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Jungwook Shin

2 accepted papers

2023

Diversified and Realistic 3D Augmentation via Iterative Construction, Random Placement, and HPR Occlusion

AAAI 2023technical

In autonomous driving, data augmentation is commonly used for improving 3D object detection. The most basic methods include insertion of copied objects and rotation and scaling of the entire training frame. Numerous variants have been developed as well. The existing methods, however, are considerabl…

Cited by 4SourcePDFScholar
2023

VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution

CVPR 2023poster

Since the introduction of deep learning, a wide scope of representation properties, such as decorrelation, whitening, disentanglement, rank, isotropy, and mutual information, have been studied to improve the quality of representation. However, manipulating such properties can be challenging in terms…