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Gwangtak Bae

3 accepted papers

2025

Learning 3D Scene Analogies with Neural Contextual Scene Maps

ICCV 2025poster

Understanding scene contexts is crucial for machines to perform tasks and adapt prior knowledge in unseen or noisy 3D environments. As data-driven learning is intractable to comprehensively encapsulate diverse ranges of layouts and open spaces, we propose teaching machines to identify relational com…

2024

I2-SLAM: Inverting Imaging Process for Robust Photorealistic Dense SLAM

ECCV 2024poster

"We present an inverse image-formation module that can enhance the robustness of existing visual SLAM pipelines for casually captured scenarios. Casual video captures often suffer from motion blur and varying appearances, which degrade the final quality of coherent 3D visual representation. We propo…

Cited by 2SourcePDFScholar
2022

SLiDE: Self-Supervised LiDAR De-Snowing through Reconstruction Difficulty

ECCV 2022poster

"LiDAR is widely used to capture accurate 3D outdoor scene structures. However, LiDAR produces many undesirable noise points in snowy weather, which hamper analyzing meaningful 3D scene structures. Semantic segmentation with snow labels would be a straightforward solution for removing them, but it r…

Cited by 17SourcePDFScholar