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 Davide Abati

Davide Abati

Homepage:

https://davideabati.info

Position at Imagelab:

PastMember
Dipartimento d'Ingegneria "Enzo Ferrari", Modena Italy

Davide Abati

Davide Abati is a Ph.D. student at the Doctorate School in ICT of the University of Modena e Reggio Emilia. He works under the supervision of Prof. Rita Cucchiara and Prof. Simone Calderara, on computer vision and deep learning for novelty detection and eye fixation prediction.

Curriculum vitaedownload

Keywords: Computer Vision, Deep Learning, Novelty Detection, Generative Modeling


Teaching

  • Computer Vision (2017) - Laboratory lecturer
  • Pattern Recognition and Machine Learning (MUMET 2017) - Laboratory Lecturer
  • Pattern Recognition and Machine Learning (2017) - Laboratory Lecturer
  • Machine Learning and Deep Learning (2018) - Laboratory Lecturer

Thesis Supervision

  • Visual Reasoning: learning and composing primitives in an associative memory (MSc candidate Rosario Di Carlo)

Research Projects


Research Activities


Publications

1 Abati, Davide; Tomczak, Jakub; Blankevoort, Tijmen; Calderara, Simone; Cucchiara, Rita; Bejnordi, Babak Ehteshami "Conditional Channel Gated Networks for Task-Aware Continual Learning" 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, pp. 3930 -3939 , 14-19 June 2020, 2020 | DOI: 10.1109/CVPR42600.2020.00399 Conference
2 Buzzega, Pietro; Boschini, Matteo; Porrello, Angelo; Abati, Davide; Calderara, Simone "Dark Experience for General Continual Learning: a Strong, Simple Baseline" Advances in Neural Information Processing Systems 33 (NIPS 2020), Vancouver, Canada, 6-12 December 2020, 2020 Conference
3 Abati, Davide "Identificazione di anomalie nell’attenzione del guidatore e nel comportamento delle persone." 2020 Other
4 Porrello, Angelo; Abati, Davide; Calderara, Simone; Cucchiara, Rita "Classifying Signals on Irregular Domains via Convolutional Cluster Pooling" Volume 89: International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Naha,Okinawa, Japan., Naha, Okinawa, Japan, Tuesday, 16 April 2019, 2019 Conference
5 Abati, Davide; Porrello, Angelo; Calderara, Simone; Cucchiara, Rita "Latent Space Autoregression for Novelty Detection" Proceedings of the International Conference on Computer Vision and Pattern Recognition (CVPR 2019), Long Beach, CA, pp. 481 -490 , 16-20 June 2019, 2019 | DOI: 10.1109/CVPR.2019.00057 Conference
6 Alletto, Stefano; Abati, Davide; Calderara, Simone; Cucchiara, Rita; Rigazio, Luca "Self-Supervised Optical Flow Estimation by Projective Bootstrap" IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, vol. 20, pp. 3294 -3302 , 2019 | DOI: 10.1109/TITS.2018.2873980 Journal
7 Palazzi, Andrea; Abati, Davide; Calderara, Simone; Solera, Francesco; Cucchiara, Rita "Predicting the Driver's Focus of Attention: the DR(eye)VE Project" IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 41, pp. 1720 -1733 , 2019 | DOI: 10.1109/TPAMI.2018.2845370 Journal
8 Cornia, Marcella; Abati, Davide; Baraldi, Lorenzo; Palazzi, Andrea; Calderara, Simone; Cucchiara, Rita "Attentive Models in Vision: Computing Saliency Maps in the Deep Learning Era" INTELLIGENZA ARTIFICIALE, vol. 12, y, pp. 161 -175 , z, 2018 | DOI: 10.3233/IA-170033 Journal
9 Cornia, Marcella; Abati, Davide; Baraldi, Lorenzo; Palazzi, Andrea; Calderara, Simone; Cucchiara, Rita "Attentive Models in Vision: Computing Saliency Maps in the Deep Learning Era" AI*IA 2017 Advances in Artificial Intelligence, vol. 10640, Bari, Italy, pp. 387 -399 , November 14-17, 2017, 2017 | DOI: 10.1007/978-3-319-70169-1_29 Conference
10 Palazzi, Andrea; Borghi, Guido; Abati, Davide; Calderara, Simone; Cucchiara, Rita "Learning to Map Vehicles into Bird's Eye View" Proceedings of the 19th International Conference on Image Analysis and Processing, Catania, 11-15 september 2017, 2017 | DOI: 10.1007/978-3-319-68560-1_21 Conference
11 Alletto, Stefano; Abati, Davide; Serra, Giuseppe; Cucchiara, Rita "Exploring Architectural Details Through aWearable Egocentric Vision Device" SENSORS, vol. 16(2), pp. 1 -15 , 2016 | DOI: 10.3390/s16020237 Journal