Luigi CelonaPostdoctoral Fellow

DISCo (Department of Informatics, Systems and Communication)
University of Milan-Bicocca
Viale Sarca 336, Building U14

Room 1048,  tel: +390264487871

Biography

Luigi Celona is currently a postdoctoral fellow at DISCo (Department of Informatics, Systems and Communication) of the University of Milano-Bicocca, Italy. In 2018 and 2014, he obtained respectively the PhD and the MSc degree in Computer Science at DISCo. In 2011, he obtained the BSc degree in Computer Science from the University of Messina. His current research interests focus on image analysis and classification, machine learning and face analysis.

Publications

Submitted

1.

Disentangling Image Distortions in Deep Feature Space
(Simone Bianco, Luigi Celona, Paolo Napoletano) In arXiv, submitted on June 2020.

@unpublished{bianco2020disent,
 author = {Bianco, Simone and Celona, Luigi and Napoletano, Paolo},
 year = {submitted on June 2020},
 title = {Disentangling Image Distortions in Deep Feature Space},
 journal = {arXiv},
 url = {https://arxiv.org/abs/2002.11409}}

Journal Articles

5.

No-Reference Quality Assessment of In-Capture Distorted Videos
(Mirko Agarla, Luigi Celona, Raimondo Schettini) In Journal of Imaging, volume 6, number 8, 2020.

@article{agarla2020norefvideoquality,
 author = {Agarla, Mirko and Celona, Luigi and Schettini, Raimondo},
 year = {2020},
 title = {No-Reference Quality Assessment of In-Capture Distorted Videos},
 volume = {6},
 number = {8},
 journal = {Journal of Imaging},
 url = {https://www.mdpi.com/2313-433X/6/8/74},
 pdf = {/download/Agarla_JoI_Video_Quality.pdf},
 doi = {10.3390/jimaging6080074},
 issn = {2313-433X} publisher = {MDPI}}
4.

On the use of deep learning for blind image quality assessment
(Simone Bianco, Luigi Celona, Paolo Napoletano, Raimondo Schettini) In Signal, Image and Video Processing, volume 12, number 2, pp. 355-362, 2018.

@article{Bianco2018,
 author = {Bianco, Simone and Celona, Luigi and Napoletano, Paolo and Schettini, Raimondo},
 year = {2018},
 month = {2},
 year = {2018},
 pages = {355-362},
 title = {On the use of deep learning for blind image quality assessment},
 volume = {12},
 number = {2},
 journal = {Signal, Image and Video Processing},
 url = {https://doi.org/10.1007/s11760-017-1166-8},
 pdf = {http://www.ivl.disco.unimib.it/wp-content/uploads/2016/09/DeepIQExtended.pdf},
 doi = {10.1007/s11760-017-1166-8},
 issn = {1863-1711},
 projectref = {http://www.ivl.disco.unimib.it/activities/deep-image-quality/}}
3.

Benchmark Analysis of Representative Deep Neural Network Architectures
(Simone Bianco, Remi Cadene, Luigi Celona, Paolo Napoletano) In IEEE Access, volume 6, number 1, pp. 64270-64277, 2018.

@article{8506339,
 author = {Bianco, Simone and Cadene, Remi and Celona, Luigi and Napoletano, Paolo},
 year = {2018},
 pages = {64270-64277},
 title = {Benchmark Analysis of Representative Deep Neural Network Architectures},
 volume = {6},
 number = {1},
 journal = {IEEE Access},
 keywords = {Computational, modeling, Graphics, processing, units, Computational, complexity, Memory, management, Embedded, systems, Deep, neural, networks, convolutional, neural, networks, image, recognition},
 pdf = {/download/08506339.pdf},
 doi = {10.1109/ACCESS.2018.2877890},
 issn = {2169-3536},
 projectref = {https://celuigi.github.io/models-comparison.pytorch/}}
2.

Fine-Grained Face Annotation Using Deep Multi-Task CNN
(Luigi Celona, Simone Bianco, Raimondo Schettini) In Sensors, volume 18, number 8, 2018.

@article{celona2018fine,
 author = {Celona, Luigi and Bianco, Simone and Schettini, Raimondo},
 year = {2018},
 title = {Fine-Grained Face Annotation Using Deep Multi-Task CNN},
 volume = {18},
 number = {8},
 journal = {Sensors},
 url = {http://www.mdpi.com/1424-8220/18/8/2666},
 pdf = {/download/sensors-18-02666.pdf},
 doi = {10.3390/s18082666},
 issn = {1424-8220}}
1.

Robust Smile Detection using Convolutional Neural Networks
(Simone Bianco, Luigi Celona, Raimondo Schettini) In Journal of Electronic Imaging, volume 25, number 6, pp. 063002, SPIE, 2016.

@article{bianco2016robust-smile,
 author = {Bianco, Simone and Celona, Luigi and Schettini, Raimondo},
 year = {2016},
 pages = {063002},
 title = {Robust Smile Detection using Convolutional Neural Networks},
 volume = {25},
 number = {6},
 publisher = {SPIE},
 journal = {Journal of Electronic Imaging},
 pdf = {/download/bianco2016robust-smile.pdf},
 doi = {10.1117/1.JEI.25.6.063002}}

Conference Papers

11.

High-Resolution Single Image Dehazing using Encoder-Decoder Architecture
(Simone Bianco, Luigi Celona, Flavio Piccoli, Raimondo Schettini) In Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. -, 2019.

@inproceedings{bianco2019high,
 author = {Bianco, Simone and Celona, Luigi and Piccoli, Flavio and Schettini, Raimondo},
 year = {2019},
 pages = {-},
 title = {High-Resolution Single Image Dehazing using Encoder-Decoder Architecture},
 organization = {IEEE},
 booktitle = {Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
 projectref = {http://www.ivl.disco.unimib.it/activities/single-image-dehazing/}}
10.

Getting the Most of Few Data for Neonatal Pain Assessment
(Luigi Celona, Sheryl Brahnam, Simone Bianco) In Proceedings of the 13th EAI International Conference on Pervasive Computing Technologies for Healthcare, New York, NY, USA, pp. 298-301, ACM, 2019.

@inproceedings{bianco2018aestface,
 author = {Celona, Luigi and Brahnam, Sheryl and Bianco, Simone},
 year = {2019},
 pages = {298-301},
 title = {Getting the Most of Few Data for Neonatal Pain Assessment},
 publisher = {ACM},
 series = {PervasiveHealth\'19},
 address = {New York, NY, USA},
 isbn = {978-1-4503-6126-2},
 booktitle = {Proceedings of the 13th EAI International Conference on Pervasive Computing Technologies for Healthcare},
 keywords = {convolutional, neural, networks, generative, adversarial, networks, neonatal, pain, assessment},
 url = {http://doi.acm.org/10.1145/3329189.3329219},
 doi = {10.1145/3329189.3329219}}
9.

Image Memorability using Diverse Visual Features and Soft Attention
(Marco Leonardi, Luigi Celona, Paolo Napoletano, Simone Bianco, Raimondo Schettini, Franco Manessi, Alessandro Rozza) In Image Analysis and Processing - ICIAP 2019, pp. 171-180, Springer, 2019.

@inproceedings{leonardi2019imem,
 author = {Leonardi, Marco and Celona, Luigi and Napoletano, Paolo and Bianco, Simone and Schettini, Raimondo and Manessi, Franco and Rozza, Alessandro},
 year = {2019},
 pages = {171-180},
 title = {Image Memorability using Diverse Visual Features and Soft Attention},
 publisher = {Springer},
 series = {Lecture Notes in Computer Science},
 isbn = {978-3-030-30645-8},
 booktitle = {Image Analysis and Processing - ICIAP 2019},
 doi = {10.1007/978-3-030-30645-8_16}}
8.

Autocropping: A Closer Look at Benchmark Datasets
(Luigi Celona, Gianluigi Ciocca, Paolo Napoletano, Raimondo Schettini) In Image Analysis and Processing - ICIAP 2019, volume 11752 of Lecture Notes in Computer Science, pp. 315-325, Springer, 2019.

@inproceedings{celona2019autocropping,
 author = {Celona, Luigi and Ciocca, Gianluigi and Napoletano, Paolo and Schettini, Raimondo},
 year = {2019},
 pages = {315-325},
 title = {Autocropping: A Closer Look at Benchmark Datasets},
 volume = {11752},
 publisher = {Springer},
 series = {Lecture Notes in Computer Science},
 isbn = {978-3-030-30645-8},
 booktitle = {Image Analysis and Processing - ICIAP 2019},
 doi = {10.1007/978-3-030-30645-8_29}}
7.

A Multi-Task CNN Framework for Driver Face Monitoring
(Luigi Celona, Lorenzo Mammana, Simone Bianco, Raimondo Schettini) In 2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin), pp. 1-4, 2018.

@inproceedings{celona2018mtlddm,
 author = {Celona, Luigi and Mammana, Lorenzo and Bianco, Simone and Schettini, Raimondo},
 year = {2018},
 pages = {1-4},
 title = {A Multi-Task CNN Framework for Driver Face Monitoring},
 organization = {IEEE},
 booktitle = {2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)},
 doi = {10.1109/ICCE-Berlin.2018.8576244},
 issn = {2166-6822}}
6.

Visual-based sentiment logging in magic smart mirrors
(Simone Bianco, Luigi Celona, Paolo Napoletano) In 2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin), pp. 1-4, 2018.

@inproceedings{bianco2018visualbased,
 author = {Bianco, Simone and Celona, Luigi and Napoletano, Paolo},
 year = {2018},
 pages = {1-4},
 title = {Visual-based sentiment logging in magic smart mirrors},
 organization = {IEEE},
 booktitle = {2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)},
 doi = {10.1109/ICCE-Berlin.2018.8576217},
 issn = {2166-6822}}
5.

A Blender plug-in for comparing Structure from Motion pipelines
(Davide Marelli, Simone Bianco, Luigi Celona, Gianluigi Ciocca) In 2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin), pp. 1-5, 2018.

@inproceedings{bianco2018blender-plugin,
 author = {Marelli, Davide and Bianco, Simone and Celona, Luigi and Ciocca, Gianluigi},
 year = {2018},
 pages = {1-5},
 title = {A Blender plug-in for comparing Structure from Motion pipelines},
 organization = {IEEE},
 booktitle = {2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)},
 doi = {10.1109/ICCE-Berlin.2018.8576196},
 issn = {2166-6822}}
4.

Aesthetics Assessment of Images Containing Faces
(Simone Bianco, Luigi Celona, Raimondo Schettini) In 25th IEEE International Conference on Image Processing (ICIP), pp. 2820-2824, IEEE, 2018.

@inproceedings{bianco2018faceaest,
 author = {Bianco, Simone and Celona, Luigi and Schettini, Raimondo},
 year = {2018},
 month = {10},
 year = {2018},
 pages = {2820-2824},
 title = {Aesthetics Assessment of Images Containing Faces},
 publisher = {IEEE},
 booktitle = {25th IEEE International Conference on Image Processing (ICIP)},
 doi = {10.1109/ICIP.2018.8451368},
 issn = {2381-8549}}
3.

Neonatal Facial Pain Assessment Combining Hand-Crafted and Deep Features
(Luigi Celona, Luca Manoni) In New Trends in Image Analysis and Processing -- ICIAP 2017: ICIAP International Workshops, WBICV, SSPandBE, 3AS, RGBD, NIVAR, IWBAAS, and MADiMa 2017, Catania, Italy, September 11-15, 2017, Revised Selected Papers, Cham, pp. 197-204, Springer International Publishing, 2017.

@inproceedings{celona2017Neonatal-Facial,
 author = {Celona, Luigi and Manoni, Luca},
 editor = {Battiato, Sebastiano and Farinella, Giovanni Maria and Leo, Marco and Gallo, Giovanni},
 year = {2017},
 pages = {197-204},
 title = {Neonatal Facial Pain Assessment Combining Hand-Crafted and Deep Features},
 publisher = {Springer International Publishing},
 address = {Cham},
 isbn = {978-3-319-70742-6},
 booktitle = {New Trends in Image Analysis and Processing -- ICIAP 2017: ICIAP International Workshops, WBICV, SSPandBE, 3AS, RGBD, NIVAR, IWBAAS, and MADiMa 2017, Catania, Italy, September 11-15, 2017, Revised Selected Papers},
 url = {https://doi.org/10.1007/978-3-319-70742-6_19},
 doi = {10.1007/978-3-319-70742-6_19}}
2.

Predicting Image Aesthetics with Deep Learning
(Simone Bianco, Luigi Celona, Paolo Napoletano, Raimondo Schettini) In Advanced Concepts for Intelligent Vision Systems: 17th International Conference (ACIVS 2016), volume 10016, pp. 117-125, Springer International Publishing, 2016.

@inproceedings{Bianco2016predicting-image,
 author = {Bianco, Simone and Celona, Luigi and Napoletano, Paolo and Schettini, Raimondo},
 year = {2016},
 pages = {117-125},
 title = {Predicting Image Aesthetics with Deep Learning},
 volume = {10016},
 publisher = {Springer International Publishing},
 isbn = {978-3-319-48680-2},
 booktitle = {Advanced Concepts for Intelligent Vision Systems: 17th International Conference (ACIVS 2016)},
 pdf = {/download/Bianco2016predicting-image.pdf},
 doi = {10.1007/978-3-319-48680-2_11}}
1.

Training an object detector using only positive samples
(Emanuele Plebani, Luigi Celona, Danilo Pau, Pegah Karimi, Marco Marcon) In Consumer Electronics (CE WS), IEEE International Workshop on, pp. 1-4, 2015.

@inproceedings{plebani2015training,
 author = {Plebani, Emanuele and Celona, Luigi and Pau, Danilo and Karimi, Pegah and Marcon, Marco},
 year = {2015},
 pages = {1-4},
 title = {Training an object detector using only positive samples},
 organization = {IEEE},
 booktitle = {Consumer Electronics (CE WS), IEEE International Workshop on},
 doi = {10.1109/CEWS.2015.7867139}}