---
# System prepended metadata

title: '[ML] Azure / 資料標記'
tags: [Azure, ML, ML / Platform]

---

[ML] Azure / 資料標記
===
###### tags: `ML / Platform`
###### tags: `ML`, `Azure`

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[TOC]

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## 上傳資料集
- ### 資料集類型
    ![](https://i.imgur.com/xiwLKWd.png)
    :::warning
    :warning: **注意**：資料類型只能是「檔案」
    :::
- ### 預覽 (上傳：dog 10 張, cat  10 張)
    ![](https://i.imgur.com/Mmz7xT5.png)

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<hr>

<br>

## 1. 影像分類多類別
- ### ==標記工作類型==
    [![](https://i.imgur.com/klhTwKD.png)](https://i.imgur.com/klhTwKD.png)

- ### ==選取或建立資料集==
    [![](https://i.imgur.com/a46FvxX.png)](https://i.imgur.com/a46FvxX.png)
    
- ### ==累加式重新整理 (選擇性)==
    [![](https://i.imgur.com/X8T0q5K.png)](https://i.imgur.com/X8T0q5K.png)
    當您希望專案持續監視數據儲存中的新數據時，請啟用。

- ### ==輸入標籤類別==
    [![](https://i.imgur.com/CVRnCfD.png)](https://i.imgur.com/CVRnCfD.png)
    
    ---
    
    [![](https://i.imgur.com/4isYctx.png)](https://i.imgur.com/4isYctx.png)
    
    ---
    
    [![](https://i.imgur.com/Zfi5A9C.png)](https://i.imgur.com/Zfi5A9C.png)

- ### ==操作說明文件==
    [![](https://i.imgur.com/KNtlnbi.png)](https://i.imgur.com/KNtlnbi.png)

- ### ==ML 輔助標記 (選擇性)==
    [![](https://i.imgur.com/WOOHsww.png)](https://i.imgur.com/WOOHsww.png)

    **配置叢集的費用**
    [![](https://i.imgur.com/fwze3W9.png)](https://i.imgur.com/fwze3W9.png)
    [![](https://i.imgur.com/58gh5sB.png)](https://i.imgur.com/58gh5sB.png)

- ### ==建立專案==
    [![](https://i.imgur.com/MSPswQ3.png)](https://i.imgur.com/MSPswQ3.png)

- ### ==開始標記==
    **標記前：**
    [![](https://i.imgur.com/D9QwBU6.png)](https://i.imgur.com/D9QwBU6.png)
    
    **標記後：**
    [![](https://i.imgur.com/nJmw1XP.png)](https://i.imgur.com/nJmw1XP.png)

    :::info
    :information_source: **快捷鍵**
    可以按數字 **1** 或 **2** ，來快速選取
    :::
    
- ### ==標記完成==
    ### 查看儀表板
    > [![](https://i.imgur.com/lI2NhFo.png)](https://i.imgur.com/lI2NhFo.png)
    
    ### 查看已標記資料
    > 可點選「拒絕」，來重新標記
    > [![](https://i.imgur.com/YsWXWEf.png)](https://i.imgur.com/YsWXWEf.png)
    
    ### AutoML 無法支援
    > 自動化 ML 目前只支援用表格式資料
    > [![](https://i.imgur.com/vWOw0xT.png)](https://i.imgur.com/vWOw0xT.png)

- ### ==匯出標籤==
    ### 匯出 CSV (.csv)
    [![](https://i.imgur.com/T7gRbbv.png)](https://i.imgur.com/T7gRbbv.png)
    [![](https://i.imgur.com/qPrRW7D.png)](https://i.imgur.com/qPrRW7D.png)
    
    ---
    
    ### 匯出 COCO (.json)
    [![](https://i.imgur.com/tx0u5WD.png)](https://i.imgur.com/tx0u5WD.png)
    
    ---
    
    ### 匯出 Azure ML 資料集
    [![](https://i.imgur.com/RklEgrl.png)](https://i.imgur.com/RklEgrl.png)

    


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<hr>

<br>

## 2. 影像分類多標籤 
- ### ==標記工作類型==
    [![](https://i.imgur.com/FhYVGkf.png)](https://i.imgur.com/FhYVGkf.png)

- ### ==開始標記 (多標籤)==
    [![](https://i.imgur.com/iZyEzno.png)](https://i.imgur.com/iZyEzno.png)

- ### ==查看儀表板 (尚未標記完成)==
    [![](https://i.imgur.com/H8j2KQU.png)](https://i.imgur.com/H8j2KQU.png)

- ### ==匯出標籤：CSV (.csv)==
    [![](https://i.imgur.com/l9EY53x.png)](https://i.imgur.com/l9EY53x.png)
    

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<hr>

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## 3. 物件識別碼 (週框方塊)
- ### ==標記工作類型==
    [![](https://i.imgur.com/fozz6PA.png)](https://i.imgur.com/fozz6PA.png)

- ### ==開始標記 (選類別+畫框)==
    > 1. 先選 cat
    > 2. 在框出 cat
        ![](https://i.imgur.com/S9BcDsn.png)
    
    ---
    兩個框：一個框是狗，另一個框是貓
    ![](https://i.imgur.com/SCl6EiM.png)
    
    ---
    兩個框：兩個框都是貓
    ![](https://i.imgur.com/qp3ecnC.png)
    
- ### ==匯出標籤＆方框資訊 (無 CSV)==
    [![](https://i.imgur.com/ZfCR139.png)](https://i.imgur.com/ZfCR139.png)
    
    ---
    
    ### 匯出 COCO (.json)
    「一個框是狗，另一個框是貓」的資料
    ![](https://i.imgur.com/U2AhsyS.png)
    
    ---
    
    ### 匯出 Azure ML 資料集
    [![](https://i.imgur.com/7PomIAX.png)](https://i.imgur.com/7PomIAX.png)
    
    [![](https://i.imgur.com/HcDz5U8.png)](https://i.imgur.com/HcDz5U8.png)

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<hr>

<br>

## 4. 執行個體分割 (多邊形) (預覽)
- ### ==標記工作類型==
    [![](https://i.imgur.com/Dwhq4rP.png)](https://i.imgur.com/Dwhq4rP.png)

- ### ==開始標記 (選類別+畫多邊形)==
    [![](https://i.imgur.com/cajVQru.png)](https://i.imgur.com/cajVQru.png)
    
    [![](https://i.imgur.com/VyiVArE.png)](https://i.imgur.com/VyiVArE.png)
    
    [![](https://i.imgur.com/rthc80O.png)](https://i.imgur.com/rthc80O.png)
    
- ### ==匯出標籤＆多邊形資訊 (無 CSV)==
    ### 匯出 COCO (.json)
    [![](https://i.imgur.com/6F6hUb7.png)](https://i.imgur.com/6F6hUb7.png)
    
    ---
    
    ### 匯出 Azure ML 資料集
    ![](https://i.imgur.com/ehsduwU.png)


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<hr>

<br>

## 參考資料
- [Create a data labeling project and export labels](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-create-labeling-projects)