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yunlong10 authored Oct 18, 2024
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# ✨ MMComposition: Revisiting the Compositionality of Pre-trained Vision-Language Models
[**🌐 Homepage**](https://hanghuacs.github.io/MMComposition/) | [**🔬 Paper**](https://arxiv.org/abs/2410.09733) | [**👩‍💻 Code**](https://github.com/hanghuacs/MMComposition/blob/main/evaluation.py) | [**📊 Dataset**](https://github.com/hanghuacs/MMComposition_) | [**📈 Evaluation**](https://github.com/hanghuacs/MMComposition_) | [**🏆 Leaderboard**](https://hanghuacs.github.io/MMComposition/#leaderboard)
[**🌐 Homepage**](https://hanghuacs.github.io/MMComposition/) | [**🔬 Paper**](https://arxiv.org/abs/2410.09733) | [**👩‍💻 Code**](https://github.com/hanghuacs/MMComposition/blob/main/evaluation.py) | [**📊 Dataset**](https://github.com/hanghuacs/MMComposition) | [**📈 Evaluation**](https://github.com/hanghuacs/MMComposition) | [**🏆 Leaderboard**](https://hanghuacs.github.io/MMComposition/#leaderboard)

## What is MMComposition?
> MMComposition aims to provide a comprehensive assessment of compositionality for Vision-Language Models (VLMs) -- the ability to understand and produce novel combinations of known visual and textual components. This research endeavor is designed to help researchers and practitioners better understand the capabilities, limitations, and critical areas for model improvement in VLM. MMComposition comprises 13 complex vision-language composition tasks, including:
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