Python image-restoration

Open-source Python projects categorized as image-restoration
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Top 15 Python image-restoration Projects

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  1. GFPGAN

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

    Project mention: Deep Live Cam: Real-Time Face Swapping and One-Click Video Deepfake Tool | news.ycombinator.com | 2024-08-10

    Interesting... This project is built upon "GFPGAN v1.4" (https://github.com/TencentARC/GFPGAN) and "FaceSwap Extension - Automatic 1111 - Proof of Concept" (https://github.com/revolverocelot1/-webui-faceswap-unlocked). The GFPGAN project is grounded on its own in the paper "GFP-GAN: Towards Real-World Blind Face Restoration with Generative Facial Prior" by Wang et al.

  2. Stream

    Stream - Scalable APIs for Chat, Feeds, Moderation, & Video. Stream helps developers build engaging apps that scale to millions with performant and flexible Chat, Feeds, Moderation, and Video APIs and SDKs powered by a global edge network and enterprise-grade infrastructure.

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  3. Real-ESRGAN

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

  4. Bringing-Old-Photos-Back-to-Life

    Bringing Old Photo Back to Life (CVPR 2020 oral)

  5. SwinIR

    SwinIR: Image Restoration Using Swin Transformer (official repository)

  6. NAFNet

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

  7. 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.

  8. MPRNet

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

  9. InfluxDB

    InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.

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  10. DDNM

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

  11. 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

  12. deep-tempest

    Restoration for TEMPEST images using deep-learning

    Project mention: Deep-Tempest: Using Deep Learning to Eavesdrop on HDMI | news.ycombinator.com | 2024-07-31

  13. FBCNN

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

  14. traiNNer

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

  15. 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

  16. PCNet

    (TPAMI 2024) Practical Compact Deep Compressed Sensing [PyTorch]

    Project mention: Show HN: A new compact network for image-compressed sensing | news.ycombinator.com | 2024-11-23

  17. tdanet

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

  18. SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

    SaaSHub logo
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).

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Index

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

# Project Stars
1 GFPGAN 36,921
2 Real-ESRGAN 31,687
3 Bringing-Old-Photos-Back-to-Life 15,452
4 SwinIR 4,838
5 NAFNet 2,562
6 Restormer 2,140
7 MPRNet 1,303
8 DDNM 1,251
9 swin2sr 641
10 deep-tempest 615
11 FBCNN 491
12 traiNNer 300
13 maxim-pytorch 175
14 PCNet 98
15 tdanet 83

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