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Publications of year 2018
Articles in journal or book chapters
  1. Adrien Deliège, Anthony Cioppa, and Marc Van Droogenbroeck. HitNet: a neural network with capsules embedded in a Hit-or-Miss layer, extended with hybrid data augmentation and ghost capsules. ArXiv, abs/1806.06519, June 2018. Keyword(s): Neural network, Deep learning, Machine learning, Artificial intelligence, Hit-or-Miss layer, Capsule, Ghost capsule, NMISTi, DeepSport.
    @article{Deliege2018HitNet,
    title = {{HitNet}: a neural network with capsules embedded in a {Hit-or-Miss} layer, extended with hybrid data augmentation and ghost capsules},
    author = {Deli\`ege, Adrien and Cioppa, Anthony and {Van Droogenbroeck}, Marc},
    journal = {ArXiv},
    month = {June},
    year = {2018},
    volume = {abs/1806.06519},
    keywords = {Neural network, Deep learning, Machine learning, Artificial intelligence, Hit-or-Miss layer, Capsule, Ghost capsule, NMISTi, DeepSport},
    url = {https://arxiv.org/abs/1806.06519},
    url = {http://www.telecom.ulg.ac.be/publi/publications/adrien/Deliege2018HitNet/},
    pdf = {https://arxiv.org/abs/1806.06519.pdf},
    
    }
    


  2. Carlos Gomez Gonzalez, Olivier Absil, and Marc Van Droogenbroeck. Supervised detection of exoplanets in high-contrast imaging sequences. Astronomy & Astrophysics, 613:1-13, May 2018. Keyword(s): Deep learning, SODINN, VORTEX project, High angular resolution, Image processing, Detection of planets, Sparse decomposition, Detection, Planets and satellites.
    @article{Gomez2018Supervised,
    title = {Supervised detection of exoplanets in high-contrast imaging sequences},
    author = {Gomez Gonzalez, Carlos and Absil, Olivier and Van Droogenbroeck, Marc},
    journal = {Astronomy \& Astrophysics},
    volume = {613},
    month = {May},
    pages = {1-13},
    year = {2018},
    keywords = {Deep learning, SODINN, VORTEX project, High angular resolution, Image processing, Detection of planets, Sparse decomposition, Detection, Planets and satellites},
    doi = {10.1051/0004-6361/201731961},
    url = {http://hdl.handle.net/2268/217926},
    pdf = {http://orbi.ulg.ac.be/bitstream/2268/217926/1/Gomez2018Supervised.pdf} 
    }
    


  3. Benjamin Laugraud, Sébastien Piérard, and Marc Van Droogenbroeck. LaBGen-P-Semantic: A First Step for Leveraging Semantic Segmentation in Background Generation. Journal of Imaging, 4(7):86, June 2018. Keyword(s): Background generation, Background initialization, LaBGen, Semantics.
    @article{Laugraud2018LaBGen-P-Semantic,
    title = {{LaBGen-P-Semantic}: A First Step for Leveraging Semantic Segmentation in Background Generation},
    author = {Laugraud, Benjamin and Pi{\'e}rard, S\'ebastien and {Van Droogenbroeck}, Marc},
    journal = {Journal of Imaging},
    publisher = {MDPI},
    volume = {4},
    number = {7},
    pages = {1-22},
    year = {2018},
    pages = {86},
    month = {Jun},
    keywords = {Background generation, Background initialization, LaBGen, Semantics},
    doi = {10.3390/jimaging4070086},
    url = {http://dx.doi.org/10.3390/jimaging4070086},
    pdf = {https://orbi.uliege.be/bitstream/2268/225850/1/Laugraud2018LaBGen-P-Semantic.pdf} 
    }
    


  4. Antoine Lejeune, Jacques G. Verly, and Marc Van Droogenbroeck. Probabilistic Framework for the Characterization of Surfaces and Edges in Range Images, with Application to Edge Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 40(9):2209-2222, September 2018. Keyword(s): 3D, Range, Depth, Time-of-Flight, Probability density function, Edge detection, Surface, Kinect, Probabilistic framework.
    @article{Lejeune2018Probabilistic,
    title = {Probabilistic Framework for the Characterization of Surfaces and Edges in Range Images, with Application to Edge Detection},
    author = {Lejeune, Antoine and Verly, Jacques G. and Van Droogenbroeck, Marc},
    journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    volume = {40},
    number = {9},
    pages = {2209-2222},
    month = {September},
    year = {2018},
    keywords = {3D, Range, Depth, Time-of-Flight, Probability density function, Edge detection, Surface, Kinect, Probabilistic framework},
    doi = {10.1109/TPAMI.2017.2746618},
    url = {http://hdl.handle.net/2268/213937},
    pdf = {http://orbi.ulg.ac.be/bitstream/2268/213937/1/Lejeune2017Probabilistic.pdf} 
    }
    


  5. Quentin Massoz, Jacques Verly, and Marc Van Droogenbroeck. Multi-timescale drowsiness characterization based on a video of a driver's face. Sensors, 18(9):1-17, August 2018. Keyword(s): Drowsiness, Driver monitoring, Face, Eye closure, Pyschomotor vigilance test, Reaction time, CNN, Deep learning.
    @article{Massoz2018MultiTimescale,
    title = {Multi-timescale drowsiness characterization based on a video of a driver's face},
    author = {Massoz, Quentin and Verly, Jacques and Van Droogenbroeck, Marc},
    journal = {Sensors},
    volume = {18},
    number = {9},
    pages = {1-17},
    month = {August},
    year = {2018},
    keywords = {Drowsiness, Driver monitoring, Face, Eye closure, Pyschomotor vigilance test, Reaction time, CNN, Deep learning},
    doi = {10.3390/s18092801},
    url = {http://hdl.handle.net/2268/227258},
    pdf = {https://orbi.uliege.be/bitstream/2268/227258/2/Massoz2018MultiTimescale.pdf} 
    }
    


Conference articles
  1. Anthony Cioppa, Adrien Deliège, and Marc Van Droogenbroeck. A bottom-up approach based on semantics for the interpretation of the main camera stream in soccer games. In IEEE International Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), CVsports, Salt Lake City, Utah, USA, pages 1846-1855, June 2018. Note: Best CVSports paper award. Keyword(s): Soccer, Semantic segmentation, Artificial intelligence, Deep learning, Machine learning, CNN, DeepSport, Best paper award.
    @inproceedings{Cioppa2018ABottomUp,
    title = {A bottom-up approach based on semantics for the interpretation of the main camera stream in soccer games},
    author = {Cioppa, Anthony and Deli\`ege, Adrien and {Van Droogenbroeck}, Marc},
    booktitle = {IEEE International Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), CVsports},
    month = {June},
    year = {2018},
    pages = {1846-1855},
    address = {Salt Lake City, Utah, USA},
    note = {Best CVSports paper award},
    doi = {10.1109/CVPRW.2018.00229},
    url = {http://hdl.handle.net/2268/222427},
    url = {http://www.telecom.ulg.ac.be/publi/publications/anthony/Anthony2018ABottomUp/index.html},
    keywords = {Soccer, Semantic segmentation, Artificial intelligence, Deep learning, Machine learning, CNN, DeepSport, Best paper award} 
    }
    


Miscellaneous
  1. Marc Van Droogenbroeck, Adrien Deliège, and Anthony Cioppa. Image classification using neural networks. European Patent Office, EP 3 582 142 A1, 32 pages, June 2018. Keyword(s): Patent, Machine learning, Deep learning, Artificial intelligence, HitNet, Capsule, Data augmentation, DeepSport.
    @misc{Vandroogenbroeck2018Image,
    title = {Image classification using neural networks},
    author = {{Van Droogenbroeck}, Marc and Deli\`ege, Adrien and Cioppa, Anthony},
    month = {June},
    year = {2018},
    howpublished = {European Patent Office, EP 3 582 142 A1, 32 pages},
    keywords = {Patent, Machine learning, Deep learning, Artificial intelligence, HitNet, Capsule, Data augmentation, DeepSport},
    url = {https://orbi.uliege.be/handle/2268/226179} 
    }
    



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