Cuzzolin / Cannons / Lomonaco Continual Semi-Supervised Learning

First International Workshop, CSSL 2021, Virtual Event, August 19–20, 2021, Revised Selected Papers
1. Auflage 2022
ISBN: 978-3-031-17587-9
Verlag: Springer International Publishing
Format: PDF
Kopierschutz: 1 - PDF Watermark

E-Book, Englisch, 135 Seiten

Reihe: Lecture Notes in Artificial Intelligence

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.

Zielgruppe

Research

Autoren/Hrsg.

Cuzzolin, Fabio

Cannons, Kevin

Lomonaco, Vincenzo

Inhaltsverzeichnis

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.