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bicubic-plusplus

Bicubic++ (NTIRE @ CVPR 2023, Real Time Super Resolution Track 2 winner)

deblurganv2

[ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

defocus-deblurring-dual-pixel

Reference github repository for the paper "Defocus Deblurring Using Dual-Pixel Data". We introduce a deep neural network (DNN) architecture that uses the dual-pixel (DP) sub-aperture views to reduce defocus blur.

dfn

did-anet-defocus-deblurring

Code for our paper DED-Net: the Dual-task Network for Defocus Estimation and Deblurring (Under Construction Now)

drbnet

[CVPR Oral 2022] PyTorch Implementation for "Learning to Deblur using Light Field Generated and Real Defocused Images"

focalnet

[ICCV23] Focal Network for Image Restoration

fsnet

[TPAMI] Image Restoration via Frequency Selection

irnext

[ICML2023] IRNeXt: Rethinking Convolutional Network Design for Image Restoration

isp_infrared_image_process

motion-flow-syn

Motion flow and corresponding blurry image synthesis. Training data generation for "From Motion Blur to Motion Flow: A Deep Learning Solution for Removing Heterogeneous Motion Blur (CVPR'17)".

motion_blur

Playing around with code for the paper Learning to Synthesize Motion Blur - Tim Brooks & Jonathan T. Barron, CVPR 2019.

nafnet

The state-of-the-art image restoration model without nonlinear activation functions.

recurrent-defocus-deblurring-synth-dual-pixel

"Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data"

repvit

RepViT: Revisiting Mobile CNN From ViT Perspective [CVPR 2024] and RepViT-SAM: Towards Real-Time Segmenting Anything

restormer

[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.

rsblur

Repository for Realistic Blur Synthesis for Learning Image Deblurring

sfnet

[ICLR 2023] Selective Frequency Network for Image Restoration

syndof

The official matlab implementation of SYNDOF generation used in the paper, 'Deep Defocus Map Estimation using Domain Adaptation', CVPR 2019

uformer

[CVPR 2022] Official implementation of the paper "Uformer: A General U-Shaped Transformer for Image Restoration".