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Top 23 super-resolution Open-Source Projects
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InfluxDB
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Real-ESRGAN
Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
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Waifu2x-Extension-GUI
Video, Image and GIF upscale/enlarge(Super-Resolution) and Video frame interpolation. Achieved with Waifu2x, Real-ESRGAN, Real-CUGAN, RTX Video Super Resolution VSR, SRMD, RealSR, Anime4K, RIFE, IFRNet, CAIN, DAIN, and ACNet.
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video2x
A lossless video/GIF/image upscaler achieved with waifu2x, Anime4K, SRMD and RealSR. Started in Hack the Valley II, 2018.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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PaddleGAN
PaddlePaddle GAN library, including lots of interesting applications like First-Order motion transfer, Wav2Lip, picture repair, image editing, photo2cartoon, image style transfer, GPEN, and so on.
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mmagic
OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
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BasicSR
Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.
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image-super-resolution
🔎 Super-scale your images and run experiments with Residual Dense and Adversarial Networks.
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SUPIR
SUPIR aims at developing Practical Algorithms for Photo-Realistic Image Restoration In the Wild
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Image-Super-Resolution-via-Iterative-Refinement
Unofficial implementation of Image Super-Resolution via Iterative Refinement by Pytorch
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SinGAN
Official pytorch implementation of the paper: "SinGAN: Learning a Generative Model from a Single Natural Image"
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super-resolution
Tensorflow 2.x based implementation of EDSR, WDSR and SRGAN for single image super-resolution
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Real-ESRGAN-ncnn-vulkan
NCNN implementation of Real-ESRGAN. Real-ESRGAN aims at developing Practical Algorithms for General Image Restoration.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Project mention: Ask HN: What is the state of the art in AI photo enhancement? | news.ycombinator.com | 2024-01-24
You can export the large PDF as a JPG then resize it using Tools > Adjust Size. You could also use https://waifu2x.udp.jp to "up-size" the smaller file to give it a bit more resolution. You can set up an Automator script to resize multiple images.
Project mention: AI-Powered Nvidia RTX Video HDR Transforms Standard Video into HDR Video | news.ycombinator.com | 2024-01-24It'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.
Project mention: AI Made These Movies Sharper. Critics Say It Ruined Them. | news.ycombinator.com | 2024-04-15I watch AI enhanced movies and/or shows every day when I use Anime4K, a real-time ML upscaler for anime https://github.com/bloc97/Anime4K
If you give shit-tier blurry DVD messes, it turns them into nicer blurry messes.
If you give it the usual bitrate starved streaming quality show, it looks almost as nice as a blueray.
If you give it a blueray... It basically comes out looking exactly the same. I'll usually still add its "darken lines" filter since I'm a fan of strong linework.
CodeFormer
Project mention: Looking for ways to run AI GUI software via cloud gpu compute | /r/Cloud | 2023-11-13The software in question is on Github called Waifu2x-Extension-GUI https://github.com/AaronFeng753/Waifu2x-Extension-GUI
Project mention: Upscayl – Free and Open Source AI Image Upscaler | news.ycombinator.com | 2024-03-31
Project mention: About Open Source Image and Video Restoration Toolbox | news.ycombinator.com | 2024-02-27
Project mention: Final2x - Enhance Your Images with Effortless Cross-Platform Super-Resolution at Any Scale | /r/linux | 2023-07-01
Current SOTA open source is I believe SUPIR (Example - https://replicate.com/p/okgiybdbnlcpu23suvqq6lufze), but it needs a lot of VRAM, or you can run it through replicate, or here's the repo (https://github.com/Fanghua-Yu/SUPIR)
A professor suggested to try to fine tune the state of the art model StableSR, but there's just no way I can run the it on either the hardware I have access to or Colab (even tho I do have the pro version).
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.
super-resolution related posts
- AI-Powered Nvidia RTX Video HDR Transforms Standard Video into HDR Video
- Photorealistic Video Generation with Diffusion Models
- How do I change the learning hub video resolution?
- Upscaling Realism of an Image
- What software to use for upscaling anime edits
- Looking for ways to run AI GUI software via cloud gpu compute
- What neural net for SISR?
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A note from our sponsor - InfluxDB
www.influxdata.com | 28 Apr 2024
Index
What are some of the best open-source super-resolution projects? This list will help you:
Project | Stars | |
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1 | GFPGAN | 34,594 |
2 | waifu2x | 27,164 |
3 | Real-ESRGAN | 25,999 |
4 | Anime4K | 17,751 |
5 | CodeFormer | 13,396 |
6 | Waifu2x-Extension-GUI | 12,039 |
7 | video2x | 8,630 |
8 | PaddleGAN | 7,674 |
9 | Magpie | 7,254 |
10 | mmagic | 6,570 |
11 | BasicSR | 6,177 |
12 | Final2x | 5,214 |
13 | image-super-resolution | 4,499 |
14 | SwinIR | 4,082 |
15 | SUPIR | 3,359 |
16 | Image-Super-Resolution-via-Iterative-Refinement | 3,355 |
17 | SinGAN | 3,281 |
18 | SRGAN | 3,198 |
19 | carefree-creator | 2,115 |
20 | StableSR | 1,820 |
21 | QualityScaler | 1,719 |
22 | super-resolution | 1,452 |
23 | Real-ESRGAN-ncnn-vulkan | 1,346 |
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