image-restoration

Open-source projects categorized as image-restoration
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Language: + Python + Jupyter Notebook + C
Topics: Pytorch super-resolution Computer Vision low-level-vision image-denoising
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Top 18 image-restoration Open-Source Projects

  • GFPGAN

    GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

    • Project mention: Ask HN: What is the state of the art in AI photo enhancement? | news.ycombinator.com | 2024-01-24

  • Real-ESRGAN

    Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.

    • Project mention: AI-Powered Nvidia RTX Video HDR Transforms Standard Video into HDR Video | news.ycombinator.com | 2024-01-24

    It's not exactly what you're after, as it's anime specific and you need to process the video yourself (eg disassemble to frames, run the upscaler, then assemble back to a movie file), but Real-ESRGAN is really good:

    https://github.com/xinntao/Real-ESRGAN/

    It's pretty brilliant for cleaning up very old, low resolution anime.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • Bringing-Old-Photos-Back-to-Life

    Bringing Old Photo Back to Life (CVPR 2020 oral)

    • Project mention: Old Photo Restoration Extension~ | /r/StableDiffusion | 2023-12-05

    This is an Extension that integrates Bringing Old Photos Back to Life, an old photo restoration algorithm, into the Automatic1111 Webui, as suggested by this post. User can process a photo, then send it to img2img or Inpaint for further refinement.

  • SwinIR

    SwinIR: Image Restoration Using Swin Transformer (official repository)

    • Project mention: A smooth and sharp image interpolation you probably haven't heard of | news.ycombinator.com | 2024-05-02

  • NAFNet

    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.

  • 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.

  • Real-ESRGAN-ncnn-vulkan

    NCNN implementation of Real-ESRGAN. Real-ESRGAN aims at developing Practical Algorithms for General Image Restoration.

    • Project mention: Spider-Man: The Animated Series in REAL | /r/StableDiffusion | 2023-12-07

    Don't even need topaz, there's plenty of free upscale models check the openmodeldb, and you have reve which is based on Real-ESRGAN-ncnn-vulkan.

  • SaaSHub

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  • MPRNet

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

  • DDNM

    [ICLR 2023 Oral] Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model

  • maxim

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

  • swin2sr

    [ECCV] 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

  • FBCNN

    Official Code for ICCV 2021 paper "Towards Flexible Blind JPEG Artifacts Removal (FBCNN)"

  • MIRNet-TFJS

    TensorFlow JS models for MIRNet for low-light💡 image enhancement

  • traiNNer

    traiNNer: Deep learning framework for image and video super-resolution, restoration and image-to-image translation, for training and testing.

    • Project mention: Unable to run stable diffusion locally | /r/StableDiffusion | 2023-06-07

    git clone https://github.com/victorca25/traiNNer.git

  • maxim-pytorch

    [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

  • tdanet

    The pytorch implementation of the paper "text-guided neural image inpainting" at MM'2020 (oral)

  • GFPGAN-for-Video-SR

    A colab notebook for video super resolution using GFPGAN

  • Real-ESRGAN-Video-Batch-Process

    Upscale any number of videos using this colab notebook!

  • SaaSHub

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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).

image-restoration related posts

Index

What are some of the best open-source image-restoration projects? This list will help you:

Project Stars
1 GFPGAN 34,686
2 Real-ESRGAN 26,181
3 Bringing-Old-Photos-Back-to-Life 14,475
4 SwinIR 4,091
5 NAFNet 2,002
6 Restormer 1,554
7 Real-ESRGAN-ncnn-vulkan 1,358
8 MPRNet 1,106
9 DDNM 1,033
10 maxim 952
11 swin2sr 533
12 FBCNN 393
13 MIRNet-TFJS 347
14 traiNNer 275
15 maxim-pytorch 159
16 tdanet 83
17 GFPGAN-for-Video-SR 32
18 Real-ESRGAN-Video-Batch-Process 23

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