Reliability-Aware 3D Geometric Injection for Universal Person Re-identification
UniGeo, a Universal Monocular 3D-Enhanced ReID framework driven by a Consistency-Aware Reliability Gate and Dual-Stream Residual Fusion, is proposed, which improves challenging, structure-sensitive scenarios while preserving competitive performance on clean domains.