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@@ -35,19 +35,13 @@ source for images:
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  ## Introduction
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  This dataset provides CLIP embeddings for images of insects, enabling similarity search and content-based retrieval.
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- ---
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- ## Examples of image retrieval
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-
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/660db6274a2ced4b331eda71/w8KkC2tnsetvTdZdw1e1e.png)
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/660db6274a2ced4b331eda71/qacAA7mP590hBQraGa116.png)
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/660db6274a2ced4b331eda71/VN4a2mQxLVYx37eSYgTDK.png)
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/660db6274a2ced4b331eda71/jY8-R71OWeIvLS0onpKYW.png)
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-
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- ---
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  ## Source
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  All images were sourced from [Francesco/insects-mytwu](https://huggingface.co/datasets/Francesco/insects-mytwu).
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- ---
 
 
 
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  ## Sample Usage
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  ```python
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  from datasets import load_dataset
@@ -55,7 +49,13 @@ from datasets import load_dataset
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  ds_new = load_dataset("hkanade/insect_image_retrieval")
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  ds_new["train"][0]["image"]
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  ```
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- ---
 
 
 
 
 
 
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  ## Citation
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  If you use this dataset, please cite:
 
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  ## Introduction
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  This dataset provides CLIP embeddings for images of insects, enabling similarity search and content-based retrieval.
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  ## Source
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  All images were sourced from [Francesco/insects-mytwu](https://huggingface.co/datasets/Francesco/insects-mytwu).
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+ ## Code
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+ If you wish to create a similar dataset then feel free to use the code provided here:
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+ https://github.com/rishik18/CLIP_embedding_based_retrieval
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+
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  ## Sample Usage
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  ```python
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  from datasets import load_dataset
 
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  ds_new = load_dataset("hkanade/insect_image_retrieval")
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  ds_new["train"][0]["image"]
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  ```
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+ ## Examples of image retrieval
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+
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/660db6274a2ced4b331eda71/w8KkC2tnsetvTdZdw1e1e.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/660db6274a2ced4b331eda71/qacAA7mP590hBQraGa116.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/660db6274a2ced4b331eda71/VN4a2mQxLVYx37eSYgTDK.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/660db6274a2ced4b331eda71/jY8-R71OWeIvLS0onpKYW.png)
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+
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  ## Citation
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  If you use this dataset, please cite: