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README.md
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@@ -69,6 +69,13 @@ We are pleased to announce the release of **Ovis2**, our latest advancement in m
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| MTVQA | 24.9 | 20.2 | 22.6 | 21.1 | 21.7 | 23.7 | **25.6** |
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### Video Benchmark
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## Usage
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Below is a code snippet demonstrating how to run Ovis with various input types. For additional usage instructions, including inference wrapper and Gradio UI, please refer to [Ovis GitHub](https://github.com/AIDC-AI/Ovis?tab=readme-ov-file#inference).
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| MTVQA | 24.9 | 20.2 | 22.6 | 21.1 | 21.7 | 23.7 | **25.6** |
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### Video Benchmark
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| Benchmark | Qwen2.5-VL-3B | InternVL2.5-2B | InternVL2.5-1B | Ovis2-1B | Ovis2-2B |
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| ------------------- |:-------------:|:--------------:|:--------------:|:---------:|:-------------:|
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| VideoMME(wo/w-subs) | **61.5/67.6** | 51.9 / 54.1 | 50.3 / 52.3 | 48.6/49.5 | 57.2/60.8 |
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| MVBench | 67.0 | **68.8** | 64.3 | 60.32 | 64.9 |
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| MLVU(M-Avg/G-Avg) | 68.2/- | 61.4/- | 57.3/- | 58.5/3.66 | **68.6**/3.86 |
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| MMBench-Video | **1.63** | 1.44 | 1.36 | 1.26 | 1.57 |
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| TempCompass | **64.4** | - | - | 51.43 | 62.64 |
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## Usage
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Below is a code snippet demonstrating how to run Ovis with various input types. For additional usage instructions, including inference wrapper and Gradio UI, please refer to [Ovis GitHub](https://github.com/AIDC-AI/Ovis?tab=readme-ov-file#inference).
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