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Online Multi-Camera 3D Tracking via ID Prediction over Recurrent Sparse Queries

arXiv · AI, language, vision and robotics · article · Sep 16, 2026 · UTC

Online multi camera 3D tracking must maintain scene global identities across synchronized views, yet query-based trackers carry these identities only implicitly in the instance bank, where they fragment upon query interruption. We present an online architecture that recovers association accuracy by predicting IDs explicitly over recurrent sparse queries. An outside-in Sparse4D detector fuses calibrated views into world frame 3D detections while propagating a sparse query bank, and a causal MOTIP ID decoder associates detections against a finite trajectory memory. We adapt MOTIP's relative-ID p

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First collected: 2026-09-20T08:01:03.945Z. This is not the publication date.