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Author

Rong-Zhen Zhao

2 papers indexed here

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Preprint Oct 2026

MOSAIC: Multi-Scale Object-Centric Slot Adaptation with Image-Guided Prototype Conditioning for Remote Sensing Image Super-Resolution

Pretrained diffusion Transformers provide powerful generative priors for image restoration, yet adapting them to structure-sensitive tasks remains challenging. Existing methods mainly rely on dense low-resolution features as conditions, which often entangle salient objects with dominant backgrounds and provide limited...

Liu-Qiang Wang, Han-Yu Xie, Rong-Zhen Zhao et al. · 0 citations
Preprint Sep 2026

Does Attention-Guided Masking Really Help Object Discovery in Object-Centric Learning?

Object-Centric Learning (OCL) aims to decompose images into objects without human annotations. A major family of mainstream methods uses Slot Attention to aggregate image features into object-level representations and then from them reconstructs masked image content, i.e., Random Masking (RM), to provide self-supervisi...

You-Liang Tao, Yan-Hua Han, Bin Zhao et al. · 0 citations

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