Author

Tian-Yi Xu

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Sep 2026

RefMover: Diffusion-Based Single Image Reflection Removal With Language and Region Guidance.

RefMover is introduced, a multi-instruction diffusion framework for SIRR that bridges the semantic-spatial gap by combining language and region guidance and features a pipeline with a streamlined conditional architecture that mitigates condition conflicts and preserves details.

Zi-Feng Wang, Yuchen Hong, Tian-Yi Xu et al. · IEEE Transactions on Pattern... · 0 citations

#machine learning Preprint Sep 2026

MAST: Label-Efficient, Robust, and Generalizable Sound Detection for Biodiversity Monitoring via Masked Audio Pretraining and Self-Training

The results show that MAST can effectively extend self-supervised audio representations from clip-level tasks to robust box-level localization across diverse bioacoustic settings, providing a practical path for biodiversity monitoring with limited labels.

Tian-Yi Xu, Daniel L. Pimentel-Alarcón, Z. Buřivalová et al. · 1 citation