RoNFA: Robust Neural Field-based Approach for Few-Shot Image Classification with Noisy Labels

Nan Xiang, Lifeng Xing, Dequan Jin

In few-shot learning (FSL), the labeled samples are scarce. Thus, label errors can significantly reduce classification accuracy. Since label errors are inevitable in realistic lear…