anaksor-ocr
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Reads Khmer and English text from documents, receipts and photos of signs, using a detector for text lines and a recogniser for each line. Suits developers who…
Improves picture quality by enhancing and upscaling images, with a Gradio app that runs in the browser. Suits anyone who wants sharper photos without installing editing software.
Free Img EnhanceUpscaler PRO is a kit in the Productivity category, listed by Mindket. It is free. This is version 1, last updated on . Download it on this page, a zip of its files. Nothing in it runs by itself.
pip install -U huggingface_hub hf download Deddy/Free-Img-EnhanceUpscaler-PRO --repo-type space --local-dir Free-Img-EnhanceUpscaler-PRO cd Free-Img-EnhanceUpscaler-PRO
This Space is a Gradio app for improving the quality of pictures. Its short tagline, written in Indonesian, says it raises image quality with several techniques. The files point to two jobs, enhancing and upscaling, and the page names the stable-diffusion-x4-upscaler model.
It suits people with soft or small pictures who want a better version, and developers who want to read how such an app is put together.
| Industry | Who uses it | How they use it | Example |
|---|---|---|---|
| Photography | Hobby photographers | Improve old or low-quality pictures | Run a soft family photo through the enhancer |
| Online retail | Shop owners | Make small product pictures larger and clearer | Upscale a product shot before listing it |
| Design | Designers | Get a bigger starting image for a draft | Enlarge a low-resolution logo mockup |
| Software | Developers | Study how enhance and upscale code is organised in one app | Read app_enhance.py and app_upscale.py |
Skip it if you need batch processing or a documented command line, since the source describes neither.
| Use case | Who | What they get back |
|---|---|---|
| Enhancing a picture | Anyone with a soft photo | A cleaner version of the same picture |
| Upscaling a picture | People who need a larger image | A bigger version of the original |
| Reading the code | Developers | A Gradio app with separate enhance and upscale scripts |
The online copy needs nothing. For a copy on your own computer, you need the following.
pip install -U huggingface_hub hf download Deddy/Free-Img-EnhanceUpscaler-PRO --repo-type space --local-dir Free-Img-EnhanceUpscaler-PRO cd Free-Img-EnhanceUpscaler-PRO pip install gradio==5.31.0 pip install -r requirements.txt python app.py
Online, open the Space's page, give it a picture and choose enhancing or upscaling. On your own computer, start the app with the command below and use the page it launches. The source does not describe the controls, so follow the labels.
python app.py
You upload a small, blurry photo and run the upscaler. The Space returns a larger version for you to look at and save. The source gives no figures on how much larger or sharper it gets.
If you are new, open the Space online and try one small picture first, since big files take longer on shared hardware. Compare the result with the original side by side.
If you know the field, the repository carries weight files named for GFPGAN v1.4 and Real-ESRGAN, plus scripts for cropping, segmentation and enhancement, and the page names Stability AI's x4 upscaler. The Space sits on cpu-basic hardware at Hugging Face, so large images are likely to be slow.
The source is short, so quality and speed claims are not available.
Improves picture quality by enhancing and upscaling images, with a Gradio app that runs in the browser. Suits anyone who wants sharper photos without installing editing software.
Made by Deddy on Hugging Face. These notes are Mindket's, written from its Space page and README; the app's own files and license are on Hugging Face.
What it is: This Space is a Gradio app for improving the quality of pictures. Its short tagline, written in Indonesian, says it raises image quality with several techniques. The files point to two jobs, enhancing and upscaling, and the page names the stable-diffusion-x4-upscaler model.
Who it suits: It suits people with soft or small pictures who want a better version, and developers who want to read how such an app is put together.
Industry | Who uses it | How they use it | Example
Photography | Hobby photographers | Improve old or low-quality pictures | Run a soft family photo through the enhancer
Online retail | Shop owners | Make small product pictures larger and clearer | Upscale a product shot before listing it
Design | Designers | Get a bigger starting image for a draft | Enlarge a low-resolution logo mockup
Software | Developers | Study how enhance and upscale code is organised in one app | Read app_enhance.py and app_upscale.py
Skip it if you need batch processing or a documented command line, since the source describes neither.
Where to use it:
Use case | Who | What they get back
Enhancing a picture | Anyone with a soft photo | A cleaner version of the same picture
Upscaling a picture | People who need a larger image | A bigger version of the original
Reading the code | Developers | A Gradio app with separate enhance and upscale scripts
How to set it up: The online copy needs nothing. For a copy on your own computer, you need the following.
pip install -U huggingface_hub
hf download Deddy/Free-Img-EnhanceUpscaler-PRO --repo-type space --local-dir Free-Img-EnhanceUpscaler-PRO
cd Free-Img-EnhanceUpscaler-PRO
pip install gradio==5.31.0
pip install -r requirements.txt
python app.py
How to use it: Online, open the Space's page, give it a picture and choose enhancing or upscaling. On your own computer, start the app with the command below and use the page it launches. The source does not describe the controls, so follow the labels.
python app.py
Example: You upload a small, blurry photo and run the upscaler. The Space returns a larger version for you to look at and save. The source gives no figures on how much larger or sharper it gets.
For newcomers and experts: If you are new, open the Space online and try one small picture first, since big files take longer on shared hardware. Compare the result with the original side by side.
If you know the field, the repository carries weight files named for GFPGAN v1.4 and Real-ESRGAN, plus scripts for cropping, segmentation and enhancement, and the page names Stability AI's x4 upscaler. The Space sits on cpu-basic hardware at Hugging Face, so large images are likely to be slow.
You open the Space or run app.py
You give it a picture
The enhance or upscale step runs
You get the improved picture back
Good to know: The source is short, so quality and speed claims are not available.
Open the Space in your browser, or copy it to your own Hugging Face account from its page. Nothing in this kit runs by itself.
README.md 5 KB
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