Top 9 Python low-level-vision Projects

SwinIR

27 4,060 0.0 Python

SwinIR: Image Restoration Using Swin Transformer (official repository)
NAFNet

5 1,992 0.0 Python

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

Project mention: Workflow to denoise low quality images? | /r/comfyui | 2023-11-29

I've tried using NAFNet but this simply does not work on most images I've tried. I've tried using VEAencode then using low denoise parameter on a KSampler while describing the image as much as possible and did not get good results as well.

InfluxDB

www.influxdata.com sponsored

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Restormer

3 1,532 1.8 Python

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

1 1,242 0.0 Python

VRT: A Video Restoration Transformer (official repository)
MPRNet

1 1,095 4.4 Python

[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.
DeblurGANv2

1 976 0.0 Python

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

1 937 0.0 Python

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

workos.com sponsored

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swin2sr

2 523 2.6 Python

Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 3.3M runs https://replicate.com/mv-lab/swin2sr
maxim-pytorch

1 159 1.6 Python

[CVPR 2022 Oral] PyTorch re-implementation for "MAXIM: Multi-Axis MLP for Image Processing", with *training code*. Official Jax repo: https://github.com/google-research/maxim

Project mention: Need help to reduce vision transformer patch artifacts | /r/computervision | 2023-04-28

Hi there, i'm trying to do image enhancement task. Basically you give it some image and it makes it more colorful, vibrant, changes up some exposure and other things. I'm implementing it with Google Maxim architecture in pytorch. Unfortunately they dont include training code (original one is in JAX) and pyotorch only has the network, not training code.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2023-11-29.