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Jihye Kim

2 accepted papers

2023

CORE: Co-planarity Regularized Monocular Geometry Estimation with Weak Supervision

ICCV 2023poster

The ill-posed nature of monocular 3D geometry (depth map and surface normals) estimation makes it rely mostly on data-driven approaches such as Deep Neural Networks (DNN). However, data acquisition of surface normals, especially the reliable normals, is acknowledged difficult. Commonly, reconstructi…

Cited by 0PDFScholar
2023

CrossSplit: Mitigating Label Noise Memorization through Data Splitting

ICML 2023poster

We approach the problem of improving robustness of deep learning algorithms in the presence of label noise. Building upon existing label correction and co-teaching methods, we propose a novel training procedure to mitigate the memorization of noisy labels, called CrossSplit, which uses a pair of neu…