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content/blog/mingtok/index.md

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{{< button href="https://github.com/inclusionAI/Ming" label="GITHUB" external=true >}} 🤗 <a href="https://huggingface.co/inclusionAI/Ming-UniVision">Hugging Face</a>| 🤖 <a href="https://www.modelscope.cn/models/inclusionAI/Ming-UniVision">ModelScope</a>
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<video src="https://gw.alipayobjects.com/v/huamei_qlf8jc/afts/video/A*ZBkgTruOxA4AAAAAgyAAAAgAehi-AQ" width="768px" height="580px" controls></video>
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# Ming-UniVision: Joint Image Understanding and Generation via a Unified Continuous Tokenizer
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### 🚀 Technical Highlights
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## 🚀 Technical Highlights
2020

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1. **First Continuous Unified Tokenizer for Vision:** **MingTok** seamlessly supports both image understanding and generation within a single continuous latent space—eliminating quantization and bridging modalities.
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2. **First NTP-style Autoregressive MLLM with Unified Continuous Visual Tokens:** By building on MingTok, **Ming-UniVision** unifies vision and language under a shared next-token prediction framework, enabling end-to-end autoregressive modeling of diverse vision tasks.

content/blog/mingtok/index.zh.md

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title: "编辑式图像分割:Ming-lite-omni 1.5 破解AI“左右互搏”的隐藏催化剂"
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date: 2025-09-13T00:00:03+08:00
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title: "Ming-UniVision:在连续的视觉世界里,统一理解与生成"
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date: 2025-10-01T00:00:03+08:00
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{{< button href="https://github.com/inclusionAI/Ming" label="GITHUB" external=true >}} 🤗 <a href="https://huggingface.co/inclusionAI/Ming-UniVision">Hugging Face</a>| 🤖 <a href="https://www.modelscope.cn/models/inclusionAI/Ming-UniVision">ModelScope</a>
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# Ming-UniVision:基于共享连续表征的统一图像理解与生成
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# Ming-UniVision:在连续的视觉世界里,统一理解与生成
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<video src="https://gw.alipayobjects.com/v/huamei_qlf8jc/afts/video/A*ZBkgTruOxA4AAAAAgyAAAAgAehi-AQ" width="768px" height="580px" controls></video>
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### 🚀 技术亮点
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## 🚀 技术亮点
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1. **业界首个连续统一的视觉令牌化器:**
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**MingTok** 在单一连续潜空间内无缝支持图像理解与生成,彻底消除了量化过程,并有效打通了不同模态。

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