuel Aldea and
               Gianni Franchi 
               },
  title     = {A symmetry-aware exploration of Bayesian neural network posteriors},
  booktitle = {The 12th International Conference on Learning Representations},
  pages={},
  year = {2024}
}

@inproceedings{yu24aaai,
  author    = {Xuanlong Yu and
               Gianni Franchi and
               Jindong Gu and
               Emanuel Aldea},
  title     = {Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression},
  booktitle = {The 38th Annual AAAI Conference on Artificial Intelligence},
  pages={},
  year = {2024}
}

@INPROCEEDINGS{ghrabli24eurosime,
  author={Ghrabli, Mehdi and Bouarroudj, Mounira and Chamoin, Ludovic and Aldea, Emanuel},
  booktitle={2024 25th International Conference on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems (EuroSimE)}, 
  title={Hybrid modeling for remaining useful life prediction in power module prognosis}, 
  year={2024},
  volume={},
  number={},
  pages={1-8},
  keywords={},
  month={April}
}

@ARTICLE{franchi23pami,
  author={Franchi, Gianni and Bursuc, Andrei and Aldea, Emanuel and Dubuisson, Séverine and Bloch, Isabelle},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
  title={Encoding the Latent Posterior of Bayesian Neural Networks for Uncertainty Quantification}, 
  year={2023},
  volume={},
  number={},
  pages={1-13},
  doi={10.1109/TPAMI.2023.3328829}
}

@article{rezaei23jocch,
  author    = {Alireza Rezaei and
              Emanuel Aldea and
              Sylvie Le H{\'{e}}garat{-}Mascle and 
              Piercarlo Dondi and
              Marco Malagodi},
  title     = {Multi-temporal image analysis for preventive conservation of historical musical instruments},
  journal   = {Journal on Computing and Cultural Heritage},
  year      = {2023}
}

@INPROCEEDINGS{vu23eurosime,
  author={Vu, Phan-Anh and Aldea, Emanuel and Bouarroudj, Mounira and Hégarat-Mascle, Sylvie Le},
  booktitle={2023 24th International Conference on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems (EuroSimE)}, 
  title={Probabilistic and Physics-Informed Machine Learning for Predictive Maintenance with Time Series Data}, 
  year={2023},
  volume={},
  number={},
  pages={1-8},
  keywords={},
  doi={10.1109/EuroSimE56861.2023.10100781},
  ISSN={2833-8596},
  month={April}
}

@inproceedings{lemghari23qcav,
  author    = {Ichraq Lemghari and
               Sylvie Le Hégarat-Mascle and 
               Emanuel Aldea and 
               Jennifer Vandoni},
  title     = {Handling Noisy Annotations in Deep Supervised Learning},
  booktitle = {2023 16th International Conference on Quality Control in Artificial Vision (QCAV)},
  year      = {2023}
}

@inproceedings{yu22icip,
  author    = {Xuanlong Yu and
               Gianni Franchi and
               Emanuel Aldea},
  title     = {On Monocular Depth Estimation and Uncertainty Quantification Using Classification Approaches for Regression},
  booktitle = {2022 IEEE International Conference on Image Processing (ICIP)},
  pages={1481-1485},
  doi={10.1109/ICIP46576.2022.9897930}},
  year      = {2022}
}

@inproceedings{franchi22bmvc,
  author    = {Gianni Franchi and 
              Xuanlong Yu and 
              Andrei Bursuc and 
              Angel Tena and 
              Rémi Kazmierczak and 
              Severine Dubuisson and 
              Emanuel Aldea and 
              David Filliat},
  title     = {MUAD: Multiple Uncertainties for Autonomous Driving benchmark for multiple uncertainty types and tasks},
  booktitle = {33rd British Machine Vision Conference, {BMVC} 2022},
  year      = {2022}
}

@inproceedings{lehegarat22iciap,
  author    = {Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea},
  editor    = {Pier Luigi Mazzeo and
               Emanuele Frontoni and
               Stan Sclaroff and
               Cosimo Distante},
  title     = {Spectral Analysis of Masked Signals in the Context of Image Inpainting},
  booktitle = {Image Analysis and Processing. {ICIAP} 2022 Workshops - {ICIAP} International
               Workshops, Lecce, Italy, May 23-27, 2022, Revised Selected Papers,
               Part {I}},
  series    = {Lecture Notes in Computer Science},
  volume    = {13373},
  pages     = {105--114},
  publisher = {Springer},
  year      = {2022},
  url       = {https://doi.org/10.1007/978-3-031-13321-3\_10},
  doi       = {10.1007/978-3-031-13321-3\_10}
}

@inproceedings{franchi22eccv,
  author    = {Gianni Franchi and
               Xuanlong Yu and
               Andrei Bursuc and
               Emanuel Aldea and
               S{\'{e}}verine Dubuisson and
               David Filliat},
  title     = {Latent Discriminant Deterministic Uncertainty},
  booktitle = {Computer Vision - {ECCV} 2022 - 17th European Conference},
  series    = {Lecture Notes in Computer Science},
  year      = {2022}
}

@article{rezaei22jvci,
  author    = {Alireza Rezaei and
               Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea and
               Piercarlo Dondi and
               Marco Malagodi},
  title     = {A-contrario framework for detection of alterations in varnished surfaces},
  journal   = {J. Vis. Commun. Image Represent.},
  volume    = {83},
  pages     = {103357},
  year      = {2022},
  url       = {https://doi.org/10.1016/j.jvcir.2021.103357},
  doi       = {10.1016/j.jvcir.2021.103357}
}

@article{franchi22access,
author={Franchi, Gianni and Bursuc, Andrei and Aldea, Emanuel and Dubuisson, Séverine and Bloch, Isabelle},
  journal={IEEE Access}, 
  title={One Versus All for Deep Neural Network for Uncertainty (OVNNI) Quantification}, 
  year={2022},
  volume={10},
  number={},
  pages={7300-7312},
  doi={10.1109/ACCESS.2021.3138978}}
}

@inproceedings{yu21bmvc,
  author    = {Xuanlong Yu and
               Gianni Franchi and
               Emanuel Aldea},
  title     = {SLURP: Side Learning Uncertainty for Regression Problems},
  booktitle = {32nd British Machine Vision Conference, {BMVC} 2021,
               Virtual Event /  November 22-25, 2021},
  year      = {2021}
}

@inproceedings{rezaei21isvc,
  author    = {Alireza Rezaei and
               Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea and
               Piercarlo Dondi and
               Marco Malagodi},
  editor    = {George Bebis and
               Vassilis Athitsos and
               Tong Yan and
               Manfred Lau and
               Frederick Li and
               Conglei Shi and
               Xiaoru Yuan and
               Christos Mousas and
               Gerd Bruder},
  title     = {Analysis of Multi-temporal Image Series for the Preventive Conservation
               of Varnished Wooden Surfaces},
  booktitle = {Advances in Visual Computing - 16th International Symposium, {ISVC}
               2021, Virtual Event, October 4-6, 2021, Proceedings, Part {I}},
  series    = {Lecture Notes in Computer Science},
  volume    = {13017},
  pages     = {166--179},
  publisher = {Springer},
  year      = {2021},
  url       = {https://doi.org/10.1007/978-3-030-90439-5\_14},
  doi       = {10.1007/978-3-030-90439-5\_14}
}

@article{chen21ijar,
title = {Belief functions clustering for epipole localization},
journal = {International Journal of Approximate Reasoning},
volume = {137},
pages = {146-165},
year = {2021},
issn = {0888-613X},
doi = {https://doi.org/10.1016/j.ijar.2021.07.003},
url = {https://www.sciencedirect.com/science/article/pii/S0888613X2100102X},
author = {Huiqin Chen and Sylvie {Le Hégarat-Mascle} and Emanuel Aldea},
}

@misc{franchi20nips1,
    title={One Versus all for deep Neural Network Incertitude (OVNNI) quantification},
    author={Gianni Franchi and Andrei Bursuc and Emanuel Aldea and Severine Dubuisson and Isabelle Bloch},
    booktitle = {NeurIPS 2020 workshop on Bayesian Deep Learning},
 year = {2020}
}

@misc{franchi20nips2,
    title={Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification
},
    author={Gianni Franchi and Andrei Bursuc and Emanuel Aldea and Severine Dubuisson and Isabelle Bloch},
    booktitle = {NeurIPS 2020 workshop on Bayesian Deep Learning},
 year = {2020}
}

@inproceedings{rezaei20icpr,
  author    = {Alireza Rezaei and
               Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea and
               Piercarlo Dondi and
               Marco Malagodi},
  title     = {One step clustering based on a-contrario framework for detection of
               alterations in historical violins},
  booktitle = {25th International Conference on Pattern Recognition, {ICPR} 2020,
               Virtual Event / Milan, Italy, January 10-15, 2021},
  pages     = {9348--9355},
  publisher = {{IEEE}},
  year      = {2020}
}

@inproceedings{franchi20eccv,
  author    = {Gianni Franchi and
               Andrei Bursuc and
               Emanuel Aldea and
               S{\'{e}}verine Dubuisson and
               Isabelle Bloch},
  editor    = {Andrea Vedaldi and
               Horst Bischof and
               Thomas Brox and
               Jan{-}Michael Frahm},
  title     = {{TRADI:} Tracking Deep Neural Network Weight Distributions},
  booktitle = {Computer Vision - {ECCV} 2020 - 16th European Conference, Glasgow,
               UK, August 23-28, 2020, Proceedings, Part {XVII}},
  series    = {Lecture Notes in Computer Science},
  volume    = {12362},
  pages     = {105--121},
  publisher = {Springer},
  year      = {2020}
}

@inproceedings{franchi20icip,
 title = {Tracking Hundreds of People in Densely Crowded Scenes with Particle Filtering Supervising Deep Convolutional Neural Networks},
 author = {Franchi, Gianni and Aldea, Emanuel and Dubuisson, S{\'e}verine and Bloch, Isabelle},
 booktitle = {Proceedings of the 27th International Conference on Image Processing (ICIP)},
 year = {2020}
}

@article{lerme20prl,
  title={Fast and efficient reconstruction of digitized frescoes},
  author={Lerm{\'e}, Nicolas and Le H{\'e}garat-Mascle, Sylvie and Zhang, Boyang and Aldea, Emanuel},
  journal={Pattern Recognition Letters},
  volume={138},
  pages={417--423},
  year={2020},
  publisher={Elsevier}
}

@inproceedings{chen20fusion,
 author = {Chen, Huiqin and Le H{\'e}garat-Mascle, Sylvie and Aldea, Emanuel},
 booktitle = {Proceedings of the 23rd International Conference on Information Fusion (FUSION)},
 title = {Camera Localization based on Belief  Clustering},
 year = {2020}
}

@inproceedings{chen20iwbf,
 author = {Chen, Huiqin and Aldea, Emanuel and Le H{\'e}garat-Mascle, Sylvie and Despiegel, Vincent },
 booktitle = {Proceedings of the 8th International Workshop on Biometrics and Forensics (IWBF2020)},
 title = {Use of Scene Geometry Priors for Data Association in Egocentric Views},
 year = {2020}
}

@article{vandoni19sensors,
AUTHOR = {Vandoni, Jennifer and H{\'e}garat-Mascle, Sylvie Le and Aldea, Emanuel},
TITLE = {Augmenting Deep Learning Performance in an Evidential Multiple Classifier System},
JOURNAL = {Sensors},
VOLUME = {19},
YEAR = {2019},
NUMBER = {21},
ARTICLE-NUMBER = {4664},
URL = {https://www.mdpi.com/1424-8220/19/21/4664},
ISSN = {1424-8220},
DOI = {10.3390/s19214664}
}

@inproceedings{aldea19avss, 
  author={E. {Aldea} and T. {Pollok} and C. {Qu}}, 
  booktitle={2019 16th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)}, 
  title={Constraining Relative Camera Pose Estimation with Pedestrian Detector-Based Correspondence Filters}, 
  year={2019}, 
  volume={}, 
  number={}, 
  pages={1-7}
} 

@inproceedings{franchi19avss, 
  author={G. {Franchi} and E. {Aldea} and S. {Dubuisson} and I. {Bloch}}, 
  booktitle={2019 16th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)}, 
  title={Crowd Behavior Characterization for Scene Tracking}, 
  year={2019}, 
  volume={}, 
  number={}, 
  pages={1-8}
} 

@inproceedings{chen19avss, author={H. {Chen} and E. {Aldea} and S. L. {Hégarat-Mascle}}, 
  booktitle={2019 16th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)}, 
  title={Determining Epipole Location Integrity by Multimodal Sampling}, 
  year={2019}, 
  volume={}, 
  number={}, 
  pages={1-8}
} 

@inproceedings{rezaei19qcav,
 author = {Rezaei, Alireza and Aldea, Emanuel and Dondi, Piercarlo and Malagodi, Marco and Le H{\'e}garat-Mascle, Sylvie   },
 booktitle = {Proceedings of the 14th International Conference on Quality Control by Artificial Vision (QCAV)},
 year = {2019},
 doi = {10.1117/12.2521702},
 URL = {https://doi.org/10.1117/12.2521702},
 title = {Detecting alterations in historical violins with optical monitoring}
}

@article{hegarat19jivp,
  author    = {Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea and
               Jennifer Vandoni},
  title     = {Efficient evaluation of the Number of False Alarm criterion},
  journal   = {{EURASIP} J. Image and Video Processing},
  volume    = {2019},
  pages     = {35},
  year      = {2019},
  url       = {https://doi.org/10.1186/s13640-019-0429-4}
}

@inproceedings{chen19mva,
 author={H. {Chen} and E. {Aldea} and S. {Le Hégarat-Mascle}},
 booktitle={2019 16th International Conference on Machine Vision Applications (MVA)},
 title={Integrating Visual and Geometric Consistency for Pose Estimation},
 year={2019},
 pages={1-5},
 doi={10.23919/MVA.2019.8757911},
 ISSN={},
 month={May}
}

@article{Pellicano2019,
author="Pellican{\`o}, Nicola
and Aldea, Emanuel
and Le H{\'e}garat-Mascle, Sylvie",
title="Wide baseline pose estimation from video with a density-based uncertainty model",
journal="Machine Vision and Applications",
year="2019",
month="Jun",
day="13",
abstract="Robust wide baseline pose estimation is an essential step in the deployment of smart camera networks. In this work, we highlight some current limitations of conventional strategies for relative pose estimation in difficult urban scenes. Then, we propose a solution which relies on an adaptive search of corresponding interest points in synchronized video streams which allows us to converge robustly toward a high-quality solution. The core idea of our algorithm is to build across the image space a nonstationary mapping of the local pose estimation uncertainty, based on the spatial distribution of interest points. Subsequently, the mapping guides the selection of new observations from the video stream in order to prioritize the coverage of areas of high uncertainty. With an additional step in the initial stage, the proposed algorithm may also be used for refining an existing pose estimation based on the video data; this mode allows for performing a data-driven self-calibration task for stereo rigs for which accuracy is critical, such as onboard medical or vehicular systems. We validate our method on three different datasets which cover typical scenarios in pose estimation. The results show a fast and robust convergence of the solution, with a significant improvement, compared to single image-based alternatives, of the RMSE of ground-truth matches, and of the maximum absolute error.",
issn="1432-1769",
doi="10.1007/s00138-019-01036-6",
url="https://doi.org/10.1007/s00138-019-01036-6"
}

@inproceedings{vandoni19icip,
 author = {Vandoni, Jennifer and Aldea, Emanuel and Le H{\'e}garat-Mascle, Sylvie   },
 booktitle = {Proceedings of the 26th International Conference on Image Processing (ICIP) },
 title = {Evaluating Crowd Density Estimators via Their Uncertainty Bounds},
 year = {2019}
}

@article{vandoni19ijar,
 title = "Evidential query-by-committee active learning for pedestrian detection in high-density crowds",
journal = "International Journal of Approximate Reasoning",
volume = "104",
pages = "166 - 184",
year = "2019",
issn = "0888-613X",
doi = "https://doi.org/10.1016/j.ijar.2018.11.007",
url = "http://www.sciencedirect.com/science/article/pii/S0888613X18303517",
author = "Jennifer Vandoni and Emanuel Aldea and Sylvie Le Hégarat-Mascle"
}

@article{pellicano18ijar,
 author = {Pellican{\`o}, Nicola and Le H{\'e}garat-Mascle, Sylvie  and Aldea, Emanuel },
 title = "2CoBel: A scalable belief function representation for 2D discernment frames",
 journal = "International Journal of Approximate Reasoning",
 volume = "103",
 pages = "320 - 342",
 year = "2018",
 issn = "0888-613X",
 doi = "https://doi.org/10.1016/j.ijar.2018.10.007",
 url = "http://www.sciencedirect.com/science/article/pii/S0888613X18303864"
}

@inproceedings{rezaei18avss,
 author = {Rezaei, Alireza and Pellican{\`o}, Nicola and Aldea, Emanuel },
 booktitle = {Proceedings of the 15th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS)},
 title = {GPU-accelerated Height Map Estimation with Local Geometry Priors in Large Scenes},
 year = {2018}
}

@article{lachaize18ijar,
 title = "Evidential split-and-merge: Application to object-based image analysis",
 author = "Marie Lachaize and Sylvie Le H{\'e}garat-Mascle and Emanuel Aldea and Aude Maitrot and Roger Reynaud",
 journal = "International Journal of Approximate Reasoning",
 volume = "103",
 pages = "303 - 319",
 year = "2018",
 issn = "0888-613X",
 doi = "https://doi.org/10.1016/j.ijar.2018.10.008",
 url = "http://www.sciencedirect.com/science/article/pii/S0888613X18302986"
}

@inproceedings{pellicano18fusion,
 author = {Pellican{\`o}, Nicola and Le H{\'e}garat-Mascle, Sylvie  and Aldea, Emanuel },
 booktitle = {Proceedings of the 21st International Conference on Information Fusion (FUSION)},
 title = {2{C}o{B}el: An Efficient Belief Function Extension for Two-dimensional Continuous Spaces},
 pages={1032-1039},
 doi={10.23919/ICIF.2018.8455783}, 
 year = {2018}
}

@inproceedings{vandoni18fusion,
 author = {Vandoni, Jennifer and Le H{\'e}garat-Mascle, Sylvie  and Aldea, Emanuel },
 booktitle = {Proceedings of the 21st International Conference on Information Fusion (FUSION)},
 title = {Belief Function Definition for Ensemble Methods - Application to Pedestrian Detection in Dense Crowds},
 pages={2481-2488}, 
 doi={10.23919/ICIF.2018.8455313}, 
 year = {2018}
}

@article{lachaize18eaai,
 title = "Evidential framework for {E}rror {C}orrecting {O}utput {C}ode classification",
journal = "Engineering Applications of Artificial Intelligence",
volume = "73",
pages = "10 - 21",
year = "2018",
issn = "0952-1976",
doi = "https://doi.org/10.1016/j.engappai.2018.04.019",
url = "http://www.sciencedirect.com/science/article/pii/S0952197618300988",
author = "Marie Lachaize and Sylvie Le H{\'e}garat-Mascle and Emanuel Aldea and Aude Maitrot and Roger Reynaud"
}

@inproceedings{rekik17fusion,
 author    = {Wafa Rekik and
               Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea},
  title     = {A novel approach for multi-object tracking using evidential representation
               for objects},
  booktitle = {20th International Conference on Information Fusion, {FUSION} 2017,
               Xi'an, China, July 10-13, 2017},
  pages     = {1--8},
  year      = {2017},
  url       = {https://doi.org/10.23919/ICIF.2017.8009819},
  doi       = {10.23919/ICIF.2017.8009819}
}

@inproceedings{vandoni17avss,
 author    = {Jennifer Vandoni and
               Emanuel Aldea and
               Sylvie Le H{\'{e}}garat{-}Mascle},
  title     = {An evidential framework for pedestrian detection in high-density crowds},
  booktitle = {14th {IEEE} International Conference on Advanced Video and Signal
               Based Surveillance, {AVSS} 2017, Lecce, Italy, August 29 - September
               1, 2017},
  pages     = {1--6},
  year      = {2017},
  url       = {https://doi.org/10.1109/AVSS.2017.8078498},
  doi       = {10.1109/AVSS.2017.8078498}
}

@inproceedings{vandoni17spcrowd,
 author    = {Jennifer Vandoni and
               Emanuel Aldea and
               Sylvie Le H{\'{e}}garat{-}Mascle},
  title     = {Active learning for high-density crowd count regression},
  booktitle = {14th {IEEE} International Conference on Advanced Video and Signal
               Based Surveillance, {AVSS} 2017, Lecce, Italy, August 29 - September
               1, 2017},
  pages     = {1--6},
  year      = {2017},
  url       = {https://doi.org/10.1109/AVSS.2017.8078508},
  doi       = {10.1109/AVSS.2017.8078508}
}

@inproceedings{pellicano17ammds,
 author = {Pellican{\`o}, Nicola and Aldea, Emanuel and Le H{\'e}garat-Mascle, Sylvie},
 booktitle = {Proceedings of the 28th British Machine Vision Conference (BMVC) - 5th Activity Monitoring by Multiple Distributed Sensing Workshop},
 title = {Geometry-Based Multiple Camera Head Detection in Dense Crowds},
 year = {2017}
}

@inproceedings{aldea17tgf,
 author = {Aldea, Emanuel and Kiyani, Khurom H.},
 booktitle = {Proceedings of the 12th International Conference on Traffic and Granular Flow (TGF)},
 title = {Pressure Estimation In A High-Density Crowd
Using A Multi-Scale Count Regressor},
 year = {2017}
}

@inproceedings{lachaize17qcav,
 author    = {Marie Lachaize and
               Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea and
               Aude Maitrot and
               Roger Reynaud},
  title     = {Evidential multi-class classification from binary classifiers: application
               to waste sorting quality control from hyperspectral data},
  booktitle = {Thirteenth International Conference on Quality Control by Artificial
               Vision, {QCAV} 2017, Tokyo, Japan, May 14, 2017},
  pages     = {103380V},
  year      = {2017},
  url       = {https://doi.org/10.1117/12.2266961},
  doi       = {10.1117/12.2266961}
}

@inproceedings{vandoni16icpr,
 author    = {Jennifer Vandoni and
               Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea},
  title     = {Crack detection based on a {M}arked {P}oint {P}rocess model},
  booktitle = {23rd International Conference on Pattern Recognition, {ICPR} 2016,
               Canc{\'{u}}n, Mexico, December 4-8, 2016},
  pages     = {3933--3938},
  year      = {2016}
}

@inproceedings{pellicano16icpr,
 author    = {Nicola Pellican{\`o} and
               Emanuel Aldea and
               Sylvie Le H{\'{e}}garat{-}Mascle},
  title     = {Robust wide baseline pose estimation from video},
  booktitle = {23rd International Conference on Pattern Recognition, {ICPR} 2016,
               Canc{\'{u}}n, Mexico, December 4-8, 2016},
  pages     = {3820--3825},
  year      = {2016}
}

@inproceedings{nguyen16icpr,
 author    = {Dai Duong Nguyen and
               Abdelhafid Elouardi and
               Emanuel Aldea and
               Samir Bouaziz},
  title     = {{HOOFR:} An enhanced bio-inspired feature extractor},
  booktitle = {23rd International Conference on Pattern Recognition, {ICPR} 2016,
               Canc{\'{u}}n, Mexico, December 4-8, 2016},
  pages     = {2977--2982},
  year      = {2016}
}

@inproceedings{lachaize16belief,
 author    = {Marie Lachaize and
               Sylvie Le H{\'{e}}garat{-}Mascle and
               Emanuel Aldea and
               Aude Maitrot and
               Roger Reynaud},
  title     = {{SVM} Classifier Fusion Using Belief Functions: Application to Hyperspectral
               Data Classification},
  booktitle = {Belief Functions: Theory and Applications - 4th International Conference,
               {BELIEF} 2016, Prague, Czech Republic, September 21-23, 2016, Proceedings},
  pages     = {113--122},
  year      = {2016}
}

@article{aldea15jei,
author = {Aldea, Emanuel and Le H{\'e}garat-Mascle, Sylvie},
title = {Robust crack detection for unmanned aerial vehicles inspection in an a-contrario decision framework},
journal = {Journal of Electronic Imaging},
volume = {24},
number = {6},
pages = {061119},
year = {2015},
isbn = {1017-9909},
doi = {10.1117/1.JEI.24.6.061119},
URL = { http://dx.doi.org/10.1117/1.JEI.24.6.061119}
}

@inproceedings{aldea15qcav,
author = {Aldea, Emanuel and Le H{\'e}garat-Mascle, Sylvie},
title = {Robust crack detection strategies for aerial inspection},
booktitle = {Proceedings of the Twelfth International Conference on Quality Control by Artificial Vision },
volume = {9534},
pages = {953413-953413-8},
year = {2015},
doi = {10.1117/12.2182920},
URL = { http://dx.doi.org/10.1117/12.2182920}
}

@inproceedings{aldea14accv1,
  author    = {Aldea, Emanuel  and Marastoni, Davide and Kiyani, Khurom H.},
  title     = {Spatio-Temporal Consistency for Head Detection in High-Density Scenes},
  booktitle = {Computer Vision - {ACCV} 2014 Workshops - Singapore, Singapore, November
               1-2, 2014, Revised Selected Papers, Part {III}},
  pages     = {665--679},
  year      = {2014}
}

@inproceedings{aldea14accv2,
author={Aldea, Emanuel and Kiyani, Khurom H.},
title     = {Hybrid Focal Stereo Networks for Pattern Analysis in Homogeneous Scenes},
booktitle = {Computer Vision - {ACCV} 2014 Workshops - Singapore, Singapore, November
               1-2, 2014, Revised Selected Papers, Part {III}},
pages     = {695--710},
year      = {2014}
}

@inproceedings{florentz14iros, 
author={Florentz, Gaspard and Aldea, Emanuel}, 
booktitle={2014 IEEE/RSJ International Conference on Intelligent Robots and Systems}, 
title={Super{FAST}: Model-based adaptive corner detection for scalable robotic vision}, 
year={2014}, 
pages={1003-1010}, 
doi={10.1109/IROS.2014.6942681}, 
ISSN={2153-0858}, 
month={Sept}
}

@inproceedings{zarrouati12acc,
author = {Zarrouati, Nad{\`e}ge and Aldea, Emanuel and Rouchon, Pierre}, 
title = {SO(3)-invariant asymptotic observers for dense depth field estimation based on visual data and known camera motion}, 
booktitle = {American Control Conference 2012}, 
address = {Montreal}, 
pages = {4116 - 4123}, 
year = {2012}
}

@inproceedings{zarrouati12icpr,
author = {Zarrouati, Nad{\`e}ge and Aldea, Emanuel and Rouchon, Pierre}, 
title     = {Robust depth regularization explicitly constrained by camera motion},
booktitle = {Proceedings of the International Conference on Pattern Recognition (ICPR)},
year      = {2012},
pages     = {3606-3609}
}

@inproceedings{zarrouati12rfia,
author = {Zarrouati, Nad{\`e}ge and Aldea, Emanuel and Rouchon, Pierre}, 
title     = {Estimation dense de profondeur combinant approches variationnelles et observateurs asymptotiques},
booktitle = {Actes de la conf{\'e}rence RFIA},
year      = {2012},
    pages = {978-2-9539515-2-3}
}

@inproceedings{widynski11visapp,
  author = {Widynski, Nicolas and Aldea, Emanuel and Dubuisson, S{\'e}verine and Bloch, Isabelle},
  title = {Object Tracking based on Particle Filtering with Multiple Appearance Models},
  booktitle = {Proceedings of the  International Conference on Computer Vision Theory and Applications (VISAPP)},
  year = {2011},
  month = {March},
  pages = {604--609},
  address = {Algarve, Portugal}
}

@inproceedings{aldea10akdm,
  author = {Aldea, Emanuel and Bloch, Isabelle},
  title = {Toward a Better Integration of Spatial Relations in Learning with Graphical Models},
  bookTitle="Advances in Knowledge Discovery and Management",
year={2010},
publisher={Springer Berlin Heidelberg},
address={Berlin, Heidelberg},
pages={77--94},
isbn={978-3-642-00580-0},
doi={10.1007/978-3-642-00580-0_5},
url={http://dx.doi.org/10.1007/978-3-642-00580-0_5}
}

@inproceedings{aldea09egc,
  author = {Aldea, Emanuel and Bloch, Isabelle},
  title = {Vers une utilisation am{\'e}lior{\'e}e de relations spatiales pour l'apprentissage de donn{\'e}es dans les mod{\`e}les graphiques},
  booktitle = { Extraction et Gestion des Connaissances (EGC'2009)},
  year = {2009},
  pages = {271--282}
}

@inproceedings{aldea07isvc,
  author = {Aldea, Emanuel and Fouquier, Geoffroy and Atif, Jamal and Bloch, Isabelle},
  title = {Kernel {F}usion for {I}mage {C}lassification {U}sing {F}uzzy {S}tructural {I}nformation},
  booktitle = {3rd International Symposium on Visual Computing ISVC07},
  address = {Lake Tahoe, USA},
  year = 2007,
  month = nov,
  volume = {LNCS 4842},
  pages = {307-317}
}

@inproceedings{aldea07lfa,
  author = {Aldea, Emanuel and Fouquier, Geoffroy and Atif, Jamal and Bloch, Isabelle},
  title = {Classification d'images par fusion d'attributs flous de graphes, relations spatiales et noyaux marginalis{\'e}s},
  booktitle = {Rencontres Francophones sur la Logique Floue et ses Applications},
  year = 2007,
  pages = {25--32}
}

@inproceedings{aldea07gbr,
  author = {Aldea, Emanuel and Atif, Jamal and Bloch, Isabelle},
  title = {Image {C}lassification using {M}arginalized {K}ernels for {G}raphs},
  booktitle = {6th IAPR-TC15 Workshop on Graph-based Representations in Pattern Recognition, GbR'07},
  address = {Alicante, Spain},
  year = 2007,
  month = jun,
  volume = {1},
  pages = {103--113}
}