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PointAugment: An Auto-Augmentation Framework for Point Cloud Classification

PointAugment: An Auto-Augmentation Framework for Point Cloud Classification

We present PointAugment, a new auto-augmentation framework that automatically optimizes and augments point cloud samples to enrich the data diversity when we train a classification network. Different from existing auto-augmentation methods for 2D images, PointAugment is sample-aware and takes an adversarial learning strategy to jointly optimize an augmentor network and …