Learning Deep Networks from Noisy Labels with Dropout Regularization

Ishan Jindal, Matthew Nokleby, Xuewen Chen

Large datasets often have unreliable labels-such as those obtained from Amazon's Mechanical Turk or social media platforms-and classifiers trained on mislabeled datasets often exhi…