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  ### About
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  **i-CIR (Instance-Level Composed Image Retrieval)** is a curated benchmark for **composed image retrieval** where each *instance* corresponds to a specific, visually indistinguishable object (e.g., a particular landmark). Each query combines an **image of the instance** with a **text modification**, and retrieval is evaluated against a database containing **rich hard negatives** (visual / textual / compositional).
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  **Key stats**
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  - **Instances:** 202
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  - **Total images:** ~750K
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  - **Avg database size / query:** ~3.7K images
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  - Includes challenging hard negatives per instance.
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- <p align="center">
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- <img width="75%" alt="i-CIR illustration" src="https://github.com/billpsomas/icir/raw/main/.github/dataset.png">
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- </p>
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  [**website**](https://vrg.fel.cvut.cz/icir/) | [**arxiv**](https://arxiv.org/pdf/2510.25387) | [**github**](https://github.com/billpsomas/icir)
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  ---
 
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  ### About
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  **i-CIR (Instance-Level Composed Image Retrieval)** is a curated benchmark for **composed image retrieval** where each *instance* corresponds to a specific, visually indistinguishable object (e.g., a particular landmark). Each query combines an **image of the instance** with a **text modification**, and retrieval is evaluated against a database containing **rich hard negatives** (visual / textual / compositional).
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+ <p align="center">
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+ <img width="75%" alt="i-CIR illustration" src="https://github.com/billpsomas/icir/raw/main/.github/dataset.png">
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+ </p>
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+
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  **Key stats**
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  - **Instances:** 202
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  - **Total images:** ~750K
 
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  - **Avg database size / query:** ~3.7K images
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  - Includes challenging hard negatives per instance.
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  [**website**](https://vrg.fel.cvut.cz/icir/) | [**arxiv**](https://arxiv.org/pdf/2510.25387) | [**github**](https://github.com/billpsomas/icir)
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