Xingyuan Wang

MMDIR: Multimodal Instruction-Driven Framework for Mixed-Degradation Document Image Restoration

Restoring degraded document image is essential for both improving visual quality and optimizing performance in downstream document analysis tasks. Although existing methods have demonstrated substantial improvements in restoration outcomes, they primarily address single-type degradation scenarios. C