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Detecting the unknown in Object Detection


Aug 24, 2022
Dario Fontanel, Matteo Tarantino, Fabio Cermelli, Barbara Caputo


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Modeling Missing Annotations for Incremental Learning in Object Detection


Apr 21, 2022
Fabio Cermelli, Antonino Geraci, Dario Fontanel, Barbara Caputo

* Accepted in CVPR-Workshop (CLVISION) 2022 

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FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving


Feb 28, 2022
Lidia Fantauzzo, Eros Fani', Debora Caldarola, Antonio Tavera, Fabio Cermelli, Marco Ciccone, Barbara Caputo


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Modeling the Background for Incremental and Weakly-Supervised Semantic Segmentation


Jan 31, 2022
Fabio Cermelli, Massimiliano Mancini, Samuel Rota Buló, Elisa Ricci, Barbara Caputo

* Accepted by T-PAMI (https://ieeexplore.ieee.org/document/9645239/). arXiv admin note: substantial text overlap with arXiv:2002.00718 

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A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images


Dec 07, 2021
Edoardo Arnaudo, Fabio Cermelli, Antonio Tavera, Claudio Rossi, Barbara Caputo

* 12 pages, ICIAP 2021 

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Incremental Learning in Semantic Segmentation from Image Labels


Dec 03, 2021
Fabio Cermelli, Dario Fontanel, Antonio Tavera, Marco Ciccone, Barbara Caputo


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Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation


Oct 22, 2021
Antonio Tavera, Fabio Cermelli, Carlo Masone, Barbara Caputo

* Accepted at WACV 2022 

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On the Challenges of Open World Recognitionunder Shifting Visual Domains


Jul 09, 2021
Dario Fontanel, Fabio Cermelli, Massimiliano Mancini, Barbara Caputo

* RAL/ICRA 2021 

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Detecting Anomalies in Semantic Segmentation with Prototypes


Jun 01, 2021
Dario Fontanel, Fabio Cermelli, Massimiliano Mancini, Barbara Caputo

* SAIAD CVPR21 Workshop 

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A Closer Look at Self-training for Zero-Label Semantic Segmentation


Apr 21, 2021
Giuseppe Pastore, Fabio Cermelli, Yongqin Xian, Massimiliano Mancini, Zeynep Akata, Barbara Caputo


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