Xuefei Bai

Which Is More Effective in Label Noise Cleaning, Correction or Filtering?

Most noise cleaning methods adopt one of the correction and filtering modes to build robust models. However, their effectiveness, applicability, and hyper-parameter insensitivity have not been carefully studied. We compare the two cleaning modes via a rebuilt error bound in noisy environments. At th…