Active Data Collection and Management for Real-World Continual Learning via Pretrained Oracle

V Chavan, P Koch, M Schlüter… - Proceedings of the …, 2024 - openaccess.thecvf.com
Incremental Learning (IL) deals with learning from continuous streams of data while
minimising catastrophic forgetting. This field of Machine Learning (ML) research has …

Inspection in high-mix and high-throughput handling with skeptical and incremental learning

R Schimanek, P Bilge, F Dietrich - Authorea Preprints, 2023 - techrxiv.org
This preprint is based on an accepted paper for the Annals of Scientific Society for
Assembly, Handling, and Industrial Robotics 2023, and may undergo further revisions …

Online Incremental Machine Learning Model For Multi-Sensor and Multi-Temporal Satellite Data: A Case Study of Bangalore

Y Mittal, U Kumar, D Aggarwal - 2023 IEEE India Geoscience …, 2023 - ieeexplore.ieee.org
Once a machine learning model has been trained and deployed, training it again on new
and different data is time and compute expensive. In this research, we propose a novel …