Cross-Validation Is All You Need: A Statistical Approach To Label Noise Estimation.
Jianan ChenAnne L. MartelPublished in: CoRR (2023)
Keyphrases
- cross validation
- noise estimation
- model selection
- noise level
- noisy images
- hyperparameters
- support vector
- error estimates
- cross validated
- statistical inference
- training set
- regularization parameter
- generalization error
- denoising
- unseen data
- multi label
- edge detection
- nearest neighbor classifiers
- decision trees
- data sets
- image restoration
- computer vision
- image processing
- information criterion
- ls svm
- random sampling
- markov random field