Andrea Zunino

Andrea Zunino is a researcher in AI & Robotics at Leonardo - Istituto Italiano di Tecnologia (IIT) joint lab. He collaborates with the Human-Robot Interfaces and Physical Interaction (HRI²) and the Humanoids & Human Centered Mechatronics (HHCM) laboratories at Istituto Italiano di Tecnologia (IIT). He received the B.Sc. degree in 'Telecommunications Engineering', the M.Sc. degree in 'Multimedia Signal Processing and Telecommunication Networks' from the University of Genoa (Italy) in 2011 and 2014 respectively. He pursued the Ph.D. in 'Pattern Analysis and Computer Vision' at IIT, Pattern Analysis & Computer Vision (PAVIS) department, from 2014 to 2017. He continued as PostDoc Researcher in PAVIS department, from 2017 to 2019. After that, he worked as Video Intelligence Researcher in Huawei Ireland Research Centre, Dublin from 2019 to 2021 where he worked in AI applications related to face-recognition, human re-identification and behavior understanding. He now works with the Leonardo Labs of Genoa where he serves as a Perception Researcher in the AI and Robotics team. His research interest focuses on Machine Learning, Computer Vision, Deep Learning, Domain Adaptation and Explainable AI.

Andrea Zunino*, Sarah Adel Bargal*, Vitali Petsiuk, Jianming Zhang, Kate Saenko, Vittorio Murino, Stan Sclaroff - Guided Zoom: Zooming into Network Evidence to Refine Fine-grained Model Decisions. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2021.

Andrea Zunino*, Sarah Adel Bargal*, Pietro Morerio, Jianming Zhang, Stan Sclaroff and Vittorio Murino - Excitation Dropout: Encouraging Plasticity in Deep Neural Networks. International Journal of Computer Vision (IJCV), 2021.

Cigdem Beyan, Andrea Zunino, Muhammad Shahid and Vittorio Murino - Personality Traits Classification Using Deep Visual Activity-based Nonverbal Features of Key-Dynamic Images. IEEE Transactions on Affective Computing, 2019.

Andrea Zunino*, Jacopo Cavazza*, Riccardo Volpi, Pietro Morerio, Andrea Cavallo, Cristina Becchio and Vittorio Murino - Predicting Intentions from Motion: the Subject-Adversarial Adaptation Approach. International Journal of Computer Vision (IJCV), 2019.

Marco Crocco, Samuele Martelli, Andrea Trucco, Andrea Zunino and Vittorio Murino - Audio Tracking in Noisy Environments by Acoustic Map and Spectral Signature. IEEE Transactions on Cybernetics, 2017.

Andrea Zunino*, Sarah Adel Bargal*, Riccardo Volpi, Mehrnoosh Sameki, Jianming Zhang, Stan Sclaroff, Vittorio Murino, Kate Saenko - Explainable Deep Classification Models for Domain Generalization. IEEE Conference on Computer Vision and Pattern Recognition Workshop (CVPRw): Fair, Data Efficient and Trusted Computer Vision, 2021. 

Waqar Ahmed, Andrea Zunino, Pietro Morerio, Vittorio Murino - Compact CNN Structure Learning by Knowledge Distillation. International Conference on Pattern Recognition (ICPR), 2020.

Andrea Zunino*, Sarah Adel Bargal*, Vitali Petsiuk, Jianming Zhang, Kate Saenko, Vittorio Murino and Stan Sclaroff - Guided Zoom: Questioning Network Evidence for Fine-grained Classification. British Machine Vision Conference (BMVC), 2019. (oral)

Andrea Zunino*, Sarah Adel Bargal*, Vitali Petsiuk, Jianming Zhang, Kate Saenko, Vittorio Murino and Stan Sclaroff - Are CNN Predictions based on Reasonable Evidence? IEEE Conference on Computer Vision and Pattern Recognition Workshop (CVPRw): Explainable AI, 2019. 

Andrea Zunino, Pietro Morerio, Andrea Cavallo, Caterina Ansuini, Jessica Podda, Francesca Battaglia, Edvige Veneselli, Cristina Becchio and Vittorio Murino - Video Gesture Analysis for Autism Spectrum Disorder Detection. International Conference on Pattern Recognition (ICPR), 2018.

Andrea Zunino*, Sarah Adel Bargal*, Donghyun Kim, Jianming Zhang, Vittorio Murino and Stan Sclaroff - Excitation Backprop for RNNs. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Andrea Zunino, Jacopo Cavazza, Atesh Koul, Andrea Cavallo, Cristina Becchio and Vittorio Murino - Predicting Human Intentions from Motion Cues Only: A 2D+3D Fusion Approach. ACM on Multimedia, 2017.

Andrea Zunino, Jacopo Cavazza, Atesh Koul, Andrea Cavallo, Cristina Becchio and Vittorio Murino - What Will I Do Next? The Intention from Motion Experiment. IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRw), 2017.

Andrea Zunino, Jacopo Cavazza, and Vittorio Murino - Revisiting Human Action Recognition: Personalization vs. Generalization. International Conference on Image Analysis and Processing (ICIAP), 2017.

Jacopo Cavazza, Andrea Zunino, Marco San Biagio, and Vittorio Murino - Kernelized covariance for action recognition. International Conference on Pattern Recognition (ICPR), 2016.

Andrea Zunino, Marco Crocco, Samuele Martelli, Andrea Trucco, Alessio Del Bue and Vittorio Murino - Seeing the Sound: A New Multimodal Imaging Device for Computer Vision. IEEE International Conference on Computer Vision Workshop (ICCVw), 2015.