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docs/zh_CN/introduction/more_demo.md
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## 识别效果展示
- 商品识别
<div align="center">
<img src="../../images/recognition/more_demo_images/output_product/channelhandle_5.jpg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_product/cliniqueblush_1.jpg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_product/daoxiangcunjinzhubing_10.jpg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_product/gannidress_10.jpg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_product/gbyingerche_15.jpg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_product/lafiolewine_03.jpg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_product/taochunqiu_8.jpg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_product/weiduomeinaiyougege_10.jpg" width = "400" />
</div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140277277-7b29f596-35f6-4f00-8d2b-0ef0be57a090.jpg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140277291-f7d2b2a1-5790-4f5b-a0e6-f5c52d04a69a.jpg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140277300-8ce0d5ce-e0ca-46ea-bb9a-74df0df66ae3.jpg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140277308-14a097bd-2bcd-41ce-a9e6-5e9cd0bd8b08.jpg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140277311-208ae574-a708-46e2-a41e-c639322913b1.jpg" width = "400" /> </div>
[更多效果图](../../images/recognition/more_demo_images/product.md)
- 动漫人物识别
<div align="center">
<img src="../../images/recognition/more_demo_images/output_cartoon/labixiaoxin-005.jpeg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_cartoon/liuchuanfeng-010.jpeg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_cartoon/zhangchulan-007.jpeg" width = "400" />
</div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140069108-ad54ae1d-610d-4cfa-9cd6-8ee8d280d61d.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140069100-7539d292-1bd8-4655-8a6d-d1f2238bd618.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140069080-a821e0b7-8a10-4946-bf05-ff093cc16064.jpeg" width = "400" /> </div>
[更多效果图](../../images/recognition/more_demo_images/cartoon.md)
- logo识别
<div align="center">
<img src="../../images/recognition/more_demo_images/output_logo/cctv_4.jpg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_logo/mangguo_8.jpeg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_logo/zhongshiyou-007.jpg" width = "400" />
</div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140096687-5b562e2d-0653-4be6-861d-1936a4440df2.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140096701-4a4b2bd9-85f2-4d55-be4b-be6ab5e0fb81.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140096706-ef4ad024-7284-4cb3-975a-779fd06b96f5.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140096713-48e629aa-c637-4603-b005-18570fa94d6d.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140096752-1f98c937-5d83-4c29-b495-01971b5fb258.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140096767-e8f701eb-d0e8-4304-b031-e2bff8c199f3.jpeg" width = "400" /> </div>
[更多效果图](../../images/recognition/more_demo_images/logo.md)
- 车辆识别
<div align="center">
<img src="../../images/recognition/more_demo_images/output_vehicle/audia5-115.jpeg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_vehicle/bentian-yage-101.jpeg" width = "400" />
</div>
<div align="center">
<img src="../../images/recognition/more_demo_images/output_vehicle/bmw-m340-107.jpeg" width = "400" />
</div>
[更多效果图](../../images/recognition/more_demo_images)
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140243899-c60f0a51-db9b-438a-9f2d-0d2893c200bb.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140243905-7eeb938d-d88f-4540-a667-06e08dcf1f55.jpeg" width = "400" /> </div>
<div align="center"> <img src="https://user-images.githubusercontent.com/12560511/140243911-735a6ec0-a624-4965-b3cd-2b9f52fa8d65.jpeg" width = "400" /> </div>
[更多效果图](../../images/recognition/more_demo_images/vehicle.md)

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docs/zh_CN/quick_start/quick_start_classification_new_user.md
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@ -11,10 +11,10 @@
- [4. 模型训练](#4)
- [4.1 使用 CPU 进行模型训练](#4.1)
- [4.1.1 不使用预训练模型进行训练](#4.1.1)
- [4.1.2 不使用预训练模型进行训练](#4.1.2)
- [4.1.2 使用预训练模型进行训练](#4.1.2)
- [4.2 使用 GPU 进行模型训练](#4.2)
- [4.2.1 不使用预训练模型进行训练](#4.2.1)
- [4.2.2 不使用预训练模型进行训练](#4.2.2)
- [4.2.2 使用预训练模型进行训练](#4.2.2)
- [5. 模型预测](#5)
<a name="1"></a>

2
docs/zh_CN/quick_start/quick_start_classification_professional.md
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@ -152,7 +152,7 @@ python3 -m paddle.distributed.launch \
* **注意**
* 其他数据增广的配置文件可以参考 `ppcls/configs/DataAugment` 中的配置文件。
* 其他数据增广的配置文件可以参考 `ppcls/configs/ImageNet/DataAugment/` 中的配置文件。
* 训练 CIFAR100 的迭代轮数较少，因此进行训练时，验证集的精度指标可能会有 1% 左右的波动。
<a name="4"></a>