Does Formula-Driven Supervised Learning Work on Small Datasets?

Does formula-driven supervised learning (FDSL) work effectively with fine-tuning on small datasets? Additionally, how many natural images do a network pre-trained with FDSL require to acquire sufficient image features? FDSL is a pre-training method that employs mathematical formulas to automatically...

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Bibliographic Details
Main Authors: Kodai Nakashima, Hirokatsu Kataoka, Yutaka Satoh
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10266324/