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README.md

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+Official Deaftest dataset for the paper "[AV-Odyssey: Can Your Multimodal LLMs Really Understand Audio-Visual Information?]()".
+
+🌟 For more details, please refer to the project page with data examples: [https://av-odyssey.github.io/](https://av-odyssey.github.io/).
+
+[[🌐 Webpage](https://av-odyssey.github.io/)] [[📖 Paper]()] [[🤗 Huggingface AV-Odyssey Dataset](https://huggingface.co/datasets/AV-Odyssey/AV_Odyssey_Bench)] [[🤗 Huggingface Deaftest Dataset](https://huggingface.co/datasets/AV-Odyssey/Deaftest_dataset)] [[🏆 Leaderboard](https://huggingface.co/spaces/AV-Odyssey/AV_Odyssey_Bench_Leaderboard)]
+
+
+---
+
+## 🔥 News
+* **`2024.11.24`** 🌟 We release AV-Odyssey, the first-ever comprehensive evaluation benchmark to explore whether MLLMs really understand audio-visual information.
+
+
+
+## 👀 About AV-Odyssey
+
+Recently, multimodal large language models (MLLMs), such as GPT-4o, Gemini 1.5 Pro, and Reka Core, have expanded their capabilities to include vision and audio modalities. While these models demonstrate impressive performance across a wide range of audio-visual applications, our proposed **DeafTest** reveals that MLLMs often struggle with simple tasks humans find trivial: 1) determining which of two sounds is louder, and 2) determining which of two sounds has a higher pitch. Motivated by these observations, we introduce **AV-Odyssey Bench**. This benchmark encompasses **26** different tasks and **4,555** carefully crafted problems, each incorporating text, visual, and audio components. All data are **newly collected and annotated by humans**, not from any existing audio-visual dataset. AV-Odyssey Bench demonstrates three major features: 1. **Comprehensive** Audio Attributes; 2. **Extensive** Domains; 3. **Interleaved** Text, Audio, and Visual components.
+
+<img src="assets/intro.png" style="zoom:50%;" />
+
+## 📐 Data Examples
+
+Please refer to our project page https://av-odyssey.github.io/ for exploring more examples.
+
+
+### 📍AV-Odyssey Bench
+<div align="center">
+  <img src="assets/demo-1.svg" width="100%" />
+</div>
+
+
+## 🔍 Dataset
+
+**License**:
+```
+AV-Odyssey is only used for academic research. Commercial use in any form is prohibited.
+The copyright of all videos belongs to the video owners.
+If there is any infringement in AV-Odyssey, please email [email protected] and we will remove it immediately.
+Without prior approval, you cannot distribute, publish, copy, disseminate, or modify AV-Odyssey in whole or in part. 
+You must strictly comply with the above restrictions.
+```
+
+Please send an email to **[[email protected]](mailto:[email protected])**. 🌟
+
+
+## 🔮 Evaluation Pipeline
+
+
+
+
+
+## 🏆 Leaderboard
+
+### Contributing to the AV-Odyssey Leaderboard
+
+🚨 The [Leaderboard](https://huggingface.co/spaces/AV-Odyssey/AV_Odyssey_Bench_Leaderboard) for AV-Odyssey is continuously being updated, welcoming the contribution of your excellent MLLMs!