Author

Jia Qin

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Open access Oct 2026

Focus-and-Disperse: A Fine-to-Broad Context Aggregation for Image Inpainting

Although generative models have achieved impressive visual plausibility in image inpainting, they still face challenges in high-fidelity content restoration, as the generated structures may deviate from real-world appearances. In this paper, to achieve accurate inpainting results, we propose the Focus-and-Disperse Inpa...

Jia Qin, Yue Lv, Shuang-Jiao Zhai et al. · Applied Sciences · 0 citations

Open access Sep 2026

PKSF: A Task-Aware Prior Knowledge Selection and Fusion Framework for TextVQA

This work proposes a TextVQA framework that integrates external prior knowledge to support multimodal reasoning and demonstrates that this approach effectively leverages external knowledge to improve performance on knowledge-intensive questions.

Zan-Xia Jin, Pin-Le Qin, Jia Qin et al. · Electronics · 0 citations