A parameter-free 7D spectral reliability descriptor, reused for both fusion gating and sparse expert routing, improves RGB-infrared detection accuracy and robustness under degradation (DroneVehicle avg retention 95.0% vs 92.0% for content-only MoE).
Proceedings of the ACM International Conference on Multimedia (MM) , pages =
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Bridging Multimodal Fusion and Expert Routing via Spectral Reliability Descriptors for Robust Object Detection
A parameter-free 7D spectral reliability descriptor, reused for both fusion gating and sparse expert routing, improves RGB-infrared detection accuracy and robustness under degradation (DroneVehicle avg retention 95.0% vs 92.0% for content-only MoE).