Merge pull request #1347 from cuicheng01/develop

fix some links in docs

docs/zh_CN_tmp/advanced_tutorials/DataAugmentation.md

 # 一、数据增强分类实战
 
-本节将基于ImageNet-1K的数据集详细介绍数据增强实验，如果想快速体验此方法，可以参考[**30分钟玩转PaddleClas（进阶版）**](../../tutorials/quick_start_professional.md)中基于CIFAR100的数据增强实验。如果想了解相关算法的内容，请参考[数据增强算法介绍](../algorithm_introduction/DataAugmentation.md)。
+本节将基于ImageNet-1K的数据集详细介绍数据增强实验，如果想快速体验此方法，可以参考[**30分钟玩转PaddleClas（进阶版）**](../quick_start/quick_start_classification.md)中基于CIFAR100的数据增强实验。如果想了解相关算法的内容，请参考[数据增强算法介绍](../algorithm_introduction/DataAugmentation.md)。
 
 ## 1.1 参数配置
 

docs/zh_CN_tmp/algorithm_introduction/ImageNet_models.md

@@ -25,7 +25,7 @@
 
 <a name="SSLD知识蒸馏系列"></a>
 ### SSLD知识蒸馏预训练模型
-基于SSLD知识蒸馏的预训练模型列表如下所示，更多关于SSLD知识蒸馏方案的介绍可以参考：[SSLD知识蒸馏文档](./advanced_tutorials/distillation/distillation.md)。
+基于SSLD知识蒸馏的预训练模型列表如下所示，更多关于SSLD知识蒸馏方案的介绍可以参考：[SSLD知识蒸馏文档](./knowledge_distillation.md)。
 
 * 服务器端知识蒸馏模型
 
@@ -298,7 +298,7 @@ ViT（Vision Transformer）与DeiT（Data-efficient Image Transformers）系列
 | ViT_large_<br/>patch16_224 | 0.8323  | 0.9650   | - | - |  | 307 | [下载链接](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ViT_large_patch16_224_pretrained.pdparams) |
 | ViT_large_<br/>patch16_384 | 0.8513  | 0.9736  | - | - |  |  | [下载链接](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ViT_large_patch16_384_pretrained.pdparams) |
 | ViT_large_<br/>patch32_384 | 0.8153   | 0.9608  | - | - |  |  | [下载链接](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ViT_large_patch32_384_pretrained.pdparams) |
-|                            |           |           |                  |                  |          |           |                                                              |
+
 
 
 | 模型                  | Top-1 Acc | Top-5 Acc | time(ms)<br>bs=1 | time(ms)<br>bs=4 | Flops(G) | Params(M) | 下载地址 |
@@ -311,7 +311,7 @@ ViT（Vision Transformer）与DeiT（Data-efficient Image Transformers）系列
 | DeiT_small_<br>distilled_patch16_224 | 0.809 | 0.953 | - | - |  | 22 | [下载链接](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/DeiT_small_distilled_patch16_224_pretrained.pdparams) |
 | DeiT_base_<br>distilled_patch16_224 | 0.831 | 0.964 | - | - |  | 87 | [下载链接](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/DeiT_base_distilled_patch16_224_pretrained.pdparams) |
 | DeiT_base_<br>distilled_patch16_384 | 0.851 | 0.973 | - | - |  | 88 | [下载链接](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/DeiT_base_distilled_patch16_384_pretrained.pdparams) |
-|  |  |  |  |  |  |  |  |
+
 
 <a name="RepVGG系列"></a>
 

docs/zh_CN_tmp/algorithm_introduction/image_classification.md

@@ -28,7 +28,7 @@ CIFAR-10数据集由10个类的60000个彩色图像组成，图像分辨率为32
 
 ### 2.2 模型准备
 
-在数据确定后，模型往往决定了最终算法精度的上限，在图像分类领域，经典的模型层出不穷，PaddleClas提供了36个系列共175个ImageNet预训练模型。具体的精度、速度等指标请参考[骨干网络和预训练模型库](../ImageNet_models_cn.md)。
+在数据确定后，模型往往决定了最终算法精度的上限，在图像分类领域，经典的模型层出不穷，PaddleClas提供了36个系列共175个ImageNet预训练模型。具体的精度、速度等指标请参考[骨干网络和预训练模型库](./ImageNet_models.md)。
 
 ### 2.3 模型训练
 

docs/zh_CN_tmp/others/competition_support.md

@@ -6,7 +6,7 @@ PaddleClas的建设源于百度实际视觉业务应用的淬炼和视觉前沿
 
 * 2019年Kaggle Open Images V5图像目标检测挑战赛亚军
     * 技术报告可以参考：[https://arxiv.org/pdf/1911.07171.pdf](https://arxiv.org/pdf/1911.07171.pdf)
-    * 详细文档与开源的模型可以参考：[OIDV5目标检测github地址](https://github.com/PaddlePaddle/PaddleDetection/blob/master/docs/featured_model/OIDV5_BASELINE_MODEL.md)
+    * 详细文档与开源的模型可以参考：[OIDV5目标检测github地址](https://github.com/PaddlePaddle/PaddleDetection/blob/release/2.2/static/docs/featured_model/champion_model/OIDV5_BASELINE_MODEL.md)
 
 * 2019年Kaggle地标检索挑战赛亚军
     * 技术报告可以参考：[https://arxiv.org/abs/1906.03990](https://arxiv.org/abs/1906.03990)

docs/zh_CN_tmp/others/more_demo.md

 ## 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" />
+<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" />
+<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" />
+<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" />
+<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" />
+<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" />
+<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" />
+<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" />
+<img src="../../images/recognition/more_demo_images/output_product/weiduomeinaiyougege_10.jpg"  width = "400" />
 </div>
 
 - 动漫人物识别
 <div align="center">
-<img src="../images/recognition/more_demo_images/output_cartoon/labixiaoxin-005.jpeg"  width = "400" />
+<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" />
+<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" />
+<img src="../../images/recognition/more_demo_images/output_cartoon/zhangchulan-007.jpeg"  width = "400" />
 </div>
 
 - logo识别
@@ -49,13 +49,13 @@
 
 - 车辆识别
 <div align="center">
-<img src="../images/recognition/more_demo_images/output_vehicle/audia5-115.jpeg"  width = "400" />
+<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" />
+<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" />
+<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)