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Wonjoon Choi

3 accepted papers

2026

Scale-Invariant and View-Relational Representation Learning for Full Surround Monocular Depth

RA-L 2026

Recent foundation models demonstrate strong generalization capabilities in monocular depth estimation. However, directly applying these models to Full Surround Monocular Depth Estimation (FSMDE) presents two major challenges: (1) high computational cost, which limits real-time performance, and (2) d

Cited by 0SourceScholar
2026

Scale-Invariant and View-Relational Representation Learning for Full Surround Monocular Depth

ICRA 2026poster

Recent foundation models demonstrate strong generalization capabilities in monocular depth estimation. However, directly applying these models to Full Surround Monocular Depth Estimation (FSMDE) presents two major challenges: (1) high computational cost, which limits real-time performance, and (2) d…

2025

Intrinsic Image Decomposition for Robust Self-supervised Monocular Depth Estimation on Reflective Surfaces

AAAI 2025technical

Self-supervised monocular depth estimation (SSMDE) has gained attention in the field of deep learning as it estimates depth without requiring ground truth depth maps. This approach typically uses a photometric consistency loss between a synthesized image, generated from the estimated depth, and the…

Cited by 0SourcePDFScholar