1 code implementation • 19 Dec 2023 • Federico Ceola, Lorenzo Natale, Niko Sünderhauf, Krishan Rana
Instructing a robot to complete an everyday task within our homes has been a long-standing challenge for robotics.
1 code implementation • 27 Jun 2022 • Federico Ceola, Elisa Maiettini, Giulia Pasquale, Giacomo Meanti, Lorenzo Rosasco, Lorenzo Natale
In this work, we focus on the instance segmentation task and provide a comprehensive study of different techniques that allow adapting an object segmentation model in presence of novel objects or different domains.
1 code implementation • 25 Nov 2020 • Federico Ceola, Elisa Maiettini, Giulia Pasquale, Lorenzo Rosasco, Lorenzo Natale
Our approach is validated on the YCB-Video dataset which is widely adopted in the computer vision and robotics community, demonstrating that we can achieve and even surpass performance of the state-of-the-art, with a significant reduction (${\sim}6\times$) of the training time.
1 code implementation • 25 Nov 2020 • Federico Ceola, Elisa Maiettini, Giulia Pasquale, Lorenzo Rosasco, Lorenzo Natale
This shortens training time while maintaining state-of-the-art performance.