Principles of Catastrophic Forgetting for Continual Semantic Segmentation in Automated Driving
- Kalb, T: Principles of Catastrophic Forgetting for Continual
- Format
- Bog, paperback
- Engelsk
- 236 sider
Normalpris
kr. 454,95
Medlemspris
kr. 409,95
- Du sparer kr. 45,00
- Fri fragt
-
Leveringstid: 6-12 hverdage Forventet levering: 30-03-2026
- Kan pakkes ind og sendes som gave
Beskrivelse
Deep learning excels at extracting complex patterns but faces catastrophic forgetting when fine-tuned on new data. This book investigates how class- and domain-incremental learning affect neural networks for automated driving, identifying semantic shifts and feature changes as key factors. Tools for quantitatively measuring forgetting are selected and used to show how strategies like image augmentation, pretraining, and architectural adaptations mitigate catastrophic forgetting.
Detaljer
- SprogEngelsk
- Sidetal236
- Udgivelsesdato21-10-2024
- ISBN139783731513735
- Forlag Karlsruher Institut Fur Technologie
- FormatPaperback
- Udgave1. Auflage
Størrelse og vægt
10 cm
Anmeldelser
Vær den første!
Log ind for at skrive en anmeldelse.