Continual Semi-Supervised Learning
First International Workshop, CSSL 2021, Virtual Event, August 19-20, 2021, Revised Selected Papers
Published on 28. September 2022
Book
Paperback/Softback
XIII, 135 pages
978-3-031-17586-2 (ISBN)
Description
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.
More details
Series
Edition
1st ed. 2022
Language
English
Place of publication
Cham
Switzerland
Publishing group
Springer International Publishing
Target group
Professional and scholarly
Illustrations
43 farbige Abbildungen, 4 s/w Abbildungen
XIII, 135 p. 47 illus., 43 illus. in color.
Dimensions
Height: 235 mm
Width: 155 mm
Thickness: 9 mm
Weight
248 gr
ISBN-13
978-3-031-17586-2 (9783031175862)
DOI
10.1007/978-3-031-17587-9
Schweitzer Classification
Other editions
Additional editions
Fabio Cuzzolin | Kevin Cannons | Vincenzo LoMonaco
Continual Semi-Supervised Learning
First International Workshop, CSSL 2021, Virtual Event, August 19-20, 2021, Revised Selected Papers
E-Book
09/2022
Springer
€58.84
Available for download
Content
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.