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Q. Yan

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Preprint Sep 2026

Laplacian Frequency Hierarchies for Efficient 3D Gaussian Splatting Training

A key bottleneck in 3D Gaussian Splatting training is the continual growth of Gaussian primitives, which increases optimization cost and slows convergence, especially at high resolutions. We propose Laplacian Frequency Hierarchies, a simple yet efficient 3DGS scheme that combines Laplacian image decomposition with coar...

Yixiong Yang, Sirius Z. Zhang, Q. Yan et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Skytopia: Monocular Drone Navigation with Action-Conditioned Latent World Models

Monocular drone navigation requires reaching a goal in an unseen environment from a single forward-facing camera, which offers few cues for depth and scale. World models address this by modelling how observations evolve under actions, but they are built to be executed: the prediction is produced at deployment and fed b...

Yu-Hang Zhang, Rangya Zhang, Yu-Jing Shang et al. · 0 citations
Open access Jul 2026

Evaluating 3D Scene Representations for Aerial Photogrammetry across Diverse Cityscapes

Abstract. The proliferation of continuous Neural Radiance Field (NeRF) and 3D Gaussian Splatting (3DGS) has shifted the paradigm of 3D aerial reconstruction from relying solely on geometric stereo matching to inverse rendering optimization. However, while these emerging rendering-based frameworks excel in synthesizing...

Shihan Chen, Zhaojin Li, Q. Yan et al. · 0 citations

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