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https://github.com/zabir-nabil/bangla-image-search
A dead-simple image search and image-text matching system for Bangla using CLIP
https://github.com/zabir-nabil/bangla-image-search
bangla-clip-search clip clip-image-search-engine contrastive-language-image-pre-training deep-learning deep-learning-image-search image-retrieval image-search image-search-engine image-text-matching openai-clip search search-engine
Last synced: about 1 month ago
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A dead-simple image search and image-text matching system for Bangla using CLIP
- Host: GitHub
- URL: https://github.com/zabir-nabil/bangla-image-search
- Owner: zabir-nabil
- License: mit
- Created: 2023-05-11T07:23:08.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2023-06-27T06:41:07.000Z (about 1 year ago)
- Last Synced: 2024-02-18T13:32:14.180Z (4 months ago)
- Topics: bangla-clip-search, clip, clip-image-search-engine, contrastive-language-image-pre-training, deep-learning, deep-learning-image-search, image-retrieval, image-search, image-search-engine, image-text-matching, openai-clip, search, search-engine
- Language: Python
- Homepage: https://huggingface.co/spaces/zabir-nabil/bangla-clip
- Size: 234 KB
- Stars: 3
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Lists
- awesome-bangla - An image search and image-text matching system for Bangla using CLIP
README
A dead-simple image search and image-text matching system for Bangla using CLIP (Contrastive Language–Image Pre-training)
---
#### Installation
* `python >= 3.9`
* `pip install -r requirements.txt`
* Download the model weights and place inside the `models` folder.
### bangla-image-search
The model consists of an EfficientNet / ResNet image encoder and a BERT text encoder and was trained on multiple datasets from Bangla image-text domain. To run the `app`,
```console
streamlit run app.py
```
---
### Demo
Live Demo: HuggingFace Space>
### Training CLIP for Bangla
* *Training Code:* [bangla-CLIP](https://github.com/zabir-nabil/bangla-CLIP)
* *Article:* [medium](https://medium.com/@furcifer/a-dead-simple-image-search-engine-for-bangla-using-clip-contrastive-language-image-pre-training-a1f7f50b8419)