Author

K. M. Le

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Preprint Aug 2026

GeoRoute: Geometry-Aware Hybrid Inference for Traffic Future-Frame Prediction

This work presents a training-free inference framework that stabilizes reliable static structure in pretrained video predictions through multi-frame temporal context and view-conditioned routing, and demonstrates that geometry-aware inference-time refinement and view-conditioned hybrid inference can improve static-geom...

K. M. Le, H. Pham, Danh Thanh Luu et al. · 1 citation

Preprint Aug 2026

Heterogeneous Vision-Language Ensemble with Disagreement-Aware Reranking for Text-Based Person Anomaly Retrieval

The GENAI4E team's solution to AI City Challenge 2026 Track 4 builds upon a strong retrieval backbone and progressively integrates heterogeneous vision-language embedding models through score alignment and iterative ensemble fusion, followed by disagreement-aware VLM reranking for ambiguous queries.

Huu-An Vu, Cam Tu Nguyen Thi, Thanh Toan Le Ngo et al. · 1 citation