While building a computer vision system, be it Stable Diffusion, DALLE-2 or an ImageNet classifier, problems remain same!
Images can be:
- Blurry
- Duplicates
- Dark
- Low info
- Odd aspect ratio
Folks at MIT have developed a silver bullet called CleanVision๐ฅ
Read more ๐งต๐
Images can be:
- Blurry
- Duplicates
- Dark
- Low info
- Odd aspect ratio
Folks at MIT have developed a silver bullet called CleanVision๐ฅ
Read more ๐งต๐
ML models can only be as good as the data they are trained on.
Introducing CleanVision ๐
A python package to quickly audit any image dataset for a broad range of common issues lurking in real-world data.
And it's open-source! ๐ฅ
Read more๐
๐ โ cleanlab.ai
Introducing CleanVision ๐
A python package to quickly audit any image dataset for a broad range of common issues lurking in real-world data.
And it's open-source! ๐ฅ
Read more๐
๐ โ cleanlab.ai
Using CleanVision doesn't get easier!!
Caltech-256 dataset consists of 30,607 real-world images & 257 different classes.
CleanVision identified many important issues in this data with just 3 lines of code ๐ฅ
Check this out ๐
๐ โ tinyurl.com
Caltech-256 dataset consists of 30,607 real-world images & 257 different classes.
CleanVision identified many important issues in this data with just 3 lines of code ๐ฅ
Check this out ๐
๐ โ tinyurl.com
Why should CleanVision be a first step in computer vision workflows?
- Universally applicable to all CV tasks
- Comprehensive coverage of issues
- Reproducible results
- Runs on CPU, saves money ๐ฅ
Read more๐
๐ โ cleanlab.ai
- Universally applicable to all CV tasks
- Comprehensive coverage of issues
- Reproducible results
- Runs on CPU, saves money ๐ฅ
Read more๐
๐ โ cleanlab.ai
CleanVision is developed by @CleanlabAI , they also offer Cleanlab Studio!!
A no-code solution to automatically fix data and label issues in image, text, and tabular datasets.
Start using AI to correct your data ๐
๐ โ cleanlab.ai
A no-code solution to automatically fix data and label issues in image, text, and tabular datasets.
Start using AI to correct your data ๐
๐ โ cleanlab.ai
Resources to learn more ๐
Github Repo: github.com
Quickstart Tutorial:
tinyurl.com
Documentation: cleanvision.readthedocs.io
Slack Community:
cleanlab.ai
Github Repo: github.com
Quickstart Tutorial:
tinyurl.com
Documentation: cleanvision.readthedocs.io
Slack Community:
cleanlab.ai
CleanVision is FREE & open-source!! โ
Make sure you โญ๏ธ the CleanVision repo to support their work! ๐
๐ โ github.com
Make sure you โญ๏ธ the CleanVision repo to support their work! ๐
๐ โ github.com
That's a wrap!
If you interested in:
- Python ๐
- Data Science ๐
- Machine Learning ๐ค
- Maths for ML ๐งฎ
- MLOps ๐
- NLP ๐ฃ
- Computer Vision ๐ฅ
- LLMs ๐ง
I'm sharing daily content over here, follow me โ @akshay_pachaar if you haven't already!!
Cheers!! ๐
If you interested in:
- Python ๐
- Data Science ๐
- Machine Learning ๐ค
- Maths for ML ๐งฎ
- MLOps ๐
- NLP ๐ฃ
- Computer Vision ๐ฅ
- LLMs ๐ง
I'm sharing daily content over here, follow me โ @akshay_pachaar if you haven't already!!
Cheers!! ๐
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