Continual Semi-Supervised Learning: First International Workshop, CSSL 2021, Virtual Event, August 19-20, 2021, Revised Selected Papers

by Fabio Cuzzolin (Editor), Kevin Cannons (Editor), Vincenzo Lomonaco (Editor)

Overview

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.

Product Details

ISBN-13:	9783031175862
Publisher:	Springer International Publishing
Publication date:	09/28/2022
Series:	Lecture Notes in Computer Science , #13418
Edition description:	1st ed. 2022
Pages:	135
Product dimensions:	6.10(w) x 9.25(h) x (d)

Table of Contents

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.