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Top 9 low-level-vision open source projects

SwinIR: Image Restoration Using Swin Transformer (official repository)

✭ 1,260

python shell decompression transformer super-resolution image-denoising image-restoration restoration denoising image-super-resolution low-level-vision deblocking vision-transformer image-deblocking compression-artifact-reduction real-world-image-super-resolution lightweight-image-super-resolution image-sr

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.

✭ 586

python matlab pytorch transformer high-resolution image-restoration image-deblurring motion-deblurring low-level-vision defocus-deblurring image-deraining efficient-transformers cvpr2022

Trident-Dehazing-Network

NTIRE 2020 NonHomogeneous Dehazing Challenge (CVPR Workshop 2020) 1st Solution.

✭ 42

Cuda c python shell computer-vision pytorch dehaze super-resolution dehazing low-level-vision

CWR

Code and dataset for Single Underwater Image Restoration by Contrastive Learning, IGARSS 2021, oral.

✭ 43

python computer-vision pytorch generative-adversarial-network image-generation image-restoration underwater-image low-level-vision

ECNDNet

Enhanced CNN for image denoising (CAAI Transactions on Intelligence Technology, 2019)

✭ 58

python deep-neural-networks deep-learning cnn residual-learning low-level-vision cnn-pytorch image-denoise dilated-convolution

DudeNet

Designing and Training of A Dual CNN for Image Denoising (Knowledge-based Systems, 2021)

✭ 45

python deep-learning cnn image-denoising image-preprocessing low-level-vision cnn-pytorch real-noise blind-denoising

ICCV2021-Single-Image-Desnowing-HDCWNet

This paper is accepted by ICCV 2021.

✭ 47

python haze-removal iccv image-restoration rain-removal dehazing image-enhancement low-level-vision deraining snow-removal desnowing desnowing-algorithm iccv2021

CResMD

(ECCV 2020) Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image Restoration

✭ 92

python Cuda C++matlab shell deep-learning image-restoration jpeg-deblocking deblurring denoising dynamic-networks low-level-vision cresmd

DC-ShadowNet-Hard-and-Soft-Shadow-Removal

[ICCV2021]DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network, https://arxiv.org/abs/2207.10434

✭ 81

python deep-learning shadow restoration low-level-vision shadow-removal iccv-2021

1-9 of 9 low-level-vision projects