Search Results for author: Jungwook Shin

Found 3 papers, 3 papers with code

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

1 code implementation CVPR 2023 Jaeill Kim, Suhyun Kang, Duhun Hwang, Jungwook Shin, Wonjong Rhee

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.

Disentanglement Domain Generalization +7

DR.CPO: Diversified and Realistic 3D Augmentation via Iterative Construction, Random Placement, and HPR Occlusion

1 code implementation20 Mar 2023 Jungwook Shin, Jaeill Kim, Kyungeun Lee, Hyunghun Cho, Wonjong Rhee

To improve the diversity of the whole-body object construction, we develop an iterative method that stochastically combines multiple objects observed from the real world into a single object.

3D Object Detection Autonomous Driving +3

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