Publications

Journal Papers

I. Donadi and A. Pretto KVN: Keypoints Voting Network with Differentiable RANSAC for Stereo Pose Estimation In: IEEE Robotics and Automation Letters, vol. 9, no. 4, pp. 3498-3505, 2024
(PDF,video, code, dataset, BibTeX)
@article{dp_RA-L2024,
  title={{KVN}: {K}eypoints Voting Network with
  Differentiable {RANSAC} for Stereo Pose Estimation},
  author={Donadi, Ivano and Pretto, Alberto},
  journal={IEEE Robotics and Automation Letters},
  year={2024},
  volume={9},
  number={4},
  pages={3498-3505},
  doi={10.1109/LRA.2024.3367508}
}


L. Nanni, D. Fusaro, C. Fantozzi, and A. Pretto Improving Existing Segmentators Performance with Zero-Shot Segmentators In: Entropy, 25(11), 2023
(PDF, code, BibTeX)

@Article{nffpEntropy2023,
AUTHOR = {Nanni, Loris and Fusaro, Daniel and 
	      Fantozzi, Carlo and Pretto, Alberto},
TITLE = {Improving Existing Segmentators Performance with 
	     Zero-Shot Segmentators},
JOURNAL = {Entropy},
VOLUME = {25},
YEAR = {2023},
NUMBER = {11},
ARTICLE-NUMBER = {1502},
URL = {https://www.mdpi.com/1099-4300/25/11/1502},
PubMedID = {37998194},
ISSN = {1099-4300},
DOI = {10.3390/e25111502}
}


D. Fusaro, E. Olivastri, I. Donadi, D. Evangelista, E. Menegatti, and A. Pretto Pyramidal 3D feature fusion on polar grids for fast and robust traversability analysis on CPU In: Robotics and Autonomous Systems, Volume 170, December 2023
(PDF, code, BibTeX)

@article{fodempRAS2023,
author = {Daniel Fusaro and Emilio Olivastri and Ivano Donadi and 
        Daniele Evangelista and Emanuele Menegatti and Alberto Pretto},
title = {Pyramidal 3D feature fusion on polar grids for 
         fast and robust traversability analysis on CPU},
journal = {Robotics and Autonomous Systems},
volume = {170},
pages = {104524},
year = {2023},
issn = {0921-8890},
doi = {https://doi.org/10.1016/j.robot.2023.104524}
}


M. Fawakherji, C. Potena, A. Pretto, D.D. Bloisi, and D. Nardi Multi-Spectral Image Synthesis for Crop/Weed Segmentation in Precision Farming In: Robotics and Autonomous Systems, Volume 146, December 2021
(PDF, code, BibTeX)

@article{fppbnRAS2021,
title = {Multi-Spectral Image Synthesis for Crop/Weed
Segmentation in Precision Farming},
author = {Mulham Fawakherji and Ciro Potena and 
Alberto Pretto and Domenico D. Bloisi and Daniele Nardi},
journal = {Robotics and Autonomous Systems},
volume = {146},
pages = {103861},
year = {2021},
issn = {0921-8890},
doi = {https://doi.org/10.1016/j.robot.2021.103861}}


N. Castaman, E. Pagello, E. Menegatti, and A. Pretto Receding Horizon Task and Motion Planning in Changing Environments In: Robotics and Autonomous Systems, Volume 145, November 2021
(PDF, code, BibTeX)

@article{cpmpRAS2021,
title = {Receding Horizon Task and Motion Planning
        in Changing Environments},
author = {Nicola Castaman and Enrico Pagello and
Emanuele Menegatti and Alberto Pretto},
journal = {Robotics and Autonomous Systems},
volume = {145},
pages = {103863},
year = {2021},
issn = {0921-8890},
doi = {https://doi.org/10.1016/j.robot.2021.103863}}


A. Pretto, S. Aravecchia, W. Burgard, N. Chebrolu, C. Dornhege, T. Falck, F. Fleckenstein, A. Fontenla, M. Imperoli, R. Khanna, F. Liebisch, P. Lottes, A. Milioto, D. Nardi, S. Nardi, J. Pfeifer, M. Popović, C. Potena, C. Pradalier, E. Rothacker-Feder, I. Sa, A. Schaefer, R. Siegwart, C. Stachniss, A. Walter, W. Winterhalter, X. Wu and J. Nieto Building an Aerial-Ground Robotics System for Precision Farming: An Adaptable Solution In: IEEE Robotics & Automation Magazine, Volume: 28, Issue: 3, 2021 - 2022 IEEE Robotics & Automation Magazine Best Paper Award
(PDF, BibTeX)

@article{prettoRAM2021,
    author={Alberto Pretto and St{\'e}phanie Aravecchia and 
            Wolfram Burgard and Nived Chebrolu and
            Christian Dornhege and Tillmann Falck and
            Freya Fleckenstein and Alessandra Fontenla and 
            Marco Imperoli and Raghav Khanna and Frank Liebisch and
            Philipp Lottes and Andres Milioto and Daniele Nardi and
            Sandro Nardi and Johannes Pfeifer and 
            Marija Popovi{\'{c}} and Ciro Potena and 
            C{\'e}dric Pradalier and Elisa Rothacker-Feder and
            Inkyu Sa and Alexander Schaefer and Roland Siegwart and 
            Cyrill Stachniss and Achim Walter and 
            Wera Winterhalter and Xiaolong Wu and Juan Nieto},
  journal={IEEE Robotics \& Automation Magazine}, 
  title={Building an Aerial-Ground Robotics System for 
         Precision Farming: An Adaptable Solution}, 
  year={2021},
  volume={28},
  number={3},
  pages={29--49},
  doi={10.1109/MRA.2020.3012492}}


M. Fawakherji, A. Youssef, D. D. Bloisi, A. Pretto, and D. Nardi Crop and Weed Classification Using Pixel-wise Segmentation on Ground and Aerial Images In: International Journal of Robotic Computing, Vol: 2, Issue: 1, April 2020, pages 39-57
(PDF, BibTeX)
@article{fybpn_IJRC2020,
  title={Crop and Weed Classification Using Pixel-wise 
         Segmentation on Ground and Aerial Images},
  author={Fawakherji, Mulham and Youssef,Ali and Bloisi, 
          Domenico D. and Pretto, Alberto and Nardi, Daniele},
  journal={International Journal of Robotic Computing},
  volume    = {2},
  number    = {1},
  year      = {2020},
  pages     = {39--57},
  doi={10.35708/RC1869-126258}
}


C. Potena, R. Khanna, J. Nieto, R. Siegwart, D. Nardi, and A. Pretto AgriColMap: Aerial-Ground Collaborative 3D Mapping for Precision Farming In: IEEE Robotics and Automation Letters, Vol: 4, Issue: 2, April 2019, pages 1085-1092
(PDF, video, code, datasets, BibTeX)
@article{pknsnp_RA-L2019,
  title={{A}gri{C}ol{M}ap: {A}erial-Ground Collaborative {3D} Mapping
         for Precision Farming},
  author={Potena, Ciro and Khanna, Raghav and Nieto, Juan and
          Siegwart, Roland and Nardi, Daniele and Pretto, Alberto},
  journal={IEEE Robotics and Automation Letters},
  volume    = {4},
  number    = {2},
  year      = {2019},
  pages     = {1085--1092},
  doi={10.1109/LRA.2019.2894468}
}


F. Basso, E. Menegatti and A. Pretto Robust Intrinsic and Extrinsic Calibration of RGB-D Cameras In: IEEE Transactions on Robotics, Vol: 34, Issue: 5, Oct. 2018, pages 1315-1332
(PDF,code, BibTeX)
@article{bmp_T-RO2018,
  title={Robust Intrinsic and Extrinsic Calibration of {RGB-D} Cameras},
  author={Basso, Filippo and Menegatti, Emanuele and Pretto, Alberto},
  journal={IEEE Transactions on Robotics}, 
  title={Robust Intrinsic and Extrinsic Calibration of RGB-D Cameras}, 
  year={2018}, 
  volume={34}, 
  number={5}, 
  pages={1315-1332}, 
  doi={10.1109/TRO.2018.2853742}
}


M. Imperoli, C. Potena, D. Nardi, G. Grisetti and A. Pretto An Effective Multi-Cue Positioning System for Agricultural Robotics In: IEEE Robotics and Automation Letters, Vol: 3, Issue: 4, October 2018, pages 3685-3692
(PDF,video, code, datasets, BibTeX)
@article{ipngp_RA-L2018,
  title={An Effective Multi-Cue Positioning System for 
         Agricultural Robotics},
  author={Imperoli, Marco and Potena, Ciro and Nardi, Daniele and 
          Grisetti, Giorgio and Pretto, Alberto},
  journal={IEEE Robotics and Automation Letters},
  volume    = {3},
  number    = {4},
  year      = {2018},
  pages     = {3685--3692},
  doi={10.1109/LRA.2018.2855052}
}


A. Bardella, M. Danieletto, E. Menegatti, A. Zanella, A. Pretto and P. Zanuttigh. Autonomous robot exploration in smart environments exploiting wireless sensors and visual features In: Annals of Telecommunications, August 2012, Volume 67, Issue 7-8, pp 297-311
(PDF, BibTeX)
@ARTICLE{BardellaAnnals_Telec2012,
  title={Autonomous robot exploration in smart environments 
         exploiting wireless sensors and visual features},
  author={Bardella, A. and Danieletto, M. and Menegatti, 
          E. and Zanella, A. and Pretto, A. and Zanuttigh, P.},
  Journal = {Annals of Telecommunications},
  volume    = {67},
  number    = {7-8},
  year      = {August 2012},
  pages     = {297--311}
}


A. Pretto, E. Menegatti, Y. Jitsukawa, R. Ueda, and T. Arai Image similarity based on Discrete Wavelet Transform for robots with low-computational resources In: Robotics and Autonomous Systems, Elsevier, Vol: 58, Issue: 7, July 2010, Pages 879-888
(PDF, BibTeX)
@ARTICLE{prettoRAS2010,
  title={Image similarity based on Discrete Wavelet Transform 
         for robots with low-computational resources},
  author={Pretto, A. and Menegatti, E. and Jitsukawa, Y. 
          and Ueda, R. and Arai, T.},
  Journal = {Robotics and Autonomous Systems, Elsevier},
  volume    = {58},
  number    = {7},
  year      = {July 2010},
  pages     = {879--888}
}


E. Menegatti, A. Pretto, A. Scarpa, E. Pagello Omnidirectional vision scan matching for robot localization in dynamic environments In: IEEE Transactions on Robotics Vol: 22, Issue: 3 ISSN: 1552-3098, June 2006, pages 523- 535
(PDF, BibTeX)
@ARTICLE{MenegattiTRO06,
  title={Omnidirectional vision scan matching for robot localization 
	 in dynamic environments},
  author={Menegatti, E. and Pretto, A. and Scarpa, A. and Pagello, E.},
  journal={IEEE Transactions on Robotics},
  year={June 2006},
  volume={22},
  number = {3},
  pages={523--535}
}


Book chapters

H. Andreasson, G. Grisetti, T. Stoyanov, and A. Pretto Sensors for Mobile Robots In: Ang, M.H., Khatib, O., Siciliano, B. (eds) Encyclopedia of Robotics. Springer, Berlin, Heidelberg
(PDF, BibTeX)
@Inbook{eor_s4mr,
author="Andreasson, Henrik
and Grisetti, Giorgio
and Stoyanov, Todor
and Pretto, Alberto",
editor="Ang, Marcelo H.
and Khatib, Oussama
and Siciliano, Bruno",
title="Sensors for Mobile Robots",
bookTitle="Encyclopedia of Robotics",
year="2020",
publisher="Springer Berlin Heidelberg",
address="Berlin, Heidelberg",
pages="1--22",
abstract="Abstract",
isbn="978-3-642-41610-1",
doi="10.1007/978-3-642-41610-1_159-1",
url="https://doi.org/10.1007/978-3-642-41610-1_159-1"
}


H. Andreasson, G. Grisetti, T. Stoyanov, and A. Pretto Software Architectures for Mobile Robots In: Ang, M.H., Khatib, O., Siciliano, B. (eds) Encyclopedia of Robotics. Springer, Berlin, Heidelberg
(PDF, BibTeX)
@Inbook{eor_sa4mr,
author="Andreasson, Henrik
and Grisetti, Giorgio
and Stoyanov, Todor
and Pretto, Alberto",
editor="Ang, Marcelo H.
and Khatib, Oussama
and Siciliano, Bruno",
title="Software Architectures for Mobile Robots",
bookTitle="Encyclopedia of Robotics",
year="2020",
publisher="Springer Berlin Heidelberg",
address="Berlin, Heidelberg",
pages="1--11",
isbn="978-3-642-41610-1",
doi="10.1007/978-3-642-41610-1_160-1",
url="https://doi.org/10.1007/978-3-642-41610-1_160-1"
}


Conference papers


D. Evangelista, E. Olivastri, D. Allegro, E. Menegatti, and A. Pretto A Graph-Based Optimization Framework for Hand-Eye Calibration for Multi-Camera Setups In: Proc. of the IEEE International Conference on Robotics and Automation (ICRA), 2023
(PDF, BibTeX)
@INPROCEEDINGS{eoampICRA2023,
  author={Evangelista, Daniele and Olivastri, Emilio and
	  Allegro, Davide and Menegatti, Emanuele and Pretto, Alberto},
  booktitle={2023 IEEE International Conference on 
	  Robotics and Automation (ICRA)}, 
  title={A Graph-Based Optimization Framework for 
	  Hand-Eye Calibration for Multi-Camera Setups}, 
  year={2023},
  volume={},
  number={},
  pages={11474-11480},	
  doi={10.1109/ICRA48891.2023.10160758}}


I. Donadi, E. Olivastri, D. Fusaro, W. Li, D. Evangelista, and A, Pretto Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place Recognition In: Proc. of the 14th International Conference on Computer Vision Systems (ICVS), September 27-29 2023
(PDF, BibTeX)
@InProceedings{doflepICVS2023,
author="Donadi, Ivano and Olivastri, Emilio and Fusaro, Daniel
       and Li, Wanmeng and Evangelista, Daniele, and Pretto, Alberto",
title="Improving Generalization of Synthetically Trained Sonar Image 
       Descriptors for Underwater Place Recognition",
booktitle="Computer Vision Systems",
year="2023",
pages="336--349"
}


D. Evangelista, D. Allegro, M. Terreran, A. Pretto, and S. Ghidoni An Unified Iterative Hand-Eye Calibration Method for Eye-on-Base and Eye-in-Hand Setups In: Proc. of the IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA), 2022
(PDF, BibTeX)
@INPROCEEDINGS{eatpgETFA2022,
  author={Evangelista, Daniele and Allegro, Davide and Terreran, Matteo 
	  and Pretto, Alberto and Ghidoni, Stefano},
  booktitle={2022 IEEE 27th International Conference on Emerging 
	  Technologies and Factory Automation (ETFA)}, 
  title={An Unified Iterative Hand-Eye Calibration Method for 
	  Eye-on-Base and Eye-in-Hand Setups}, 
  year={2022},
  volume={},
  number={},
  pages={1-7},
  doi={10.1109/ETFA52439.2022.9921738}}


D. Fusaro, E. Olivastri, D. Evangelista, P. Iob, A. Pretto An Hybrid Approach to Improve the Performance of Encoder-Decoder Architectures for Traversability Analysis in Urban Environments In: Proc. of the 2022 IEEE Intelligent Vehicles Symposium (IV) Workshops, 2022
(PDF, BibTeX)
@INPROCEEDINGS{foeipIVW2022,
  author={Fusaro, Daniel and Olivastri, Emilio and Evangelista, Daniele 
	      and Iob, Pietro and Pretto, Alberto},
  booktitle={2022 IEEE Intelligent Vehicles Symposium (IV)}, 
  title={An Hybrid Approach to Improve the Performance of 
	     Encoder-Decoder Architectures for Traversability Analysis 
	     in Urban Environments}, 
  year={2022},
  volume={},
  number={},
  pages={1745-1750}
  doi={10.1109/IV51971.2022.9827248}}


D. Fusaro, E. Olivastri, D. Evangelista, M. Imperoli, E. Menegatti and A. Pretto Pushing the Limits of Learning-based Traversability Analysis for Autonomous Driving on CPU In: Proc. of the 17th International Conference on Intelligent Autonomous Systems (IAS-17), 2022
(PDF, code, BibTeX)
@InProceedings{foeimpIAS2022,
author="Fusaro, Daniel and Olivastri, Emilio and Evangelista, Daniele
      and Imperoli, Marco and Menegatti, Emanuele and Pretto, Alberto",
booktitle="Proc. of the 17h International Conference on 
             Intelligent Autonomous Systems (IAS-17)",
year="2023",
pages="529--545"
}


\item[\publabel{foeipIVW2022}] . \textbf{} In , DOI: 10.1109/IV51971.2022.9827248

A. Bacchin, F. Berno, E. Menegatti and A. Pretto People Tracking in Panoramic Video for Guiding Robots In: Proc. of the 17th International Conference on Intelligent Autonomous Systems (IAS-17), 2022
(PDF, code, BibTeX)
@InProceedings{bpmpIAS2022,
author="Bacchin, Alberto and Berno, Filippo and Menegatti, Emanuele
        and Pretto, Alberto",
title="People Tracking in Panoramic Video for Guiding Robots",
booktitle="Proc. of the 17h International Conference on 
             Intelligent Autonomous Systems (IAS-17)",
year="2023",
pages="407--424"
}


A. Saviolo, M. Bonotto, D. Evangelista, M. Imperoli, J. Lazzaro, E. Menegatti, and A. Pretto Learning to Segment Human Body Parts with Synthetically Trained Deep Convolutional Networks In: Proc. of the 16th International Conference on Intelligent Autonomous Systems (IAS-16), 2021
(PDF, code, BibTeX)
@InProceedings{sbeimpIAS2021,
author="Saviolo, Alessandro and Bonotto, Matteo and 
        Evangelista, Daniele and Imperoli, Marco and Lazzaro, Jacopo 
        and Menegatti, Emanuele and Pretto, Alberto",
title="Learning to Segment Human Body Parts with Synthetically 
       Trained Deep Convolutional Networks",
booktitle="Proc. of the 16th International Conference on 
             Intelligent Autonomous Systems (IAS-16)",
year="2022",
pages="696--712"
}


M. Terreran, D. Evangelista, J. Lazzaro, and A. Pretto Make It Easier: An Empirical Simplification of a Deep 3D Segmentation Network for Human Body Parts In Proc. of the International Conference on Computer Vision Systems (ICVS), 2021
(PDF, BibTeX)
@InProceedings{telpICCVS2021,
author="Terreran, Matteo and Evangelista, Daniele
and Lazzaro, Jacopo and Pretto, Alberto",
booktitle={Proc. of the International Conference on Computer 
	       Vision Systems (ICVS)},
year="2021",
pages="144--156"
}


D. Evangelista, M. Terreran, A. Pretto, M. Moro, C. Ferrari, and E. Menegatti 3D Mapping of X-Ray Images in Inspections of Aerospace Parts In: Proc. of the 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), pag. 1223-1226, 2020 - Best WIP Paper Award
(PDF, BibTeX)
@INPROCEEDINGS{evanETFA2020,
  author={Evangelista, Daniele and Terreran, Matteo and Pretto, Alberto
	  and Moro, Michele and Ferrari, Carlo and Menegatti, Emanuele},
  booktitle={2020 25th IEEE International Conference on Emerging 
	  Technologies and Factory Automation (ETFA)}, 
  title={3D Mapping of X-Ray Images in Inspections of Aerospace Parts}, 
  year={2020},
  volume={1},
  number={},
  pages={1223-1226},
  doi={10.1109/ETFA46521.2020.9212135}}


M. Fawakherji, C. Potena, I. Prevedello, A. Pretto, D. D. Bloisi, and D. Nardi Data Augmentation Using GANs for Crop/Weed Segmentation in Precision Farming In: Proceedings of the IEEE Conference on Control Technology and Applications (CCTA), 2020
(PDF, code, BibTeX)
@INPROCEEDINGS{fpppbn_CCTA2020,
  author={Fawakherji, Mulham and Potena, Ciro and Prevedello, Ibis and 
	   Pretto, Alberto and Bloisi, Domenico D. and Nardi, Daniele},
  booktitle={2020 IEEE Conference on Control Technology 
	        and Applications (CCTA)}, 
  title={Data Augmentation Using GANs for Crop/Weed Segmentation 
	     in Precision Farming}, 
  year={2020},
  volume={},
  number={},
  pages={279-284},
  doi={10.1109/CCTA41146.2020.9206297}}


D. Evangelista, M. Antonelli, A. Pretto, C. Eitzinger, M. Moro, C. Ferrari, and E. Menegatti SPIRIT - A Software Framework for the Efficient Setup of Industrial Inspection Robots In: Proceedings of the IEEE International Workshop on Metrology for Industry 4.0 and IoT, 2020
(PDF, BibTeX)
@INPROCEEDINGS{eapemfm_METROIND_2020,
  author={Evangelista, Daniele and Antonelli, Marco and Pretto, Alberto 
	      and Eitzinger, Christian and Moro, Michele and 
	      Ferrari, Carlo and Menegatti, Emanuele},
  booktitle={2020 IEEE International Workshop on Metrology for 
	         Industry 4.0 & IoT}, 
  title={SPIRIT - A Software Framework for the Efficient Setup of
	      Industrial Inspection Robots}, 
  year={2020},
  volume={},
  number={},
  pages={622-626},
  doi={10.1109/MetroInd4.0IoT48571.2020.9138179}}


C. Potena, D. Nardi, and A. Pretto Joint Vision-Based Navigation, Control and Obstacle Avoidance for UAVs in Dynamic Environments In: Proc. of the European Conference on Mobile Robots (ECMR), 2019
(PDF, code, BibTeX)
@inproceedings{pnp_ECMR2019,
  author    = {Potena, Ciro and
               Nardi, Daniele and
               Pretto, Alberto},
  title     = {Joint Vision-Based Navigation, Control and Obstacle
               Avoidance for {UAVs} in Dynamic Environments},
  booktitle = {Proc. of the European Conference on Mobile Robots
               ({ECMR})},
  year      = {2019},
  doi={10.1109/ECMR.2019.8870944}
}


C. Potena, D. Nardi, and A. Pretto Joint Vision-Based Navigation, Control and Obstacle Avoidance for UAVs in Dynamic Environments In: Proc. of the European Conference on Mobile Robots (ECMR), 2019
(PDF, code, BibTeX)
@inproceedings{pnp_ECMR2019,
  author    = {Potena, Ciro and
               Nardi, Daniele and
               Pretto, Alberto},
  title     = {Joint Vision-Based Navigation, Control and Obstacle
               Avoidance for {UAVs} in Dynamic Environments},
  booktitle = {Proc. of the European Conference on Mobile Robots
               ({ECMR})},
  year      = {2019},
  doi={10.1109/ECMR.2019.8870944}
}


D. Evangelista, M. Imperoli, E. Menegatti, and A. Pretto FlexSight - A Flexible and Accurate System for Object Detection and Localization for Industrial Robots In: Proc. of the IEEE International Workshop on Metrology for Industry 4.0 and IoT, 2019
(PDF, BibTeX)
@inproceedings{eip_METROIND_2019,
  author={Evangelista, Daniele and Imperoli, Marco and
          and Menegatti, Emanuele and Pretto, Alberto},
  title     = {{FlexSight} - {A} Flexible and Accurate System for Object
               Detection and Localization for Industrial Robots},
  booktitle = {Proc. of the {IEEE} International Workshop on Metrology
               for Industry 4.0 and {IoT}},
  year      = {2019},
  doi={10.1109/METROI4.2019.8792902}
}


D. Evangelista, M. Imperoli, E. Menegatti, and A. Pretto Machine Vision for Embedded Devices: from Synthetic Object Detection to Pyramidal Stereo Matching In: Proc. of the Austrian Robotics and OAGM Workshop, 2019
(PDF, BibTeX)
@inproceedings{eimp_ARW-OAGM2019,
  author={Evangelista, Daniele and Imperoli, Marco and Menegatti, 
          Emanuele and Pretto, Alberto},
  title     = {Machine Vision for Embedded Devices: from Synthetic 
               Object Detection to Pyramidal Stereo Matching},
  booktitle = {Proc. of the ARW & OAGM Workshop},
  year      = {2019},
  doi={10.3217/978-3-85125-663-5-08}
}


M. Fawakherji, A. Youssef, D.D. Bloisi, A. Pretto, and D. Nardi Crop and Weeds Classification for Precision Agriculture using Context-Independent Pixel-Wise Segmentation In: Proc. of the IEEE International Conference on Robotic Computing (IRC), 2019
(PDF, BibTeX)
@inproceedings{fybpn_IRC_2019,
  author={Fawakherji, Mulham and Youssef,Ali and Bloisi, Domenico D. 
	  and Pretto, Alberto and Nardi, Daniele},
  title     = {Crop and Weeds Classification for
               Precision Agriculture using Context-Independent 
	       Pixel-Wise Segmentation},
  booktitle = {Proc. of the {IEEE} International Conference on Robotic 
               Computing ({IRC})},
  year      = {2019},
  doi={10.1109/IRC.2019.00029}
}


C. Potena, R. Khanna, J. Nieto, D. Nardi, and A. Pretto Collaborative UAV-UGV Environment Reconstruction in Precision Agriculture In: Proc. of the IEEE/RSJ IROS Workshop "Vision-based Drones: What's Next?", 2018
(PDF, BibTeX)
@inproceedings{pknnpIROS2018_uav_ws,
  author={Potena, Ciro and Khanna, Raghav and Nieto, Juan and
          Nardi, Daniele and Pretto, Alberto},
  title     = {Collaborative UAV-UGV Environment Reconstruction in 
               Precision Agriculture},
  booktitle = {Proc. of the {IEEE/RSJ IROS} Workshop "Vision-based Drones: 
               What's Next?"},
  year      = {2018}
}


L. Monorchio, D. Evangelista, N. Imperoli, and A. Pretto Learning from Successes and Failures to Grasp Objects with a Vacuum Gripper In: Proc. of the IEEE/RSJ IROS Workshop "Task-Informed Grasping for rigid and deformable object manipulation", 2018
(PDF, BibTeX)
@inproceedings{meiaIROS2018_tig_ws,
  author    = {Monorchio, Luca and Evangelista, Daniele and
               Imperoli, Marco and Pretto, Alberto},
  title     = {Learning from Successes and Failures to Grasp Objects
               with a Vacuum Gripper},
  booktitle = {Proc. of the {IEEE/RSJ IROS} Workshop "Task-Informed Grasping
               for rigid and deformable object manipulation"},
  year      = {2018}
}


C. Potena, B. Della Corte, D. Nardi, G, Grisetti and A. Pretto Non-Linear Model Predictive Control with Adaptive Time-Mesh Refinement In: IEEE International Conference on Simulation, Modeling, and Programming for Autonomous Robots (SIMPAR), 2018 - Best Student Paper Award - Runner up
(PDF, BibTeX)
@inproceedings{pdcSIMPAR2018,
  author    = {Potena, Ciro and Della Corte, Bartolo and
               Nardi, Daniele and Grisetti, Giorgio and 
               Pretto, Alberto},
  title     = {Non-Linear Model Predictive Control with Adaptive 
               Time-Mesh Refinement},
  booktitle = {{IEEE} {I}nternational {C}onference on {S}imulation,
               {M}odeling and {P}rogramming for {A}utonomous {R}obots 
               ({SIMPAR})},
  year      = {2018}
}


D. Evangelista, W. U. Villa, M. Imperoli, A. Vanzo, L. Iocchi, D. Nardi and A. Pretto Grounding Natural Language Instructions in Industrial Robotics Proc. of the IEEE/RSJ IROS Workshop "Human-Robot Interaction in Collaborative Manufacturing Environments (HRI-CME)", 2017
(PDF, BibTeX)
@inproceedings{evan_HRI-CME2017,
  author    = {Evangelista, Daniele and Villa, Wilson Umberto and 
               Imperoli, Marco and Vanzo, Andrea and Iocchi, Luca and
               Nardi, Daniele and Pretto, Alberto},
  title     = {Grounding Natural Language Instructions in 
               Industrial Robotics},
  booktitle = {Proc. of the IEEE/RSJ IROS Workshop "Human-Robot Interaction
               in Collaborative Manufacturing Environments (HRI-CME)"},
  year      = {2017}
}


C. Potena, D. Nardi and A. Pretto Effective Target Aware Visual Navigation for UAVs Proc. of the European Conference on Mobile Robots (ECMR), 2017
(PDF, BibTeX)
@inproceedings{potenaECMR2017,
  author    = {Potena, Ciro and Nardi, Daniele and
               Pretto, Alberto},
  title     = {Effective Target Aware Visual Navigation for UAVs},
  booktitle = {Proc. of the European Conference on Mobile Robots
               ({ECMR})},
  year      = {2017}
}


M. Di Cicco, C. Potena, G. Grisetti and A. Pretto Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection Proc. of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017
(PDF, video, datasets, BibTeX)
@inproceedings{dpgp_IROS2017,
  author    = {Di Cicco, Maurilio and Potena, Ciro and
               Grisetti, Giorgio and Pretto, Alberto},
  title     = {Automatic Model Based Dataset Generation for Fast and 
               Accurate Crop and Weeds Detection},
  booktitle = {Proc. of the {IEEE/RSJ} International Conference on
               Intelligent Robots and Systems ({IROS})},
  year      = {2017}
}


C. Potena, D. Nardi and A. Pretto Fast and Accurate Crop and Weed Identification with Summarized Train Sets for Precision Agriculture In: Proceedings of the 14th International Conference on Intelligent Autonomous Systems (IAS-14), July 3-7 , 2016 Shanghai, China - Best Student Paper Award - Finalist
(PDF, BibTeX)
@inproceedings{pnp_ias2016,
  author={Potena, C. and Nardi, D. and Pretto, A.},
  title={Fast and Accurate Crop and Weed Identification
         with Summarized Train Sets for Precision Agriculture},
  booktitle={Proc. of the 14th International Conference on 
             Intelligent Autonomous Systems (IAS-14)},
  year={2016}
}


C. Potena, A. Pretto, D. D. Bloisi and D. Nardi Plane Extraction For Indoor Place Recognition In: Proceedings of Advanced Concepts for Intelligent Vision Systems (ACIVS), Oct. 26-29, 2015 Catania, Italy, pages: 1-11
(PDF, BibTeX)
@inproceedings{potenaACIVS2015,
  author = {Potena, C. and Pretto, A. and Bloisi, D. D. and Nardi, D.},
  title = {Plane Extraction For Indoor Place Recognition},
  booktitle = {Proc. of Advanced Concepts for Intelligent Vision Systems
               (ACIVS)},
  year = {2015},
  pages = {1--11}
}


M. Imperoli and A. Pretto D2CO: Fast and Robust Registration of 3D Textureless Objects Using the Directional Chamfer Distance In: Proceedings of the 10th International Conference on Computer Vision Systems (ICVS 2015), July 6-9 , 2015 Copenhagen, Denmark, pages: 316-328
(PDF,code, BibTeX)
@inproceedings{miap_icvs2015,
  author={Imperoli, M. and Pretto, A.},
  title={{D\textsuperscript{2}CO}: Fast and Robust Registration of {3D}
         Textureless Objects Using the {Directional 
         Chamfer Distance}},
  booktitle={Proc. of 10th International Conference on 
             Computer Vision Systems (ICVS 2015)},
  year={2015},
  pages={316--328}
}


A. Pretto and G. Grisetti Calibration and performance evaluation of low-cost IMUs In: Proceedings of the 20th IMEKO TC4 International Symposium, Sep. 15 - 17, 2014 Benevento, Italy, pages: 429 - 434
(PDF,code, BibTeX)
@inproceedings{pg_imeko2014,
  title={Calibration and performance evaluation of low-cost IMUs},
  author={Pretto, A. and Grisetti, G.},
  booktitle={Proc. of: 20th IMEKO TC4 International Symposium},
  year={2014},
  pages={429--434}
}


D. Tedaldi, A. Pretto and E. Menegatti A Robust and Easy to Implement Method for IMU Calibration without External Equipments In: Proceedings of the IEEE International Conference on Robotics and Automation (ICRA 2014), May 31 - June 7, 2014 Hong Kong, China, Page(s): 3042 - 3049
(PDF,code, BibTeX)
@inproceedings{tpm_icra2014,
  title={A Robust and Easy to Implement Method for IMU Calibration 
            without External Equipments},
  author={Tedaldi, A. and Pretto, A. and Menegatti, E.},
  booktitle={Proc. of: IEEE International Conference on Robotics and
                   Automation (ICRA)},
  year={2014},
  pages={3042--3049}
}


F. Basso, A. Pretto and E. Menegatti Unsupervised Intrinsic and Extrinsic Calibration of a Camera-Depth Sensor Couple In: Proceedings of the IEEE International Conference on Robotics and Automation (ICRA 2014), May 31 - June 7, 2014 Hong Kong, China, Page(s): 6244 - 6249
(PDF, code, BibTeX)
@inproceedings{bassoICRA2014,
  title={Unsupervised Intrinsic and Extrinsic Calibration of a 
           Camera-Depth Sensor Couple},
  author={Basso, F. and Pretto, A. and Menegatti, E.},
  booktitle={Proc. of: IEEE International Conference on Robotics and 
                   Automation (ICRA)},
  year={2014},
  pages={6244--6249}
}


M. Antonello, A. Pretto and E. Menegatti Fast Incremental Objects Identification and Localization using Cross-correlation on a 6 DoF Voting Scheme In: Proc. of International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2014), pages: 499-504
(PDF, BibTeX)
@inproceedings{antonelloVISIGRAPP2014,
  title={Fast Incremental Objects Identification and Localization 
            using Cross-correlation on a 6 DoF Voting Scheme},
  author={Antonello, M. and Pretto, A. and Menegatti, E.},
  booktitle={Proc. of: Proc. of International Joint Conference on 
                   Computer Vision, Imaging and Computer Graphics 
                   Theory and Applications (VISIGRAPP)},
  year={2014},
  pages={499--504}
}


A. Pretto, S. Tonello, E. Menegatti Flexible 3D Localization of Planar Objects for Industrial Bin-Picking with Monocamera Vision System In: IEEE International Conference on Automation Science and Engineering (IEEE CASE 2013), Madison, Wisconsin, (USA), August 17-21, 2013
(PDF, BibTeX)
@inproceedings{prettoCASE2013,
  title={Flexible 3D Localization of Planar Objects for Industrial 
	 Bin-Picking with Monocamera Vision System},
  author={Pretto, A. and Tonello, S. and Menegatti, E.},
  booktitle={Proc. of: IEEE International Conference on 
           Automation Science and Engineering (CASE)},
  year={2013},
  pages={168 -- 175}
}


K. Tsotsos, A. Pretto, S. Soatto Visual-Inertial Ego-Motion Estimation for Humanoid Platforms Proc. of the IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012), Osaka (Japan), Pages: 704-711 (PDF, BibTeX)
@inproceedings{tps_humanoids2012,
  title={Visual-Inertial Ego-Motion Estimation for Humanoid Platforms},
  author={Tsotsos, K. and Pretto, A. and Soatto, S.},
  booktitle={Proc. of: IEEE-RAS International Conference on 
                  Humanoid Robots},
  year={2012},
  pages={704--711}
}


A. Pretto, E. Menegatti and E. Pagello Omnidirectional Dense Large-Scale Mapping and Navigation Based on Meaningful Triangulation In: IEEE International Conference on Robotics and Automation (ICRA 2011), May 9-13, 2011 Shanghai (China), Pages: 3289 - 3296
(PDF, BibTeX)
@inproceedings{prettoICRA2011,
  author    = {Pretto, A. and Menegatti, E. and
               Pagello, E.},
  title     = {Omnidirectional Dense Large-Scale Mapping and Navigation 
               Based on Meaningful Triangulation},
  booktitle = {Proc. of. IEEE International Conference 
               on Robotics and Automation (ICRA)},
  year      = {2011},
  pages     = {3289--3296},
}


E. Menegatti, M. Danieletto, M. Mina, A. Pretto, S. Zanconato, P. Zanuttigh, A. Zanella Autonomous discovery, localization and recognition of smart objects through WSN and image features In: IEEE International Workshop Towards Smart Communications and Network technologies applied on Autonomous Systems (SaCoNAS), IEEE GLOBECOM 2010 - Best Paper Award
(PDF, BibTeX)
@inproceedings{menegattiSaconas2010,
  title={Autonomous discovery, localization and recognition of 
         smart objects through WSN and image features},
  author={Menegatti, E. and Danieletto, M. and Mina, M. and Pretto, A. 
          Zanconato, S. and Zanuttigh, P. and Zanella, A.},
  booktitle = {Proc. of: IEEE International Workshop Towards Smart 
               Communications and Network technologies applied on 
               Autonomous Systems (SaCoNAS), IEEE GLOBECOM},
  year      = {2010}
}


E. Menegatti, M. Danieletto, M. Mina, A. Pretto, A. Bardella, A. Zanella and P. Zanuttigh Discovery, localization, and recognition of smart objects by a mobile robot In: International Conference on Simulation, Modeling and Programming for Autonomous Robots (SIMPAR 2010)
(PDF, BibTeX)
@inproceedings{menegattiSIMPAR2012,
  title={Discovery, localization, and recognition of smart objects 
         by a mobile robot},
  author={Menegatti, E. and Danieletto, M. and Mina, M. and Pretto, A. 
          and Bardella, A. Zanella, A. and Zanuttigh, P.},
  booktitle = {Proc. of: International Conference on Simulation, 
               Modeling and Programming for Autonomous Robots 
               (SIMPAR)},
  year      = {2010}
}


J. Meltzer, A. Pretto, B. Taylor and S. Soatto Closing the Recognition Loop: Recognizing and Searching for Objects in the Real World In: Towards Closing the Loop: Active Learning for Robotics - Workshop at Robotics: Science and Systems Conference 2010 (poster)


A. Pretto and E. Menegatti Omnidirectional Dense Structure Reconstruction Based on Meaningful Reconstruction In: OMNIVIS 2010: The 10th Workshop on Omnidirectional Vision, Camera Networks and Non-classical Cameras - Robotics: Science and Systems Conference 2010 (poster)


A. Pretto, S. Soatto and E. Menegatti Scalable Dense Large-Scale Mapping and Navigation In: 2010 IEEE International Conference on Robotics and Automation, Workshop on Omnidirectional Robot Vision.
(PDF, BibTeX)
@INPROCEEDINGS{prettoOVR2010,
AUTHOR = {Pretto, A. and Soatto, S. and Menegatti, E.},
TITLE = {Scalable Dense Large-Scale Mapping and Navigation},
BOOKTITLE = {Proc. of:  Workshop on Omnidirectional 
             Robot Vision (ICRA)},
YEAR = {2010}
}


A. Pretto, E. Menegatti, P. Bison, E. Grinzato, G. Cadelano and E.Pagello An Autonomous Robotized System for a Thermographic Camera In: International Symposium on Robotics (ISR 2010) 7-9 June 2010, Munich - Germany
(PDF, BibTeX)
@INPROCEEDINGS{prettoISR2010,
AUTHOR = {Pretto, A. and Menegatti, E. and Bison, P. and Grinzato, 
          E. and Cadelano, G. and Pagello, E.},
TITLE = {An Autonomous Robotized System for a Thermographic Camera},
BOOKTITLE = {Proceddings of:  International Symposium 
             on Robotics (ISR).},
YEAR = {2010}
}


S. Ghidoni, A. Pretto and E. Menegatti Cooperative Tracking of Moving Objects and Face Detection with a Dual Camera Sensor In: Proceedings of the 2010 IEEE International Conference on Robotics and Automation (ICRA), May 7, 2010, Anchorage, (USA), pages 2568-2573
(PDF, BibTeX)
@inproceedings{ghidoniICRA2010,
  author    = {Ghidoni, S. and Pretto, A. and Menegatti, E.},
  title     = {Cooperative Tracking of Moving Objects and 
               Face Detection with a Dual Camera Sensor},
  booktitle = {Proc. of. IEEE International Conference 
               on Robotics and Automation (ICRA)},
  year      = {2010},
  pages     = {2568--2573},
}


A. Pretto, E. Menegatti, P. Bison and E. Grinzato. Automatic Indoor Environmental Conditions Monitoring by IR Thermography In: NDT in Canada 2009 National Conference, August 25 -27, 2009 London, Ontario


E.Pagello, E.Menegatti, and A.Pretto. A Visual SLAM-based system able to process images affected by motion-blur In: Workshop Robotica mobile per esplorazione Lunare Unmanned, Roma, 1 – 2 luglio 2009


A. Pretto, E. Menegatti, M. Bennewitz, W. Burgard, and E. Pagello. A Visual Odometry Framework Robust to Motion Blur In: Proceedings of the IEEE International Conference on Robotics and Automation (ICRA 2009), pages: 2250 - 2257
(PDF, BibTeX)
@inproceedings{PrettoICRA09,
    author =  {Pretto, A. and Menegatti, E. and Bennewitz, M. 
               and Burgard, W. and Pagello, E.},
    title =  {A Visual Odometry Framework Robust to Motion Blur},
    year =  {2009},
    booktitle =  {Proc. of the IEEE International Conference 
                  on Robotics and Automation (ICRA)},
    pages     = {2250 -- 2257},
}


A. Pretto, E. Menegatti, M. Takahashi, T. Suzuki and E. Pagello. Visual Odometry for an Omnidirectional-drive Robot In: Proceedings of the 6th International Symposium on Mechatronics and its Applications (ISMA09)


A. Pretto, E. Menegatti, E. Pagello Reliable Features Matching for Humanoid Robots IEEE-RAS International Conference on Humanoid Robots (Humanoids 2007), November 2007, Pittsburgh, Usa, Pages: 532 - 538
(PDF, BibTeX)
@inproceedings{prettoHumanoids2007,
  title={Reliable Features Matching for Humanoid Robots},
  author={A. Pretto and E. Menegatti and E. Pagello},
  booktitle={IEEE-RAS International Conference on Humanoid Robots},
  year={2007},
  pages={532 -- 538},
}


A. Pretto, E. Menegatti, E. Pagello, Y. Jitsukawa, R. Ueda, T. Arai Toward image-based localization for AIBO using wavelet transform 10th Congress of the Italian Association for Artificial Intelligence (AI*IA '07) LNAI 4733, September 10-13, 2007, Roma, Italy, pp. 831-838
(PDF, BibTeX)
@inproceedings{prettoAIIA07,
  AUTHOR = {Pretto, A. and Menegatti, E. and Pagello, E. and 
            Jitsukawa, Y. and Ueda, R. and Arai, T.},
  TITLE = {Toward Image-Based Localization for AIBO using 
           Wavelet Transform},
  booktitle = {10th Congress of the Italian Association for 
             Artificial Intelligence (AI*IA '07)},
  YEAR = {2007},
  pages={831--838}, 
}


A. Lastra, A. Pretto, S. Tonello and E. Menegatti Robust color-based skin detection for an interactive robot10th Congress of the Italian Association for Artificial Intelligence (AI*IA '07) LNAI 4733, September 10-13, 2007, Roma, Italy, pp. 507-518
(PDF, BibTeX)
@inproceedings{lastraAIIA07,
  AUTHOR = {Lastra, A. and Pretto, A. and Tonello, S. and 
            Menegatti, E.},
  TITLE = {Robust color-based skin detection for an 
           interactive robot },
  booktitle = {10th Congress of the Italian Association for 
             Artificial Intelligence (AI*IA '07)},
  YEAR = {2007},
  pages={507--518}, 
}


E. Menegatti, A. Pretto, S. Tonello, A. Lastra, A. Guatti A robotic sculpture speaking to people IEEE International Conference on Robotics and Automation (ICRA07) 10-14 April 2007, Roma, Italy, (video contribution)


E. Pagello, G. Clemente, A. D'Angelo, E. Menegatti, A. Pretto, S. Tonello A Surveillance System based on a Distributed Vision System cooperating with a Mobile Robot International Symposium on Robotics (ISR 2005) November   2005, Tokyo - Japan


E. Menegatti, A. Pretto, and E. Pagello Testing omnidirectional vision-based Monte-Carlo Localization under occlusion Proc. of International Conference on Intelligent Robots and Systems IROS 2004, September 2004, Sendai, Japan pp. 2487--2494
(PDF, BibTeX)
@inproceedings{MenegattiIROS04-OMCL,
  Author = {Menegatti, E. and Pretto, A. and Pagello, E.},
  Title = {Testing Omnidirectional Vision-Based Monte-Carlo 
           Localization under Occlusion},
  booktitle = {Proc. of the {IEEE/RSJ} International Conference on
               Intelligent Robots and Systems ({IROS})},
  Pages = {2487--2494},
  Year = {2004}
}


E. Menegatti, A. Pretto, E. Pagello A New Omnidirectional Vision Sensor for Monte-Carlo Localization Proc. of the 2004 Int. RoboCup Symposium
(PDF, BibTeX)
@inproceedings{MenegattiRobocup04,
  Author = {Menegatti, E. and Pretto, A. and Pagello, E.},
  Booktitle = {Proc. of: International RoboCup Symposium},
  Title = {A New Omnidirectional Vision Sensor for 
           Monte-Carlo Localization},
  Year = {2004}
}


arXiv Papers

M. Imperoli and A. Pretto Active Detection and Localization of Textureless Objects in Cluttered Environments In arXiv preprint arXiv:1603.07022, 2016
(PDF,video,code, BibTeX)
@article{miap_arxiv2016,
  title={Active Detection and Localization of Textureless Objects 
         in Cluttered Environments},
  author={Imperoli, Marco and Pretto, Alberto},
  journal={arXiv preprint arXiv:1603.07022},
  year={2016}
}


Thesis



A. Pretto Visual-SLAM for Humanoid Robots, Ph.D. thesis, University of Padova, 2009
(PDF, BibTeX)
@book{prettoPhDthesis,
  author = {Pretto, A.}, 
  title = {Visual-SLAM for Humanoid Robots},
  publisher = {Ph.D. Thesis, Department of Information 
               Engineering, The University of Padua},
  year = {2009},
}


A. Pretto Localizzazione di Monte-Carlo in Ambiente RoboCup, Master's thesis,University of Padova, 2003. In Italian



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