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Yeon-Ji Song

3 accepted papers

2026

Kinematics-Driven Gaussian Shape Deformation for Blurry Monocular Dynamic Scenes

ICML 2026poster

Reconstructing dynamic 3D scenes from blurry monocular videos is challenging because motion-induced blur entangles object motion and geometry, hindering geometric consistency. We present Kinematics-GS, a kinematics-aware framework that models blur as motion-aligned deformation and introduces a kinem…

Cited by 0SourceScholar
2025

OCK: Unsupervised Dynamic Video Prediction with Object-Centric Kinematics

ICCV 2025poster

Human perception involves decomposing complex multi-object scenes into time-static object appearance (i.e., size, shape, color) and time-varying object motion (i.e., position, velocity, acceleration). For machines to achieve human-like intelligence in real-world interactions, understanding these phy…

Cited by 0SourcePDFScholar
2024

Continuous SO(3) Equivariant Convolution for 3D Point Cloud Analysis

ECCV 2024poster

"The inherent richness of geometric information in point cloud underscores the necessity of leveraging group equivariance, as preserving the topological structure of the point cloud up to the feature space provides an intuitive inductive bias for solving problems in 3D space. Since manifesting the s…

Cited by 0SourcePDFScholar