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Beomjoon Kim

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#machine learning Preprint Sep 2026

CODA: Depth-Aligned Scene Completion and Object Decomposition from a Single RGB-D Image

Robots operating safely in cluttered everyday environments often need to infer scene geometry from partial observations. Methods that detect objects in 2D and reconstruct them independently struggle in such scenes: a missed object is never reconstructed, a merged detection can fuse two objects, and separately reconstru...

Dongwon Son, Junhyek Han, Yoon-Je Cho et al. · 0 citations

TAM: Torque Adaptation Module for Robust Motion Transfer in Manipulation

The Torque Adaptation Module (TAM), a learned module that adapts the torque commands sent to the robot to match the behavior of an ideal robot, is introduced and shows that TAM improves zero-shot real-robot execution compared to online system identification and RMA baselines and enables robust dynamic manipulation perf...

Dongwon Son, Florian Shkurti, Jason Lee et al. · 0 citations

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