研究方法论 ¶

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|--------------|-----------------------------|
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| DOI          | [${topItem.getField('DOI')}](https://doi.org/${topItem.getField('DOI')}) |
| Abstract| ${topItem.getField("abstractNote")}|


<h2 style="background-color:#7f2a2a; color:white; padding:0.3em 0.5em; border-radius:4px;">📝 Abstract</h2>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🎯 Task</h3>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">⚡ Technical Challenge</h3>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">💡 key insight/motivation</h3>



- ✨ 一句话介绍 insight/motivation  
- 👍 一句话介绍 insight 的好处  


<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🛠️ technical contribution</h3>

- 🧩 contribution1  
    - 📌 一句话介绍  
    - ✅ 好处  

- 🧩 contribution2  
    - 📌 一句话介绍  
    - ✅ 好处  

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">📊 Experiment</h3>

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<h2 style="background-color:#7f2a2a; color:white; padding:0.3em 0.5em; border-radius:4px;">📖 Introduction</h2>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🎯 Task And application</h3>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">⚡ Technical challenge for previous problem</h3>

- 🚧 challenge 1  
    - 📚 previous method  
    - ❌ failure cases  
    - 🔍 technical reason  

- 🚧 challenge 2  

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🛠️ our pipeline that fix</h3>

- 💡 key innovation/insight/contribution  

- 🧩 contribution 1  
    - 🔨 specific method  
    - ✅ advantages/insight  

- 🧩 contribution 2  
    - 🤔 为了解决什么问题  
    - 🔨 具体做法  
    - ✅ 讨论 advantage/insight  

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🎬 cool demos/applications</h3>

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<h2 style="background-color:#7f2a2a; color:white; padding:0.3em 0.5em; border-radius:4px;">⚙️ Method</h2>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🌐 Overview</h3>

- 🎯 具体任务：输入 ➡️ 输出  
- 🪜 方法：第一步 ➡️ 第二步 ➡️ 第三步  

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🔹 Pipeline module1</h3>

- 💡 Motivation  
- 🔨 做法  
- 🔍 why work  
- ✅ technical advantage  

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🔹 Pipeline module2</h3>

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<h2 style="background-color:#7f2a2a; color:white; padding:0.3em 0.5em; border-radius:4px;">🧪 Experiments</h2>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">📊 Comparison experiments</h3>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🔬 Ablation studies</h3>

- 🌟 core contributions  
    - 🧱 core components 对 performance 的影响  

- ⚙️ 每一个 pipeline module 中 design choices 对 performance 的影响  

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<h2 style="background-color:#7f2a2a; color:white; padding:0.3em 0.5em; border-radius:4px;">🚧 Limitation</h2>

<h3 style="background-color:#2a4d7f; color:white; padding:0.2em 0.4em; border-radius:3px;">🤔 合理解释</h3>
为什么方法有 limitation