NegCosIC: Negative Cosine Similarity-Invariance- Covariance Regularization for Few-Shot Learning

Few-shot learning continues to pose a challenge as it is inherently difficult for visual recognition models to generalize with limited labeled examples. When the training data is limited, the process of training and fine-tuning the model will be unstable and inefficient due to overfitting. In this p...

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Bibliographic Details
Main Authors: Wei Han Liu, Kian Ming Lim, Thian Song Ong, Chin Poo Lee
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10495027/