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Song-Lian Li

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Preprint Sep 2026

OmniVBench: A Benchmark and Large-Scale Dataset for Omni Reference-to-Video Generation

Omni reference-to-video (R2V) generation is emerging as a general paradigm that enables flexible video customization from diverse and compositional visual references. However, existing benchmarks fall short of these emerging capabilities: their test cases cover only a limited range of reference types and compositions,...

Wen-Xue Li, Pei-Yan Guan, Hao-Yan Jiang et al. · 1 citation
Preprint Oct 2026

Learning Holistic Scene Layout against View Shifts in Cross-View Geo-Localization

A Spatial Context Modeling module, which traverses feature maps along four orthogonal directions and models interactions among the resulting directional representations at each spatial position, which achieves competitive performance on standard cross-view geo-localization benchmarks while exhibiting strong robustness...

Chao-Hao Yang, Song-Lian Li, Zhi-Gang Tu · 0 citations

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