Author

Chi Dai Tran

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Preprint Aug 2026

Rethinking Pre-Training and Augmentation for Zero-Shot Cross-City Object Detection

Real-world deployment of traffic surveillance systems is bottlenecked by geographic domain shift, in which models trained in one city underperform when applied to an unseen target city. Conventional domain adaptation relies on hyperparameter-sensitive architectures or direct profiling of target data. Both are fundament...

Long Hoang Pham, Quoc Pham-Nam Ho, Huy-Hung Nguyen et al. · 1 citation

Preprint Aug 2026

Syn2RealTrack: Bridging the Gap Between Synthetic and Real-World Datasets for Online Multi-View Multi-Target Tracking

Multi-camera 3D perception systems for warehouse scenes are trained largely on synthetic data and evaluated on physically captured environments. The resulting synthetic-to-real gap, which corrupts ground-plane localization and cross-camera identity association, is usually treated as one deficiency for a single domain-a...

Duong Nguyen-Ngoc Tran, Ngoc Doan-Minh Huynh, Cuong Le et al. · 1 citation