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MOTSynth: How Can Synthetic Data Help Pedestrian Detection and Tracking?


Aug 21, 2021
Matteo Fabbri, Guillem Braso, Gianluca Maugeri, Orcun Cetintas, Riccardo Gasparini, Aljosa Osep, Simone Calderara, Laura Leal-Taixe, Rita Cucchiara

* ICCV 2021 camera-ready version 

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Weakly Supervised Continual Learning


Aug 14, 2021
Matteo Boschini, Pietro Buzzega, Lorenzo Bonicelli, Angelo Porrello, Simone Calderara

* 11 pages, 4 figures 

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Avalanche: an End-to-End Library for Continual Learning


Apr 01, 2021
Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German I. Parisi, Fabio Cuzzolin, Andreas Tolias, Simone Scardapane, Luca Antiga, Subutai Amhad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni

* Official Website: https://avalanche.continualai.org 

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RMS-Net: Regression and Masking for Soccer Event Spotting


Feb 15, 2021
Matteo Tomei, Lorenzo Baraldi, Simone Calderara, Simone Bronzin, Rita Cucchiara


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Generalising via Meta-Examples for Continual Learning in the Wild


Jan 28, 2021
Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini

* 16 pages, 11 figures, 13 tables. arXiv admin note: substantial text overlap with arXiv:2009.08107 

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Rethinking Experience Replay: a Bag of Tricks for Continual Learning


Oct 12, 2020
Pietro Buzzega, Matteo Boschini, Angelo Porrello, Simone Calderara

* 8 pages, 6 figures. Accepted at the 25th International Conference on Pattern Recognition (ICPR 2020), Milan, Italy 

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Few-Shot Unsupervised Continual Learning through Meta-Examples


Sep 17, 2020
Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini

* 13 pages, 5 figures 

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Inter-Homines: Distance-Based Risk Estimation for Human Safety


Jul 20, 2020
Matteo Fabbri, Fabio Lanzi, Riccardo Gasparini, Simone Calderara, Lorenzo Baraldi, Rita Cucchiara


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Robust Re-Identification by Multiple Views Knowledge Distillation


Jul 08, 2020
Angelo Porrello, Luca Bergamini, Simone Calderara

* Accepted by ECCV 2020 

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Future Urban Scenes Generation Through Vehicles Synthesis


Jul 01, 2020
Alessandro Simoni, Luca Bergamini, Andrea Palazzi, Simone Calderara, Rita Cucchiara


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The color out of space: learning self-supervised representations for Earth Observation imagery


Jun 22, 2020
Stefano Vincenzi, Angelo Porrello, Pietro Buzzega, Marco Cipriano, Pietro Fronte, Roberto Cuccu, Carla Ippoliti, Annamaria Conte, Simone Calderara

* 8 pages, 2 figures. Accepted in the 25th International Conference on PATTERN RECOGNITION (ICPR 2020), Milan, Italy 

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DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting


May 26, 2020
Alessio Monti, Alessia Bertugli, Simone Calderara, Rita Cucchiara


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AC-VRNN: Attentive Conditional-VRNN for Multi-Future Trajectory Prediction


May 17, 2020
Alessia Bertugli, Simone Calderara, Pasquale Coscia, Lamberto Ballan, Rita Cucchiara


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Dark Experience for General Continual Learning: a Strong, Simple Baseline


Apr 15, 2020
Pietro Buzzega, Matteo Boschini, Angelo Porrello, Davide Abati, Simone Calderara

* 18 pages, 6 figures 

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Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation


Apr 01, 2020
Matteo Fabbri, Fabio Lanzi, Simone Calderara, Stefano Alletto, Rita Cucchiara

* CVPR 2020 

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Conditional Channel Gated Networks for Task-Aware Continual Learning


Mar 31, 2020
Davide Abati, Jakub Tomczak, Tijmen Blankevoort, Simone Calderara, Rita Cucchiara, Babak Ehteshami Bejnordi

* CVPR 2020 (oral) 

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STAGE: Spatio-Temporal Attention on Graph Entities for Video Action Detection


Dec 09, 2019
Matteo Tomei, Lorenzo Baraldi, Simone Calderara, Simone Bronzin, Rita Cucchiara


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Spotting insects from satellites: modeling the presence of Culicoides imicola through Deep CNNs


Nov 22, 2019
Stefano Vincenzi, Angelo Porrello, Pietro Buzzega, Annamaria Conte, Carla Ippoliti, Luca Candeloro, Alessio Di Lorenzo, Andrea Capobianco Dondona, Simone Calderara

* 8 pages, 2 figures. Accepted in the 15th International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMS (SITIS-2019) 

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Semi-parametric Object Synthesis


Jul 24, 2019
Andrea Palazzi, Luca Bergamini, Simone Calderara, Rita Cucchiara


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A Deep Learning based approach to VM behavior identification in cloud systems


Mar 05, 2019
Matteo Stefanini, Riccardo Lancellotti, Lorenzo Baraldi, Simone Calderara

* Accepted at CLOSER2019 

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Multi-views Embedding for Cattle Re-identification


Feb 13, 2019
Luca Bergamini, Angelo Porrello, Andrea Capobianco Dondona, Ercole Del Negro, Mauro Mattioli, Nicola D'Alterio, Simone Calderara

* 8 pages, 3 figures. Accepted in the 14th International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMS (SITIS-2018) 

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Classifying Signals on Irregular Domains via Convolutional Cluster Pooling


Feb 13, 2019
Angelo Porrello, Davide Abati, Simone Calderara, Rita Cucchiara

* 12 pages, 6 figures. To appear in the Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Naha, Okinawa, Japan. PMLR: Volume 89 

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Domain Translation with Conditional GANs: from Depth to RGB Face-to-Face


Jan 23, 2019
Matteo Fabbri, Guido Borghi, Fabio Lanzi, Roberto Vezzani, Simone Calderara, Rita Cucchiara

* Accepted at ICPR 2018 

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Can Adversarial Networks Hallucinate Occluded People With a Plausible Aspect?


Jan 23, 2019
Federico Fulgeri, Matteo Fabbri, Stefano Alletto, Simone Calderara, Rita Cucchiara

* Under review at CVIU 

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Learning to Detect and Track Visible and Occluded Body Joints in a Virtual World


Sep 18, 2018
Matteo Fabbri, Fabio Lanzi, Simone Calderara, Andrea Palazzi, Roberto Vezzani, Rita Cucchiara

* Accepted at ECCV 2018 

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Face-from-Depth for Head Pose Estimation on Depth Images


Aug 30, 2018
Guido Borghi, Matteo Fabbri, Roberto Vezzani, Simone Calderara, Rita Cucchiara

* Submitted to IEEE Transactions on PAMI, updated version (second round). arXiv admin note: substantial text overlap with arXiv:1611.10195 

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AND: Autoregressive Novelty Detectors


Jul 04, 2018
Davide Abati, Angelo Porrello, Simone Calderara, Rita Cucchiara


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Predicting the Driver's Focus of Attention: the DR(eye)VE Project


Jun 06, 2018
Andrea Palazzi, Davide Abati, Simone Calderara, Francesco Solera, Rita Cucchiara

* IEEE Transactions on Pattern Analysis and Machine Intelligence 

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TransFlow: Unsupervised Motion Flow by Joint Geometric and Pixel-level Estimation


Oct 30, 2017
Stefano Alletto, Davide Abati, Simone Calderara, Rita Cucchiara, Luca Rigazio

* We have found a bug in the flow evaluation code compromising the experimental evaluation and the results provided in the paper are no longer correct. We are currently working on a new experimental campaign but we estimate that results will be available in a few weeks and will drastically change the paper, hence the withdraw request 

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Generative Adversarial Models for People Attribute Recognition in Surveillance


Jul 07, 2017
Matteo Fabbri, Simone Calderara, Rita Cucchiara

* Accepted as oral presentation at AVSS 2017 

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