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Chonghyuk Song

4 accepted papers

2023

Total-Recon: Deformable Scene Reconstruction for Embodied View Synthesis

ICCV 2023poster

We explore the task of embodied view synthesis from monocular videos of deformable scenes. Given a minute-long RGBD video of people interacting with their pets, we render the scene from novel camera trajectories derived from the in-scene motion of actors: (1) egocentric cameras that simulate the poi…

Cited by 20PDFcodeScholar
2021

Distinctiveness Oriented Positional Equilibrium for Point Cloud Registration

ICCV 2021poster

Recent state-of-the-art learning-based approaches to point cloud registration have largely been based on graph neural networks (GNN). However, these prominent GNN backbones suffer from the indistinguishable features problem associated with over-smoothing and structural ambiguity of the high-level fe…

Cited by 21PDFScholar
2021

Improving Gradient Flow with Unrolled Highway Expectation Maximization

AAAI 2021technical

Integrating model-based machine learning methods into deep neural architectures allows one to leverage both the expressive power of deep neural nets and the ability of model-based methods to incorporate domain-specific knowledge. In particular, many works have employed the expectation maximization (…

Cited by 2SourcePDFScholar