Pietro Morerio

Post Doc
Post Doc

Contacts

+39 010 2897 431

Social profiles

researchgate github linkedin googlescholar

About

I received my B. Sc. and M. Sc. in Physics from the University of Milan (Italy) in 2007 and 2010 (summa cum laude). I was Research Fellow at the University of Genoa (Italy) from 2011 to 2012, working in Video Analysis for Interactive Cognitive Environments. I pursued a PhD in Computational Intelligence at the same institution in 2016. Currently I am a Postdoctoral Researcher at Istituto Italiano di Tecnologia (IIT). My research focuses on machine learning, deep learning and computer vision.

Interests

computer vision machine learning AI deep learning multimodal learning

IIT Publications

  • 2021
  • Sanguineti V.iit, Morerio P.iit, Del Bue A., Murino V.

    Audio-Visual Localization by Synthetic Acoustic Image Generation

    Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21)
  • Garcia N., Bargal S., Ablavsky V., Morerio P.iit, Murino V.iit, Sclaroff S.

    Distillation Multiple Choice Learning for Multimodal Action Recognition

    IEEE Winter Conference on Applications of Computer Vision
  • Aghaei M., Bustreo M.iit, Wang Y.iit, Morerio P.iit, Del Bue A.iit

    Single Image Human Proxemics Estimation for Visual Social Distancing

    IEEE Winter Conference on Applications of Computer Vision
  • 2020
  • Perez A.F.iit, Sanguineti V.iit, Morerio P.iit, Murino V.iit
    DOI

    Audio-visual model distillation using acoustic images

    Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020, pp. 2843-2852
  • Ahmed W.iit, Zunino A., Morerio P.iit, Murino V.iit

    Compact CNN Structure Learning by Knowledge Distillation

    International Conference on Pattern Recognition, pp. 8
  • Aghaei M., Bustreo M.iit, Morerio P.iit, Carissimi N., Del Bue A.iit, Murino V.iit

    Complex-Object Visual Inspection: Empirical Studies on A Multiple Lighting Solution

    International Conference on Pattern Recogntion
  • Morerio P.iit, Volpi R.iit, Ragonesi R.iit, Murino V.iit
    DOI

    Generative pseudo-label refinement for unsupervised domain adaptation

    Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020, pp. 3119-3128
  • Garcia N.C., Morerio P.iit, Murino V.iit
    DOI

    Learning with Privileged Information via Adversarial Discriminative Modality Distillation

    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 42, (no. 10), pp. 2581-2593
  • Sanguineti V.iit, Morerio P.iit, Pozzetti N., Greco D.iit, Cristani M., Murino V.iit

    Leveraging Acoustic Images for Effective Self-Supervised Audio Representation Learning

    European Conference on Computer Vision
  • Zunino A.iit, Cavazza J.iit, Volpi R.iit, Morerio P.iit, Cavallo A.iit, Becchio C.iit, Murino V.iit
    DOI

    Predicting Intentions from Motion: The Subject-Adversarial Adaptation Approach

    International Journal of Computer Vision, vol. 128, (no. 1), pp. 220-239
  • 2019
  • Garcia N.C.iit, Morerio P.iit, Murino V.iit
    DOI

    Cross-modal Learning by Hallucinating Missing Modalities in RGB-D Vision

    Multimodal Scene Understanding: Algorithms, Applications and Deep Learning, pp. 383-401, Publisher: Elsevier
  • Cavazza J.iit, Morerio P.iit, Murino V.iit
    DOI

    Scalable and compact 3D action recognition with approximated RBF kernel machines

    Pattern Recognition, vol. 93, pp. 25-35
  • Zhu X.iit, Morerio P.iit, Murino V.iit
    DOI

    Unsupervised Domain-Adaptive Person Re-Identification Based on Attributes

    Proceedings - International Conference on Image Processing, ICIP, vol. 2019-September, pp. 4110-4114
  • 2018
  • Volpi R.iit, Morerio P.iit, Savarese S., Murino V.iit
    DOI

    Adversarial Feature Augmentation for Unsupervised Domain Adaptation

    Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 5495-5504
  • Cavazza J.iit, Haeffele B.D., Lane C., Morerio P.iit, Murino V.iit, Vidal R.

    Dropout as a low-rank regularizer for matrix factorization

    International Conference on Artificial Intelligence and Statistics, AISTATS 2018, pp. 435-444
  • Morerio P.iit, Cavazza J.iit, Murino V.iit

    Minimal-entropy correlation alignment for unsupervised deep domain adaptation

    6th International Conference on Learning Representations, ICLR 2018 - Conference Track Proceedings
  • Garcia N.C.iit, Morerio P.iit, Murino V.iit
    DOI

    Modality distillation with multiple stream networks for action recognition

    Lecture Notes in Computer Science, vol. 11212 LNCS, pp. 106-121
  • Zunino A.iit, Morerio P.iit, Cavallo A.iit, Ansuini C.iit, Podda J.iit, Battaglia F., Veneselli E., Becchio C.iit, Murine V.iit
    DOI

    Video Gesture Analysis for Autism Spectrum Disorder Detection

    Proceedings - International Conference on Pattern Recognition, vol. 2018-August, pp. 3421-3426
  • 2017
  • Cavazza J.iit, Morerio P.iit, Murino V.iit
    DOI

    A compact kernel approximation for 3D action recognition

    Lecture Notes in Computer Science, vol. 10484 LNCS, pp. 211-222
  • Morerio P.iit, Cavazza J.iit, Volpi R.iit, Vidal R., Murino V.iit
    DOI

    Curriculum Dropout

    Proceedings of the IEEE International Conference on Computer Vision, vol. 2017-October, pp. 3564-3572
  • Baydoun M., Betancourt A., Morerio P., Marcenaro L., Rauterberg M., Regazzoni C.
    DOI

    Hand pose recognition in First Person Vision through graph spectral analysis

    ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, pp. 1872-1876
  • Betancourt A., Morerio P., Barakova E., Marcenaro L., Rauterberg M., Regazzoni C.
    DOI

    Left/right hand segmentation in egocentric videos

    Computer Vision and Image Understanding, vol. 154, pp. 73-81
  • Cavazza J.iit, Morerio P.iit, Murino V.iit
    DOI

    When Kernel Methods Meet Feature Learning: Log-Covariance Network for Action Recognition from Skeletal Data

    IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, vol. 2017-July, pp. 1251-1258
  • 2016
  • Mazzu A., Morerio P., Marcenaro L., Regazzoni C.S.
    DOI

    A Cognitive Control-Inspired Approach to Object Tracking

    IEEE Transactions on Image Processing, vol. 25, (no. 6), pp. 2697-2711
  • 2015
  • Betancourt A., Morerio P., Barakova E.I., Marcenaro L., Rauterberg M., Regazzoni C.S.
    DOI

    A dynamic approach and a new dataset for hand-detection in first person vision

    Lecture Notes in Computer Science, vol. 9256, pp. 274-287
  • Chiappino S., Morerio P., Marcenaro L., Regazzoni C.S.
    DOI

    Bio-inspired relevant interaction modelling in cognitive crowd management

    Journal of Ambient Intelligence and Humanized Computing, vol. 6, (no. 2), pp. 171-192
  • Betancourt A., Morerio P., Marcenaro L., Rauterberg M., Regazzoni C.
    DOI

    Filtering SVM frame-by-frame binary classification in a detection framework

    Proceedings - International Conference on Image Processing, ICIP, vol. 2015-December, pp. 2552-2556
  • Morerio P., Georgiu G.C., Marcenaro L., Regazzoni C.
    DOI

    Optimizing superpixel clustering for real-time egocentric-vision applications

    IEEE Signal Processing Letters, vol. 22, (no. 4), pp. 469-473
  • Betancourt A., Morerio P., Regazzoni C.S., Rauterberg M.
    DOI

    The evolution of first person vision methods: A survey

    IEEE Transactions on Circuits and Systems for Video Technology, vol. 25, (no. 5), pp. 744-760
  • Betancourt A., Morerio P., Marcenaro L., Barakova E., Rauterberg M., Regazzoni C.
    DOI

    Towards a unified framework for hand-based methods in First Person Vision

    2015 IEEE International Conference on Multimedia and Expo Workshops, ICMEW 2015
  • 2014
  • Morerio P., Marcenaro L., Regazzoni C.S.

    A generative superpixel method

    FUSION 2014 - 17th International Conference on Information Fusion
  • Morerio P., Pompei M., Marcenaro L., Regazzoni C.S.
    DOI

    Exploiting an event based state estimator in presence of sparse measurements in video analytics

    ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, pp. 1871-1875
  • 2013
  • Chiappino S., Morerio P., Marcenaro L., Regazzoni C.S.

    A bio-inspired knowledge representation method for anomaly detection in cognitive Video Surveillance systems

    Proceedings of the 16th International Conference on Information Fusion, FUSION 2013, pp. 242-249
  • Chiappino S., Morerio P., Marcenaro L., Regazzoni C.S.
    DOI

    Event definition for stability preservation in bio-inspired cognitive crowd monitoring

    2013 18th International Conference on Digital Signal Processing, DSP 2013
  • Morerio P., Marcenaro L., Regazzoni C.S.

    Hand detection in First Person Vision

    Proceedings of the 16th International Conference on Information Fusion, FUSION 2013, pp. 1502-1507
  • Chiappino S., Marcenaro L., Morerio P., Regazzoni C.

    Run length encoded Dynamic Bayesian Networks for probabilistic interaction modeling

    European Signal Processing Conference
  • 2012
  • Chiappino S., Morerio P., Marcenaro L., Fuiano E., Repetto G., Regazzoni C.S.

    A multi-sensor cognitive approach for active security monitoring of abnormal overcrowding situations

    15th International Conference on Information Fusion, FUSION 2012, pp. 2215-2222
  • Morerio P., Dabcevic K., Marcenaro L., Regazzoni C.S.
    DOI

    Distributed cognitive radio architecture with automatic frequency switching

    2012 IEEE Workshop on Complexity in Engineering, COMPENG 2012 - Proceedings, pp. 139-142
  • Morerio P., Marcenaro L., Regazzoni C.S., Gera G.
    DOI

    Early fire and smoke detection based on colour features and motion analysis

    Proceedings - International Conference on Image Processing, ICIP, pp. 1041-1044
  • Morerio P., Marcenaro L., Regazzoni C.S.
    DOI

    People count estimation in small crowds

    Proceedings - 2012 IEEE 9th International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2012, pp. 476-480
  • Marcenaro L., Morerio P., Regazzoni C.S.
    DOI

    Performance evaluation of multi-camera visual tracking

    Proceedings - 2012 IEEE 9th International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2012, pp. 464-469