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Mengjiao Han

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#machine learning Preprint Sep 2026

DiffusionShadow: Diffusion-based Shadow Caching for Neural Volume Rendering

A diffusion-based shadow caching framework that compresses a vast set of pre-calculated shadow INRs into a single diffusion model that effectively memorizes and reconstructs a dense set of pre-trained lighting conditions on the fly, bypassing the massive storage bloat of independent INRs.

Kai-Chen Tung, Qi Wu, David Bauer et al. · 0 citations
Preprint Aug 2026

Cross-Platform Benchmark of Neural 3D Reconstruction for Autonomous Laboratory Robots

This work presents a systematic compute-platform benchmark of neural 3D reconstruction methods, evaluating NeRF and 3D Gaussian Splatting training and rendering on GPU-enabled computing devices, and place Meta's SAM3D single-image reconstruction on the same axes to quantify its latency and fidelity gap relative to per-...

Yongho Kim, Meng-Jiao Han, Victor A. Mateevitsi et al. · 0 citations

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