Continual Semi-Supervised Learning (eBook, PDF)

First International Workshop, CSSL 2021, Virtual Event, August 19-20, 2021, Revised Selected Papers
Redaktion: Cuzzolin, Fabio; Lomonaco, Vincenzo; Cannons, Kevin

• Format: PDF

Produktbeschreibung

This book constitutes the proceedings of the First International Workshop on Continual Semi-Supervised Learning, CSSL 2021, which took place as a virtual event during August 2021.The 9 full papers and 0 short papers included in this book were carefully reviewed and selected from 14 submissions.

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Produktdetails

• Verlag: Springer Nature Switzerland
• Seitenzahl: 135
• Erscheinungstermin: 27. September 2022
• Englisch
• ISBN-13: 9783031175879
• Artikelnr.: 65967478

Inhaltsangabe

International Workshop on Continual Semi-Supervised Learning: Introduction, Benchmarks and Baselines.- Unsupervised Continual Learning Via Pseudo Labels.- Transfer and Continual Supervised Learning for Robotic Grasping through Grasping Features.- Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach.- Evaluating Continual Learning Algorithms by Generating 3D Virtual Environments.- A Benchmark and Empirical Analysis for Replay Methods in Continual Learning.- SPeCiaL: Self-Supervised Pretraining for Continual Learning.- Distilled Replay: Overcoming Forgetting through Synthetic Samples.- Self-supervised Novelty Detection for Continual Learning: A Gradient-based Approach Boosted by Binary Classification.