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T. Aydın

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#machine learning Preprint Sep 2026

Uncertainty-Aware RL-Controlled Adaptive 3D Mapping

Voxel-based volumetric mapping is fundamental to 3D reconstruction, yet fixed-resolution grids remain inherently inefficient - wasting memory in uniform regions and losing detail in complex ones. Existing adaptive methods, such as MAP-ADAPT, partially address this by varying resolution based on geometry and user-define...

Alpay Ozkan, T. Aydın, M. Pollefeys et al. · 0 citations
Book Open access Jul 2026

SmoothMotionVectors: Optimizing Your Content for Video Codecs in Free View Video Compression

An empirical study of free-view video compression for dynamic scenes reconstructed with 3D Gaussian Splatting for dynamic scenes reconstructed with 3D Gaussian Splatting, examining how practical pipeline design choices affect reconstruction fidelity and storage efficiency.

Mingyang Song, Yang Zhang, Siyu Tang et al. · 0 citations

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