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Top 10 Python esrgan Projects
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Real-ESRGAN
Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
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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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ESRGAN
ECCV18 Workshops - Enhanced SRGAN. Champion PIRM Challenge on Perceptual Super-Resolution. The training codes are in BasicSR.
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traiNNer
traiNNer: Deep learning framework for image and video super-resolution, restoration and image-to-image translation, for training and testing.
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EESRGAN
Small-Object Detection in Remote Sensing (satellite) Images with End-to-End Edge-Enhanced GAN and Object Detector Network
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SaaSHub
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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: About Open Source Image and Video Restoration Toolbox | news.ycombinator.com | 2024-02-27
git clone https://github.com/victorca25/traiNNer.git
Project mention: What's your experience witch watching movies/animes on 1440P | /r/Monitors | 2023-07-07Anime is very blurry when upscaled on 1440p, given that anime isn't even native 1080p to begin with. I found a good solution tho. There is a really great anime upscaler called 2x Animejanai V2.
Project mention: LogoScale – A method for vectorizing small, crappy logos | news.ycombinator.com | 2023-09-09Yeah I'd be similarly curious how that was arrived at. ESRGAN was co-developed by a researcher at Tencent, who has been involved in a range of similar things.
The only satellite related thing I saw in my brief searching is some separate project[1] based on ESRGAN used for satellite imagery.
[1] https://github.com/Jakaria08/EESRGAN
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).
Python esrgan related posts
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A smooth and sharp image interpolation you probably haven't heard of
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About Open Source Image and Video Restoration Toolbox
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Photorealistic Video Generation with Diffusion Models
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What neural net for SISR?
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Cant make concurrent calls to Model
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Outis my beloved
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ComicMerge (Beta testing version - SafeTensors)
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A note from our sponsor - InfluxDB
www.influxdata.com | 23 May 2024
Index
What are some of the best open-source esrgan projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Real-ESRGAN | 26,384 |
| 2 | BasicSR | 6,257 |
| 3 | ESRGAN | 5,707 |
| 4 | Real-ESRGAN | 405 |
| 5 | traiNNer | 275 |
| 6 | mpv-upscale-2x_animejanai | 271 |
| 7 | EESRGAN | 264 |
| 8 | onnx-web | 178 |
| 9 | ESRGAN-PyTorch | 131 |
| 10 | Real-ESRGAN-colab | 44 |
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