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Papers
Multi-Level Blur-Aware Stable Diffusion for Region-Adaptive Defocus Deblurring
AAAI 2026
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures
ICCV 2025
F2former: When Fractional Fourier Meets Deep Wiener Deconvolution and Selective Frequency Transformer for Image Deblurring
WACV 2025
Intra and Inter Parser-Prompted Transformers for Effective Image Restoration
AAAI 2025
Performing Defocus Deblurring by Modeling its Formation Process
ICCV 2025
Quad-Pixel Image Defocus Deblurring: A New Benchmark and Model
CVPR 2025
Residual Diffusion Deblurring Model for Single Image Defocus Deblurring
AAAI 2025
A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
CVPR 2024
LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network
CVPR 2024
Prior and Prediction Inverse Kernel Transformer for Single Image Defocus Deblurring
AAAI 2024
DC2: Dual-Camera Defocus Control by Learning To Refocus
CVPR 2023
Focal Network for Image Restoration
ICCV 2023
K3DN: Disparity-Aware Kernel Estimation for Dual-Pixel Defocus Deblurring
CVPR 2023
Learnable Blur Kernel for Single-Image Defocus Deblurring in the Wild
AAAI 2023
Learning Single Image Defocus Deblurring with Misaligned Training Pairs
AAAI 2023
Neumann Network With Recursive Kernels for Single Image Defocus Deblurring
CVPR 2023
Single Image Defocus Deblurring via Implicit Neural Inverse Kernels
ICCV 2023
Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning
WACV 2022
Learning to Deblur Using Light Field Generated and Real Defocus Images
CVPR 2022
Defocus Map Estimation and Deblurring From a Single Dual-Pixel Image
ICCV 2021
Gaussian Kernel Mixture Network for Single Image Defocus Deblurring
NeurIPS 2021
Iterative Filter Adaptive Network for Single Image Defocus Deblurring
CVPR 2021
Learning To Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data
ICCV 2021