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cs.CV2023
Point Clouds Are Specialized Images: A Knowledge Transfer Approach for 3D Understanding
Jiachen Kang, Wenjing Jia, Xiangjian He +1
Self-supervised representation learning (SSRL) has gained increasing attention in point cloud understanding, in addressing the challenges posed by 3D data scarcity and high annotat…
cs.CV2022★ 4 cited
Leveraging Systematic Knowledge of 2D Transformations
Jiachen Kang, Wenjing Jia, Xiangjian He
The existing deep learning models suffer from out-of-distribution (o.o.d.) performance drop in computer vision tasks. In comparison, humans have a remarkable ability to interpret i…