Research

@inproceedings{Tavera_2022_CVPR,

title = {Augmentation Invariance and Adaptive Sampling in Semantic Segmentation of Agricultural Aerial Images},

author = {Antonio Tavera and Edoardo Arnaudo and Carlo Masone and Barbara Caputo},

year  = {2022},

date = {2022-06-01},

booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},

pages = {1656-1665},

keywords = {Agriculture, Computer Science - Computer Vision and Pattern Recognition, Semantic segmentation},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Cermelli_2022_CVPR,

title = {Incremental Learning in Semantic Segmentation From Image Labels},

author = {Fabio Cermelli and Dario Fontanel and Antonio Tavera and Marco Ciccone and Barbara Caputo},

year  = {2022},

date = {2022-06-01},

booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},

pages = {4371-4381},

keywords = {Computer Science - Computer Vision and Pattern Recognition, Incremental learning, Semantic segmentation},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{10.1007/978-3-031-06430-2_62,

title = {A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images},

author = {Edoardo Arnaudo and Fabio Cermelli and Antonio Tavera and Claudio Rossi and Barbara Caputo},

editor = {Stan Sclaroff and Cosimo Distante and Marco Leo and Giovanni M Farinella and Federico Tombari},

isbn = {978-3-031-06430-2},

year  = {2022},

date = {2022-01-01},

booktitle = {Image Analysis and Processing -- ICIAP 2022},

pages = {742--754},

publisher = {Springer International Publishing},

address = {Cham},

keywords = {Image Analysis and Processing, Incremental learning, Semantic segmentation},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{fantauzzo2022feddrive,

title = {FedDrive: Generalizing federated learning to semantic segmentation in autonomous driving},

author = {Lidia Fantauzzo and Eros Fan`ı and Debora Caldarola and Antonio Tavera and Fabio Cermelli and Marco Ciccone and Barbara Caputo},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},

pages = {11504–11511},

organization = {IEEE},

keywords = {Autonomous driving, Federated Learning, Semantic segmentation},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{fontanel2021detecting,

title = {Detecting Anomalies in Semantic Segmentation with Prototypes},

author = {Dario Fontanel and Fabio Cermelli and Massimiliano Mancini and Barbara Caputo},

year  = {2021},

date = {2021-01-01},

booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},

pages = {113--121},

keywords = {Anomaly detection, Computer Science - Computer Vision and Pattern Recognition, Semantic segmentation},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{cermelli2020modeling,

title = {Modeling the Background for Incremental Learning in Semantic Segmentation},

author = {Fabio Cermelli and Massimiliano Mancini and Samuel Rota Bulò and Elisa Ricci and Barbara Caputo},

year  = {2020},

date = {2020-06-01},

booktitle = {Computer Vision and Pattern Recognition (CVPR)},

keywords = {Computer Science - Computer Vision and Pattern Recognition, Incremental learning, Semantic segmentation},

pubstate = {published},

tppubtype = {inproceedings}

}