Luigi CelonaAssistant Professor

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 an assistant professor 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. He is Associate Editor of the Elsevier NeurocomputingSpringer Signal, Image and Video Processing and IET Electronics Letters journals. At the University of Milano-Bicocca, he is Teaching assistant for the C++ Programming course of the bachelor’s degree in Computer Science and the Consumer Intelligent Technologies course of the master’s degree in Artificial Intelligence for Science and Technology. Until last academic year, he was Teaching assistant for the Visual Information Processing and Management course.

Publications

Journal Articles

13.

Semi-supervised cross-lingual speech emotion recognition
(Mirko Agarla, Simone Bianco, Luigi Celona, Paolo Napoletano, Alexey Petrovsky, Flavio Piccoli, Raimondo Schettini, Ivan Shanin) In Expert Systems with Applications, pp. 121368, Elsevier, 2023.

@article{agarla2023semi,
 author = {Agarla, Mirko and Bianco, Simone and Celona, Luigi and Napoletano, Paolo and Petrovsky, Alexey and Piccoli, Flavio and Schettini, Raimondo and Shanin, Ivan},
 year = {2023},
 pages = {121368},
 title = {Semi-supervised cross-lingual speech emotion recognition},
 publisher = {Elsevier},
 journal = {Expert Systems with Applications},
 pdf = {https://arxiv.org/pdf/2207.06767.pdf},
 doi = {https://doi.org/10.1016/j.eswa.2023.121368}}
12.

Blind quality assessment of authentically distorted images
(Luigi Celona, Raimondo Schettini) In J. Opt. Soc. Am. A, volume 39, number 6, pp. b1-b10, OSA, 2022.

@article{celona2022blind,
 author = {Celona, Luigi and Schettini, Raimondo},
 year = {2022},
 month = {6},
 pages = {b1-b10},
 title = {Blind quality assessment of authentically distorted images},
 volume = {39},
 number = {6},
 publisher = {OSA},
 journal = {J. Opt. Soc. Am. A},
 url = {http://opg.optica.org/josaa/abstract.cfm?URI=josaa-39-6-B1},
 pdf = {/download/josaa-39-6-B1.pdf},
 doi = {10.1364/JOSAA.448144},
 projectref = {http://www.ivl.disco.unimib.it/activities/deep-image-quality/}}
11.

Composition and Style Attributes Guided Image Aesthetic Assessment
(Luigi Celona, Marco Leonardi, Paolo Napoletano, Alessandro Rozza) In IEEE Transactions on Image Processing, pp. 1-1, 2022.

@article{celona2022comp,
 author = {Celona, Luigi and Leonardi, Marco and Napoletano, Paolo and Rozza, Alessandro},
 year = {2022},
 pages = {1-1},
 title = {Composition and Style Attributes Guided Image Aesthetic Assessment},
 journal = {IEEE Transactions on Image Processing},
 url = {https://doi.org/10.1109/TIP.2022.3191853},
 pdf = {https://arxiv.org/pdf/2111.04647.pdf},
 doi = {10.1109/TIP.2022.3191853}}
10.

A Genetic Algorithm to Combine Deep Features for the Aesthetic Assessment of Images Containing Faces
(Luigi Celona, Raimondo Schettini) In Sensors, volume 21, number 4, 2021.

@article{celona2021genetic,
 author = {Celona, Luigi and Schettini, Raimondo},
 year = {2021},
 title = {A Genetic Algorithm to Combine Deep Features for the Aesthetic Assessment of Images Containing Faces},
 volume = {21},
 number = {4},
 journal = {Sensors},
 url = {https://www.mdpi.com/1424-8220/21/4/1307},
 pdf = {http://www.ivl.disco.unimib.it/wp-content/uploads/2021/02/sensors-21-01307.pdf},
 doi = {10.3390/s21041307},
 issn = {1424-8220}}
9.

An Efficient Method for No-Reference Video Quality Assessment
(Mirko Agarla, Luigi Celona, Raimondo Schettini) In Journal of Imaging, volume 7, number 3, MDPI, 2021.

@article{agarla2021efficient,
 author = {Agarla, Mirko and Celona, Luigi and Schettini, Raimondo},
 year = {2021},
 title = {An Efficient Method for No-Reference Video Quality Assessment},
 volume = {7},
 number = {3},
 publisher = {MDPI},
 journal = {Journal of Imaging},
 url = {https://www.mdpi.com/2313-433X/7/3/55},
 pdf = {http://www.ivl.disco.unimib.it/wp-content/uploads/2021/03/Agarla_JoI2021_video_quality.pdf},
 doi = {10.3390/jimaging7030055},
 issn = {2313-433X}}
8.

Disentangling Image distortions in deep feature space
(Simone Bianco, Luigi Celona, Paolo Napoletano) In Pattern Recognition Letters, volume 148, pp. 128-135, 2021.

@article{bianco2021disent,
 author = {Bianco, Simone and Celona, Luigi and Napoletano, Paolo},
 year = {2021},
 pages = {128-135},
 title = {Disentangling Image distortions in deep feature space},
 volume = {148},
 journal = {Pattern Recognition Letters},
 pdf = {http://www.ivl.disco.unimib.it/wp-content/uploads/2021/06/bianco_prletters2021_disentangling.pdf},
 doi = {https://doi.org/10.1016/j.patrec.2021.05.008},
 issn = {0167-8655}}
7.

A grid anchor based cropping approach exploiting image aesthetics, geometric composition, and semantics
(Luigi Celona, Gianluigi Ciocca, Paolo Napoletano) In Expert Systems With Applications, volume 186, pp. 115852, Elsevier, 2021.

@article{celona2021grid,
 author = {Celona, Luigi and Ciocca, Gianluigi and Napoletano, Paolo},
 year = {2021},
 pages = {115852},
 title = {A grid anchor based cropping approach exploiting image aesthetics, geometric composition, and semantics},
 volume = {186},
 publisher = {Elsevier},
 isbn = {0957-4174},
 journal = {Expert Systems With Applications},
 pdf = {/download/celona_eswa2021_autocropping.pdf},
 doi = {10.1016/j.eswa.2021.115852}}
6.

A Smart Mirror for Emotion Monitoring in Home Environments
(Simone Bianco, Luigi Celona, Gianluigi Ciocca, Davide Marelli, Paolo Napoletano, Stefano Yu, Raimondo Schettini) In Sensors, volume 21, number 22, 2021.

@article{smartmirror2021,
 author = {Bianco, Simone and Celona, Luigi and Ciocca, Gianluigi and Marelli, Davide and Napoletano, Paolo and Yu, Stefano and Schettini, Raimondo},
 year = {2021},
 title = {A Smart Mirror for Emotion Monitoring in Home Environments},
 volume = {21},
 number = {22},
 journal = {Sensors},
 pdf = {https://www.mdpi.com/1424-8220/21/22/7453/pdf},
 doi = {10.3390/s21227453}}
5.

No-Reference Quality Assessment of In-Capture Distorted Videos
(Mirko Agarla, Luigi Celona, Raimondo Schettini) In Journal of Imaging, volume 6, number 8, MDPI, 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},
 publisher = {MDPI},
 journal = {Journal of Imaging},
 url = {https://www.mdpi.com/2313-433X/6/8/74},
 pdf = {http://www.ivl.disco.unimib.it/wp-content/uploads/2020/07/Agarla_JoI_Video_Quality.pdf},
 doi = {10.3390/jimaging6080074},
 issn = {2313-433X}}
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

25.

Video-Based Emotion Estimation Using Deep Neural Networks: A Comparative Study
(Leonardo Alchieri, Luigi Celona, Simone Bianco) In Image Analysis and Processing - ICIAP 2023 Workshops, pp. 255-269, Springer Nature Switzerland, 2024.

@inproceedings{alchieri2023video,
 author = {Alchieri, Leonardo and Celona, Luigi and Bianco, Simone},
 year = {2024},
 pages = {255-269},
 title = {Video-Based Emotion Estimation Using Deep Neural Networks: A Comparative Study},
 publisher = {Springer Nature Switzerland},
 isbn = {978-3-031-51023-6},
 booktitle = {Image Analysis and Processing - ICIAP 2023 Workshops},
 doi = {10.1007/978-3-031-51023-6_22},
 projectref = {http://www.ivl.disco.unimib.it/activities/hpc/}}
24.

Automatic Driver Behavior Monitoring System on a Commercial Off-the-Shelf Device
(Simone Bianco, Luigi Celona, Paolo Napoletano) In TinyML EMEA Innovation Forum 2024, 2024.

@inproceedings{bianco2024auto,
 author = {Bianco, Simone and Celona, Luigi and Napoletano, Paolo},
 year = {2024},
 title = {Automatic Driver Behavior Monitoring System on a Commercial Off-the-Shelf Device},
 booktitle = {TinyML EMEA Innovation Forum 2024},
 projectref = {http://www.ivl.disco.unimib.it/activities/hpc/}}
23.

On the Use of Visual Transformer for Image Complexity Assessment
(Luigi Celona, Gianluigi Ciocca, Raimondo Schettini) In Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications-Volume 3: VISAPP, pp. 640-647, 2024.

@inproceedings{celona2024use,
 author = {Celona, Luigi and Ciocca, Gianluigi and Schettini, Raimondo},
 year = {2024},
 pages = {640-647},
 title = {On the Use of Visual Transformer for Image Complexity Assessment},
 booktitle = {Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications-Volume 3: VISAPP}}
22.

A Platform for Multi-Modal Driver Behaviour Data Collection
(Simone Bianco, Luigi Celona, Giovanni Donato Gallo, Paolo Napoletano) In 13th International Conference on Consumer Electronics - Berlin (ICCE-Berlin), pp. 112-116, 2023.

@inproceedings{10375673,
 author = {Bianco, Simone and Celona, Luigi and Gallo, Giovanni Donato and Napoletano, Paolo},
 year = {2023},
 pages = {112-116},
 title = {A Platform for Multi-Modal Driver Behaviour Data Collection},
 organization = {IEEE},
 booktitle = {13th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)},
 doi = {10.1109/ICCE-Berlin58801.2023.10375673},
 projectref = {http://www.ivl.disco.unimib.it/activities/hpc/}}
21.

Fast-n-Squeeze: towards real-time spectral reconstruction from RGB images
(Mirko Agarla, Simone Bianco, Marco Buzzelli, Luigi Celona, Raimondo Schettini) In 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 1131-1138, 2022.

@inproceedings{agarla2022fast,
 author = {Agarla, Mirko and Bianco, Simone and Buzzelli, Marco and Celona, Luigi and Schettini, Raimondo},
 year = {2022},
 pages = {1131-1138},
 title = {Fast-n-Squeeze: towards real-time spectral reconstruction from RGB images},
 booktitle = {2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
 url = {https://ieeexplore.ieee.org/document/9857194},
 pdf = {/download/Agarla-2022-CVPR-AAM.pdf},
 doi = {10.1109/CVPRW56347.2022.00122}}
20.

NTIRE 2022 Spectral Recovery Challenge and Data Set
(Boaz Arad, Radu Timofte, Rony Yahel, Nimrod Morag, Amir Bernat, [...], Mirko Agarla, Simone Bianco, Marco Buzzelli, Luigi Celona, Raimondo Schettini, [...]) In 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 862-880, 2022.

@inproceedings{arad2022ntire,
 author = {Arad, Boaz and Timofte, Radu and Yahel, Rony and Morag, Nimrod and Bernat, Amir and [...], and Agarla, Mirko and Bianco, Simone and Buzzelli, Marco and Celona, Luigi and Schettini, Raimondo and [...],},
 year = {2022},
 pages = {862-880},
 title = {NTIRE 2022 Spectral Recovery Challenge and Data Set},
 booktitle = {2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
 pdf = {/download/Arad-2022-CVPR-AAM.pdf},
 doi = {10.1109/CVPRW56347.2022.00102}}
19.

Understanding Aesthetics with Language: A Photo Critique Dataset for Aesthetic Assessment
(Daniel Vera Nieto, Luigi Celona, Clara Fernandez-Labrador) In Neural Information Processing Systems Track on Datasets and Benchmarks, 2022.

@inproceedings{nieto2022understanding,
 author = {Nieto, Daniel Vera and Celona, Luigi and Fernandez-Labrador, Clara},
 year = {2022},
 title = {Understanding Aesthetics with Language: A Photo Critique Dataset for Aesthetic Assessment},
 booktitle = {Neural Information Processing Systems Track on Datasets and Benchmarks}}
18.

ArabCeleb: Speaker Recognition in Arabic
(Simone Bianco, Luigi Celona, Intissar Khalifa, Paolo Napoletano, Alexey Petrovsky, Flavio Piccoli, Raimondo Schettini, Ivan Shanin) In AIxIA 2021 -- Advances in Artificial Intelligence, Cham, pp. 338-347, Springer International Publishing, 2022.

@inproceedings{bianco2022arabceleb,
 author = {Bianco, Simone and Celona, Luigi and Khalifa, Intissar and Napoletano, Paolo and Petrovsky, Alexey and Piccoli, Flavio and Schettini, Raimondo and Shanin, Ivan},
 year = {2022},
 pages = {338-347},
 title = {ArabCeleb: Speaker Recognition in Arabic},
 publisher = {Springer International Publishing},
 address = {Cham},
 isbn = {978-3-031-08421-8},
 booktitle = {AIxIA 2021 -- Advances in Artificial Intelligence},
 doi = {10.1007/978-3-031-08421-8_23},
 projectref = {http://www.ivl.disco.unimib.it/activities/arabceleb/}}
17.

Who Is in the Crowd? Deep Face Analysis for Crowd Understanding
(Simone Bianco, Luigi Celona, Raimondo Schettini) In International Conference on Pattern Recognition, pp. 487-494, 2021.

@inproceedings{bianco2021crowd,
 author = {Bianco, Simone and Celona, Luigi and Schettini, Raimondo},
 year = {2021},
 pages = {487-494},
 title = {Who Is in the Crowd? Deep Face Analysis for Crowd Understanding},
 organization = {Springer},
 booktitle = {International Conference on Pattern Recognition},
 doi = {https://doi.org/10.1007/978-3-030-68790-8_38}}
16.

On the Semantic Dependency of Video Quality Assessment Methods
(Mirko Agarla, Luigi Celona) In London Imaging Meeting, volume 2021, number 1, pp. 49-53, 2021.

@inproceedings{agarla2021semantic,
 author = {Agarla, Mirko and Celona, Luigi},
 year = {2021},
 pages = {49-53},
 title = {On the Semantic Dependency of Video Quality Assessment Methods},
 volume = {2021},
 number = {1},
 organization = {Society for Imaging Science and Technology},
 booktitle = {London Imaging Meeting},
 doi = {https://doi.org/10.2352/issn.2694-118X.2021.LIM-49}}
15.

An analysis of spectral similarity measures
(Mirko Agarla, Simone Bianco, Luigi Celona, Raimondo Schettini, Mikhail Tchobanou) In Color and Imaging Conference, volume 2021, number 6, pp. 300-305, 2021.

@inproceedings{agarla2021spectralmeasures,
 author = {Agarla, Mirko and Bianco, Simone and Celona, Luigi and Schettini, Raimondo and Tchobanou, Mikhail},
 year = {2021},
 pages = {300-305},
 title = {An analysis of spectral similarity measures},
 volume = {2021},
 number = {6},
 organization = {Society for Imaging Science and Technology},
 booktitle = {Color and Imaging Conference},
 doi = {https://doi.org/10.2352/issn.2169-2629.2021.29.300}}
14.

CNN-based image quality assessment of consumer photographs
(Luigi Celona, Raimondo Schettini) In London Imaging Meeting, volume 2020, number 1, pp. 129-133, 2020.

@inproceedings{celona2020cnn,
 author = {Celona, Luigi and Schettini, Raimondo},
 year = {2020},
 pages = {129-133},
 title = {CNN-based image quality assessment of consumer photographs},
 volume = {2020},
 number = {1},
 organization = {Society for Imaging Science and Technology},
 booktitle = {London Imaging Meeting},
 doi = {https://doi.org/10.2352/issn.2694-118X.2020.LIM-47}}
13.

Single Image Dehazing by Predicting Atmospheric Scattering Parameters
(Simone Bianco, Luigi Celona, Flavio Piccoli) In London Imaging Meeting, volume 2020, number 1, pp. 74-77, 2020.

@inproceedings{bianco2020single,
 author = {Bianco, Simone and Celona, Luigi and Piccoli, Flavio},
 year = {2020},
 pages = {74-77},
 title = {Single Image Dehazing by Predicting Atmospheric Scattering Parameters},
 volume = {2020},
 number = {1},
 organization = {Society for Imaging Science and Technology},
 booktitle = {London Imaging Meeting},
 doi = {https://doi.org/10.2352/issn.2694-118X.2020.LIM-11},
 projectref = {http://www.ivl.disco.unimib.it/activities/single-image-dehazing/}}
12.

NTIRE 2019 Image Dehazing Challenge Report
(Codruta Ancuti, Cosmin Ancuti, Radu Timofte, Luc Van Gool, Lei Zhang, Ming-Hsuan Yang, [...], Simone Bianco, Luigi Celona, Flavio Piccoli, Raimondo Schettini) In Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2019.

@inproceedings{Ancuti_2019_CVPR_Workshops,
 author = {Ancuti, Codruta O and Ancuti, Cosmin and Timofte, Radu and Van Gool, Luc and Zhang, Lei and Yang, Ming-Hsuan and [...], and Bianco, Simone and Celona, Luigi and Piccoli, Flavio and Schettini, Raimondo},
 year = {2019},
 month = {6},
 year = {2019},
 title = {NTIRE 2019 Image Dehazing Challenge Report},
 organization = {IEEE/CVF},
 booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}}
11.

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}}
10.

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}}
9.

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}}
8.

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), 2019.

@inproceedings{bianco2019high,
 author = {Bianco, Simone and Celona, Luigi and Piccoli, Flavio and Schettini, Raimondo},
 year = {2019},
 title = {High-Resolution Single Image Dehazing using Encoder-Decoder Architecture},
 organization = {IEEE},
 booktitle = {Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
 doi = {10.1109/CVPRW.2019.00244},
 projectref = {http://www.ivl.disco.unimib.it/activities/single-image-dehazing/}}
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}}