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Author

Zhengbo Zhang

2 papers indexed here

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Preprint Oct 2026

TRIM-ReID: Duplication-Aware Token Reduction and Modality-Aligned Interaction for Multi-Modal Object Re-Identification

Multi-modal object re-identification exploits complementary RGB, near-infrared (NIR), and thermal-infrared (TIR) observations to retrieve target objects. However, existing methods commonly employ visual encoders optimized for global image-text alignment and select tokens using learned importance scores. Such designs fa...

Wan-Ke Xia, Rui-Ding Zhu, Xing-Guo Xu et al. · 0 citations
Preprint Aug 2026

EffectLearner: World-Aware Object-Effect Reasoning for Real-World Video Object Removal

EffectLearner is proposed, a semantic-reasoning-enhanced framework that combines a VLM-based Object-Effect Reasoner with a DiT-based Video Eraser that achieves clear advantages on both EffectWorld-Eval and the challenging EffectWorld-Wild, demonstrating its ability to deliver high-quality video object removal in comple...

Fei Wu, Wan-Ke Xia, Xu He et al. · 0 citations

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