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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
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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