Research
Broadly, I like to work on problems related to visual perception, such as detection, classification, tracking, and time-series forecasting.
Recently, I have been working mostly on trying to improve the robustness and generalization of algorithms in the visual perception domain.
About me
I am a researcher at the Inception Institute of
Artificial Intelligence (IIAI). Before joining IIAI, I was a Marie Skłodowska-Curie fellow and finished my Ph.D. under the framework of Marie Skłodowska-Curie ITN SceneUnderLight from University of Verona, Italy and Osram Munich, Germany.
News
[MAR - 2022] New paper on Transformer Networks for Time-Series Forecasting @ArXiv [pdf].
[JAN - 2022] New paper on Transformer Networks, Domain Generalization @ArXiv [pdf][code].
[AUG - 2021] Patent granted [pdf].
[MAR - 2021] Paper accepted @CVPR2021 [code].
[OCT - 2020] Paper accepted @ICPR 2020 [code].
[OCT - 2019] Paper accepted @TPAMI. IF=17.7.
[JAN - 2022] New paper on Transformer Networks, Domain Generalization @ArXiv [pdf][code].
[AUG - 2021] Patent granted [pdf].
[MAR - 2021] Paper accepted @CVPR2021 [code].
[OCT - 2020] Paper accepted @ICPR 2020 [code].
[OCT - 2019] Paper accepted @TPAMI. IF=17.7.
Selected Publications and Patents
"Pedestrian Detection: Domain Generalization, CNNs, Transformers and Beyond", Irtiza Hasan, Shengcai Liao, Jinpeng Li, Saad Ullah Akram, Ling Shao
Under review at IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2022
PDF code
Under review at IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2022
PDF code
"Generalizable Pedestrian Detection: The Elephant In The Room", Irtiza Hasan, Shengcai Liao, Jinpeng Li, Saad Ullah Akram, Ling Shao
In Proc. Computer Vision and Pattern Recognition (CVPR) 2021
PDF code
In Proc. Computer Vision and Pattern Recognition (CVPR) 2021
PDF code
"Transformer Networks for Trajectory Forecasting", Francesco Giuliari, Irtiza Hasan, Marco Cristani and Fabio Galasso
In Proc. International Conference on Pattern Recognition (ICPR) 2020
PDF code
In Proc. International Conference on Pattern Recognition (ICPR) 2020
PDF code
"Center and Scale Prediction: A Box-free Approach for Face and Pedestrian Detection", Wei Liu*, Irtiza Hasan*, Shengcai Liao
Under review at Pattern Recognition 2021. *Denotes equal contribution.
PDF code
Under review at Pattern Recognition 2021. *Denotes equal contribution.
PDF code
"Forecasting People Trajectories and Head Poses by Jointly Reasoning on Tracklets and Vislets", Irtiza Hasan, Francesco Setti, Theodoros Tsesmelis, Vasileios Belagiannis, Sikandar Amin, Alessio Del Bue, Marco Cristani, Fabio Galasso
Accepted in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2019
PDF Annotations
Accepted in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2019
PDF Annotations
"MX-LSTM: mixing tracklets and vislets to jointly forecast trajectories and head poses", Irtiza Hasan, Francesco Setti, Theodoros Tsesmelis, Alessio Del Bue, Fabio Galasso, Marco Cristani,
In Proc. Computer Vision and Pattern Recognition (CVPR Spotlight Oral) 2018
PDF bibtex
In Proc. Computer Vision and Pattern Recognition (CVPR Spotlight Oral) 2018
PDF bibtex
"“Seeing is Believing”: Pedestrian Trajectory Forecasting Using Visual Frustum of Attention", Irtiza Hasan, Francesco Setti, Theodoros Tsesmelis, Alessio Del Bue, Marco Cristani, Fabio Galasso
In Proc. Winter Conf. on Applications of Computer Vision (WACV) 2018
PDF bibtex
In Proc. Winter Conf. on Applications of Computer Vision (WACV) 2018
PDF bibtex
Patents
November 2019, Patent disclosure on "A method of measuring illumination, corresponding system and computer program product", Theodoros Tsesmelis, Irtiza Hasan,
Fabio Galasso, Herbert Kastle, Alessio
Del Bue, Marco Cristani
WO/2018/069826, PDF
WO/2018/069826, PDF
August 2016, Patent disclosure on "A method of view frustum detection, corresponding system and computer program product", Irtiza Hasan,
Theodoros Tsesmelis, Fabio Galasso, Marco Cristani, Alessio
Del Bue, Francesco Setti, Michael Eschey, Herbert Kastle
WO/2018/069826, PDF
WO/2018/069826, PDF
August 2016, Patent disclosure on "A method of identifying light source, corresponding system and computer program product", Theodoros Tsesmelis,
Irtiza Hasan, Fabio Galasso, Marco Cristani, Alessio Del
Bue, Michael Eschey, Herbert Kastle
WO/2018/069827, PDF
WO/2018/069827, PDF