low-level-vision topic

List low-level-vision repositories
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AFN

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Moire Removal via Attentive Fractal Network, CVPRW 2020

NAFNet

2.0k
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250
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The state-of-the-art image restoration model without nonlinear activation functions.

Restormer

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211
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[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.

CFSRCNN

110
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12
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Coarse-to-Fine CNN for Image Super-Resolution (IEEE Transactions on Multimedia,2021)

MIRNetv2

375
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54
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[TPAMI 2022] Learning Enriched Features for Fast Image Restoration and Enhancement. Results on Defocus Deblurring, Denoising, Super-resolution, and image enhancement

RankSRGAN

269
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59
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ICCV 2019 (oral) RankSRGAN: Generative Adversarial Networks with Ranker for Image Super-Resolution. PyTorch implementation

A Collection of Papers and Codes for CVPR2024/CVPR2021/CVPR2020 Low Level Vision

CycleISP

479
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70
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[CVPR 2020--Oral] CycleISP: Real Image Restoration via Improved Data Synthesis

maxim

959
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104
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[CVPR 2022 Oral] Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.

MPRNet

1.1k
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185
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[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.