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FFTformer. [CVPR 2023] Efficient Frequency Domain-based Transformer for High-Quality Image Deblurring

EVSSM. [CVPR 2025] Efficient Visual State Space Model for Image Deblurring; 1st place on AIM 2025 challenge on High FPS Motion Deblurring:

DeblurDiff. [NeurIPS 2025] DeblurDiff: Real-World Image Deblurring with Generative Diffusion Models

MIM-DiT. MiM-DiT: MoE in MoE with Diffusion Transformers for All-in-One Image Restoration

DeblurDiff_V2.