https://github.com/vijishmadhavan/parse-clip

A simple CLIP based project for combining images from multiple datasets.
https://github.com/vijishmadhavan/parse-clip

clip data datacleaning dataexploration dataset fastai image python

Last synced: 3 months ago
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A simple CLIP based project for combining images from multiple datasets.

• Host: GitHub
• URL: https://github.com/vijishmadhavan/parse-clip
• Owner: vijishmadhavan
• License: apache-2.0
• Created: 2022-03-18T13:52:06.000Z (about 3 years ago)
• Default Branch: master
• Last Pushed: 2022-03-19T09:57:28.000Z (about 3 years ago)
• Last Synced: 2024-12-30T16:53:02.384Z (5 months ago)
• Topics: clip, data, datacleaning, dataexploration, dataset, fastai, image, python
• Language: Jupyter Notebook
• Homepage:
• Size: 4.12 MB
• Stars: 3
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# PARSE-CLIP

A simple CLIP based project for combining images from multiple datasets. This has been very helpful for me, hope it helps others as well.

**Colab:** [](https://colab.research.google.com/github/vijishmadhavan/PARSE-CLIP/blob/master/PARSE_CLIP.ipynb)

![Combine](https://github.com/vijishmadhavan/PARSE-PIC/blob/master/Images/22.png)

## What can PARSE-PIC do?

### - Combine Images from multiple datasets to create a new dataset.

#### Search Query - Carrot

![Data](https://github.com/vijishmadhavan/PARSE-CLIP/blob/master/Images/aaa.png)

### - Search the the class and get the total number.

#### Search Query - Indian

Total - 363 Images

![Search](https://github.com/vijishmadhavan/PARSE-PIC/blob/master/Images/download%20(2)-side.png)

### - Get the search results and explore.

#### Search Query - Red hair

![explore](https://github.com/vijishmadhavan/PARSE-PIC/blob/master/Images/download%20(3)-side.png)

### - Move Images to a new folder/drive and start training.

### - Remove unwanted Images from the dataset.

## Limitations

- It might struggle with huge datasets.

- Colab free version will be slow.

- We should have some idea about the dataset, random search wont work.

- Have tried it only on Kaggle datasets.

## Acknowledgements

- [Beyond tags and entering the semantic search era on images with OpenAI CLIP](https://towardsdatascience.com/beyond-tags-and-entering-the-semantic-search-era-on-images-with-openai-clip-1f7d629a9978) by [Ramsri Goutham Golla](https://twitter.com/ramsri_goutham)

- [OpenAI's CLIP](https://github.com/openai/CLIP)

- [Natural Language Image Search](https://github.com/haltakov/natural-language-image-search)