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Author

Junhong Lin

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Preprint Aug 2026

CoDS: Robust Collaborative Perception via Expert-driven Detection and BEV Segmentation

This work proposes a robust Collaborative perception framework with expert-driven Detection and bev Segmentation (CoDS) and designs the Semantic Mixture-of-Experts (S-MoE) module to extract differentiated features for inconsistent feature demands.

Jinlong Wang, Yuang Jia, Jun-Hong Lin et al. · 0 citations
Preprint Aug 2026

Visual Geometry Foundation-Aware Gaussians for Single-Frame Surround-View Driving Reconstruction

VGGD, a visual geometry foundation-aware 3D Gaussian Splatting framework for feed-forward surround-view driving reconstruction, which shifts geometric modeling to the frontend and adapts foundation priors to the driving camera setting and achieves the best overall rendering quality among the compared methods and improv...

Junhong Lin, Jinlong Wang, Xianda Guo et al. · 0 citations
Jul 2026

CoSAG: Compact Semantic Anchor Gaussians via Training-Free Rate-Distortion Coding

CoSAG is presented, which constructs the field without any per-scene training through a closed-form transmittance-weighted lift, spatially grounded semantic anchors, and multi-view denoising, and stores it with a spatially predictive entropy coder that ships no decoder.

Yuang Jia, Jinlong Wang, Junhong Lin et al. · 1 citation

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