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Ioanna Mitsioni

3 accepted papers

2021

Interpretability in Contact-Rich Manipulation via Kinodynamic Images

ICRA 2021poster

Deep Neural Networks (NNs) have been widely utilized in contact-rich manipulation tasks to model the complicated contact dynamics. However, NN-based models are often difficult to decipher which can lead to seemingly inexplicable behaviors and unidentifiable failure cases. In this work, we address th…

Cited by 5SourcecodeScholar
2021

Textile Taxonomy and Classification Using Pulling and Twisting

IROS 2021poster

Identification of textile properties is an important milestone toward advanced robotic manipulation tasks that consider interaction with clothing items such as assisted dressing, laundry folding, automated sewing, textile recycling and reusing. Despite the abundance of work considering this class of…

Cited by 18SourceScholar
2018

Slippage Detection Generalizing to Grasping of Unknown Objects Using Machine Learning With Novel Features

RA-L 2018

Real-time grasp stability is based on successful slippage detection. In this work, we consider slippage detection as a binary problem (slip, stable) and we propose a novel set of temporal and frequential features, extracted from force norm profiles and collected during reliable ground truth labeling

Cited by 24SourceScholar