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@@ -17,7 +17,6 @@ Per INRIA, if you use this dataset, please cite the following paper:
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  > "Hamming Embedding and Weak Geometry Consistency for Large Scale Image Search"
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  > Proceedings of the 10th European Conference on Computer Vision, October 2008.
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- ---
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  ## Dataset Details
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@@ -44,10 +43,14 @@ The dataset supports retrieval tasks where given a query image, the goal is to f
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  This uses a [Kaggle Version](https://www.kaggle.com/datasets/vadimshabashov/inria-holidays/data) to pull the data.
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- ---
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-
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  ## Example Usage
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  ```python
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  from datasets import load_dataset
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@@ -65,19 +68,15 @@ example["query"].show()
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  example["similar"][0].show()
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  ```
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- ---
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  ## License and Disclaimer
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  This dataset is provided "as is" by INRIA without any warranties or guarantees. Users assume all responsibility for how they use the dataset.
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- ---
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-
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  ## Contact and Support
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  For questions or issues regarding the dataset, please refer to the original INRIA Holidays dataset webpage or contact INRIA.
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- ---
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  ## Citation in BibTeX format
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  > "Hamming Embedding and Weak Geometry Consistency for Large Scale Image Search"
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  > Proceedings of the 10th European Conference on Computer Vision, October 2008.
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  ## Dataset Details
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  This uses a [Kaggle Version](https://www.kaggle.com/datasets/vadimshabashov/inria-holidays/data) to pull the data.
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  ## Example Usage
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+ You need to have `kagglehub` to run this download:
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+
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+ ```bash
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+ pip install kagglehub
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+ ```
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+
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  ```python
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  from datasets import load_dataset
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  example["similar"][0].show()
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  ```
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  ## License and Disclaimer
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  This dataset is provided "as is" by INRIA without any warranties or guarantees. Users assume all responsibility for how they use the dataset.
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  ## Contact and Support
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  For questions or issues regarding the dataset, please refer to the original INRIA Holidays dataset webpage or contact INRIA.
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  ## Citation in BibTeX format
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