Mixup

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf data augmentation technique
gptkbp:appliesTo speech recognition
image classification
tabular data
gptkbp:citation over 3000
gptkbp:goal improve generalization
increase robustness to adversarial examples
reduce memorization of corrupt labels
gptkbp:hasConcept training on convex combinations of pairs of examples and their labels
https://www.w3.org/2000/01/rdf-schema#label Mixup
gptkbp:influenced AugMix
CutMix
Manifold Mixup
gptkbp:openSource gptkb:TensorFlow
gptkb:PyTorch
gptkbp:proposedBy 2017
Hongyi Zhang
gptkbp:publishedIn gptkb:International_Conference_on_Learning_Representations_(ICLR)
gptkbp:relatedTo data augmentation
label smoothing
gptkbp:usedIn gptkb:machine_learning
gptkbp:bfsParent gptkb:Grupo_Sanborns
gptkbp:bfsLayer 7