使用EasyDL进行文本情感分析
crazyzsunny 发布于2019-04 浏览:6903 回复:14
2
收藏

      使用EasyDL平台有一段时间了,深深的体会到了EasyDL的易用,此前接触过不少的深度学习平台,如类脑平台、Google的GCP深度学习平台、AWS深度学习平台,我觉得EasyDL在模型训练和使用上给了开发者极大的辅助,开发者或者用户只需要提交对应格式的训练文件,即可开始深度学习之旅,我的专业是自然语言处理中的情感分析,用的语料主要是电商评价文本数据,下面简单介绍一下文本情感分析任务。

      情感分析(Sentiment Analysis,简称SA)综合了自然语言处理(Nature Language Processing,简称NLP)、机器学习(Machine Learning,简称ML)、文本挖掘、信息抽取与检索、概率统计等多个学科,是一种对用户生成数据(User Generate Content,简称UGC)中带有情感色彩的主观内容进行抽取、分析、处理、归纳和推理的融合技术,通过自动的分析某种产品/服务评论的文本内容,发现消费者对该产品/服务的态度和意见,对文本情感倾向,具体如褒/贬,好/坏,支持/反对等做出定性判断,并对其中的情感倾向性的强度做出分析。

       所以基本上我的工作和研究都是以文本为主,那么分词、去停用词、合并同义词、建立词向量模型等等很多预处理步骤都有自己来做,还有后面的机器学习分类技术,包括SVM、贝叶斯、决策树和Text-CNN等,整体流程非常繁琐,绝大多数时间都在预处理数据花费掉了。但是自从接触了EasyDL平台之后,我觉得自己的研究生生涯开始走向了巅峰,因为这个平台使我见识到了深度学习竟然可以如此简单,绝大多数的工具都是由系统完成,只需要按照固定的格式进行提交即可,以至于目前唯一所要做的文本标注的工作都交给了网络爬虫自动标注完成,使用用户打分和文本评价进行结合,完成文本标签化,这些技术的实现极大地促进了我在大数据环境下的数据挖掘任务,使我从繁重Python代码实现中解脱出来,通过结果对比:使用EasyDL的训练结果和我之前的情感分类结果,自己使用Word2vec和Text-CNN结合所实现的情感分类准确度达到了99.28%,如图1所示,但是花费的时间是比较巨大的,耗费的资源也是比较大的,一般工业使用的准确率在80%以上即可,我又将相同的数据放到EasyDL上进行训练,训练的情感分类模型的准确率在88%,如图2所示,成绩不错,基本符合工业需求,平台极大地缩短的使用成本。在以后,我相信在开发者的协作下,百度EasyDL在模型准确率方面能更上一层楼。

图1 自己的CNN情感分类模型

图2 EasyDL训练结果

        接下来我将叙述一下在具有文本标注集的基础上,如何在EasyDL平台上实现通过API接口上传文本文件进行模型训练。

(1)       首先将文件进行分类压缩,文件夹的名字即是txt文件的标签且数目大于2,具体的上传要求平台已有介绍如图4。下图3查看上传至平台的数据情况,为简单的情感二分类。

图3 上传后的文本数据集

图4 文本数据集上传结构

         数据集内部结构如下图5所示。

图5 数据集内部结构

        可以从数据集管理查看数据上传情况,如下图6所示。

图6 查看数据集

(2)       然后接下来开始训练模型,首先填写如下的模型说明,如下图7所示。

图7 模型介绍

       然后点击下一步开始添加情感分析所需要的数据集,本次我们使用褒义和贬义两种数据集进行训练,所以直接选用pos和neg数据进行训练即可,如下图8所示。

图8 添加训练的文本语料

       当添加完文本语料之后,点击训练之后,EasyDL平台即可对数据集进行学习。可以点击数据集管理,查看模型训练的进展情况,模型训练的时间与数据集的大小和复杂程度一致,在这里为了演示demo,我选择了较小的数据集,训练界面如下图9所示。

图9 平台学习文本的界面

(3)       模型训练好之后,需要对模型进行校验,以便了解模型的性能,模型的准确率和召回率都为88%,本次选用的数据集较小,结果尚可,校验的结果如下图10所示。

图10 文本情感分类模型校验结果图

(4)       直接上传文件进行文本的情感倾向测试了,下面看一下测试效果,首先选中一个未进行训练的测试文件,然后点击上传即可对模型进行测试,结果如下图11所示。

图11 模型测试用例

(5)       模型训练好了之后,通过模型性能测试,就可以申请上线,填写完表格即可制作文本情感分析API,在第一次的申请的时候,后台的客服小姐姐会打电话给你进行确认,我觉得这是使用EasyDL的一个小彩蛋,申请的具体的步骤如下图12所示。

图12 模型上线表格

       至此,一个完整的文本情感分析模型就做好了,支持测试和继续上传文件进行再训练,EasyDL平台对于开发者真的是比较友好,即使是在不太懂里面的原理的情况下,基于自己已标注的数据集也能进行深度学习的应用,在易用性上面做到了极致,希望后面在文本分类上加上参数调优的选项,能让开发者进一步根据数据进行调参。我相信通过以后的版本迭代,百度工程师们能将模型的准确率提升一个层次,希望EasyDL越办越好,支持国产深度学习平台!希望毕业能到百度EasyDL部门实习。Yeah!

 

 

 

 

 

 

收藏
点赞
2
个赞
共14条回复 最后由q17821959241回复于2022-08
#17q17821959241回复于2022-08

www.iimedia.cn/tag/18814491387%E6%98%8C%E9%83%BD%E5%BC%80%E9%A4%90%E9%A5%AE%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%AD%E5%8D%AB%E5%BC%80%E9%A4%90%E9%A5%AE%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%B5%84%E9%98%B3%E5%BC%80%E9%A4%90%E9%A5%AE%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%BF%E5%8B%92%E6%B3%B0%E5%BC%80%E9%A4%90%E9%A5%AE%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A1%94%E5%9F%8E%E5%BC%80%E9%A4%90%E9%A5%AE%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%9A%E5%B0%94%E5%A1%94%E6%8B%89%E5%BC%80%E9%A4%90%E9%A5%AE%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B5%B7%E5%8D%97%E5%BC%80%E9%A4%90%E9%A5%AE%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8C%97%E4%BA%AC%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%8A%E6%B5%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B9%BF%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B7%B1%E5%9C%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A4%A9%E6%B4%A5%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9D%AD%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%97%E4%BA%AC%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B5%8E%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%87%8D%E5%BA%86%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%9D%92%E5%B2%9B%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A4%A7%E8%BF%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%81%E6%B3%A2%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8E%A6%E9%97%A8%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%88%90%E9%83%BD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%AD%A6%E6%B1%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%93%88%E5%B0%94%E6%BB%A8%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B2%88%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%A5%BF%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%95%BF%E6%98%A5%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%95%BF%E6%B2%99%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%A6%8F%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%83%91%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%9F%B3%E5%AE%B6%E5%BA%84%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%8B%8F%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BD%9B%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%9C%E8%8E%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%97%A0%E9%94%A1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%83%9F%E5%8F%B0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A4%AA%E5%8E%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%90%88%E8%82%A5%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%97%E6%98%8C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%97%E5%AE%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%98%86%E6%98%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B8%A9%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B7%84%E5%8D%9A%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%94%90%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B9%8C%E9%B2%81%E6%9C%A8%E9%BD%90%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%B4%B5%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B5%B7%E5%8F%A3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%85%B0%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%93%B6%E5%B7%9D%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%A5%BF%E5%AE%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%91%BC%E5%92%8C%E6%B5%A9%E7%89%B9%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B3%89%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8C%85%E5%A4%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%97%E9%80%9A%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A4%A7%E5%BA%86%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BE%90%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%BD%8D%E5%9D%8A%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B8%B8%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%84%82%E5%B0%94%E5%A4%9A%E6%96%AF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%BB%8D%E5%85%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B5%8E%E5%AE%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%9B%90%E5%9F%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%82%AF%E9%83%B8%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%B4%E6%B2%82%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B4%9B%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%9C%E8%90%A5%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%89%AC%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8F%B0%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%98%89%E5%85%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B2%A7%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%A6%86%E6%9E%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B3%B0%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%95%87%E6%B1%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%98%86%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B1%9F%E9%98%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BC%A0%E5%AE%B6%E6%B8%AF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B9%89%E4%B9%8C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%87%91%E5%8D%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BF%9D%E5%AE%9A%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%90%89%E6%9E%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%9E%8D%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B3%B0%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%9C%E6%98%8C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%A5%84%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%AD%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%83%A0%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%97%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A8%81%E6%B5%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BE%B7%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B2%B3%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%81%8A%E5%9F%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B8%B8%E5%BE%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%BC%B3%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%BB%A8%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%8C%82%E5%90%8D%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B7%AE%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B1%9F%E9%97%A8%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%8A%9C%E6%B9%96%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B9%9B%E6%B1%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BB%8A%E5%9D%8A%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%8F%8F%E6%B3%BD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9F%B3%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%9D%E9%B8%A1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%8F%A0%E6%B5%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%BB%B5%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%A0%AA%E6%B4%B2%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%BF%9E%E4%BA%91%E6%B8%AF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%82%87%E5%BA%86%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%91%BC%E4%BC%A6%E8%B4%9D%E5%B0%94%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%97%E5%85%85%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BC%A0%E5%AE%B6%E5%8F%A3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BD%90%E9%BD%90%E5%93%88%E5%B0%94%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%80%80%E5%8C%96%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%9F%B6%E5%85%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B1%95%E5%A4%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B9%96%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%B5%A3%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%A1%82%E6%9E%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%8F%AD%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%89%E4%BA%9A%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%81%B5%E4%B9%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%8E%86%E7%94%B0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%8A%E9%A5%B6%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%88%9F%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%92%B8%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B9%9D%E6%B1%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%A1%A1%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%81%E5%BE%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%9C%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%BD%E6%B0%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BF%A1%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%95%86%E4%B8%98%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%BB%81%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BE%99%E5%B2%A9%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%8D%86%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%9A%8C%E5%9F%A0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%96%B0%E4%B9%A1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B9%98%E6%BD%AD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%A9%AC%E9%9E%8D%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%89%E6%98%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%A2%85%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%A7%A6%E7%9A%87%E5%B2%9B%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%97%E5%B9%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%89%E5%BA%86%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%BF%E8%BF%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8C%85%E5%A4%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%83%B4%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%85%AD%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B1%95%E5%B0%BE%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%A9%BB%E9%A9%AC%E5%BA%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%82%A2%E5%8F%B0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%9C%E6%98%A5%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A4%A7%E7%90%86%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%BD%E6%B1%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BB%B6%E8%BE%B9%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%A1%A2%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BB%94%E4%B8%9C%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%99%AF%E5%BE%B7%E9%95%87%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BC%80%E5%B0%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%BA%A2%E6%B2%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8C%97%E6%B5%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BB%84%E5%86%88%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%9C%E8%90%A5%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%B3%E6%B1%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BB%94%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%BF%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%97%A5%E7%85%A7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BB%84%E7%9F%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%91%A8%E5%8F%A3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%99%8B%E4%B8%AD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%AE%B8%E6%98%8C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%8B%89%E8%90%A8%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%94%A6%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BD%B3%E6%9C%A8%E6%96%AF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B7%AE%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%8A%9A%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%90%A5%E5%8F%A3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9B%B2%E9%9D%96%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%89%A1%E4%B8%B9%E6%B1%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B2%B3%E6%BA%90%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BE%B7%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%82%B5%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AD%9D%E6%84%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%84%A6%E4%BD%9C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%BF%90%E5%9F%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A4%A7%E5%90%8C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B9%B3%E9%A1%B6%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%9B%98%E9%94%A6%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B8%AD%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%89%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%93%9C%E4%BB%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%A3%E5%9F%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B0%B8%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BB%84%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%A5%BF%E5%8F%8C%E7%89%88%E7%BA%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%81%E5%A0%B0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%9C%E5%AE%BE%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%B9%E4%B8%9C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B9%90%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%90%89%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%93%9C%E9%99%B5%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A8%84%E5%BA%95%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%9B%98%E6%B0%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%89%BF%E5%BE%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BF%9D%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%AF%95%E8%8A%82%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B3%B8%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%81%A9%E6%96%BD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%89%E9%A1%BA%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9E%A3%E5%BA%84%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%99%BE%E8%89%B2%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%B4%E6%B1%BE%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%A2%A7%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BA%B3%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BE%B7%E5%AE%8F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%B9%B0%E6%BD%AD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%BB%A5%E5%8C%96%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%9C%89%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%B5%A4%E5%B3%B0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%92%B8%E5%AE%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%B2%E5%9F%8E%E6%B8%AF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%8E%89%E6%BA%AA%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%99%AE%E6%B4%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%91%AB%E8%8A%A6%E5%B2%9B%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%A5%9A%E9%9B%84%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%A1%A1%E6%B0%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%8A%9A%E9%A1%BA%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%92%A6%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%9B%9B%E5%B9%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B1%89%E4%B8%AD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BB%94%E8%A5%BF%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%86%85%E6%B1%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B9%98%E8%A5%BF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%BC%AF%E6%B2%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%96%B0%E4%BD%99%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BB%B6%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%96%87%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BA%91%E6%B5%AE%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%B4%B5%E6%B8%AF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%98%AD%E9%80%9A%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B2%B3%E6%B1%A0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%BE%BE%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B7%AE%E5%8C%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%BF%AE%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%80%9A%E5%8C%96%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9D%BE%E5%8E%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%80%9A%E8%BE%BD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B9%BF%E5%85%83%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%84%82%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%87%89%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BC%A0%E5%AE%B6%E7%95%8C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%8D%86%E9%97%A8%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9D%A5%E5%AE%BE%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BF%BB%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%85%8B%E6%8B%89%E7%8E%9B%E4%BE%9D%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9C%9D%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B4%87%E5%B7%A6%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%BE%BD%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B9%BF%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%90%8D%E4%B9%A1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%9C%E6%96%B0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%90%95%E6%A2%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B1%A0%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%B4%BA%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9C%AC%E6%BA%AA%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%93%81%E5%B2%AD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%87%AA%E8%B4%A1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%94%A1%E6%9E%97%E9%83%AD%E5%8B%92%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%99%BD%E5%9F%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%87%AA%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%9B%85%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%85%92%E6%B3%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A4%A9%E6%B0%B4%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%99%8B%E5%9F%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B7%B4%E5%BD%A6%E6%B7%96%E5%B0%94%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%9A%8F%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%85%B4%E5%AE%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%B4%E6%B2%A7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%B8%A1%E8%A5%BF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%BF%AA%E5%BA%86%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%94%80%E6%9E%9D%E8%8A%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%B9%A4%E5%A3%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%BB%91%E6%B2%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8F%8C%E9%B8%AD%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%89%E9%97%A8%E5%B3%A1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%89%E5%BA%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B9%8C%E5%85%B0%E5%AF%9F%E5%B8%83%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BA%86%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BC%8A%E7%8A%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%84%8B%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%93%88%E5%AF%86%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B5%B7%E8%A5%BF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%94%98%E5%AD%9C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%BC%8A%E6%98%A5%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%99%87%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B9%8C%E6%B5%B7%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9E%97%E8%8A%9D%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%80%92%E6%B1%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%9C%94%E5%B7%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%B3%E6%B3%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%98%89%E5%B3%AA%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%85%B3%E9%B9%A4%E5%B2%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%BC%A0%E6%8E%96%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%BE%BD%E6%BA%90%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%90%B4%E5%BF%A0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%98%8C%E5%90%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A4%A7%E5%85%B4%E5%AE%89%E5%B2%AD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B7%B4%E9%9F%B3%E9%83%AD%E6%A5%9E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%BF%E5%9D%9D%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%97%A5%E5%96%80%E5%88%99%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%BF%E6%8B%89%E5%96%84%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B7%B4%E4%B8%AD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B9%B3%E5%87%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%BF%E5%85%8B%E8%8B%8F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%AE%9A%E8%A5%BF%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%95%86%E6%B4%9B%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%87%91%E6%98%8C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%83%E5%8F%B0%E6%B2%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%9F%B3%E5%98%B4%E5%B1%B1%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E7%99%BD%E9%93%B6%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%93%9C%E5%B7%9D%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%AD%A6%E5%A8%81%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%90%90%E9%B2%81%E7%95%AA%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%9B%BA%E5%8E%9F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%B1%B1%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%B4%E5%A4%8F%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B5%B7%E4%B8%9C%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%96%80%E4%BB%80%E7%94%98%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%98%8C%E9%83%BD%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E4%B8%AD%E5%8D%AB%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E8%B5%84%E9%98%B3%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E9%98%BF%E5%8B%92%E6%B3%B0%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%A1%94%E5%9F%8E%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E5%8D%9A%E5%B0%94%E5%A1%94%E6%8B%89%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8
www.iimedia.cn/tag/18814491387%E6%B5%B7%E5%8D%97%E5%BC%80%E4%BD%8F%E5%AE%BF%E8%B4%B9%E5%8F%91%E7%A5%A8

0
#16crazyzsunny回复于2020-03
#15 DC冰冰冰回复
大佬 ,可以截图看下您是怎么做的标注数据集么,比如你的POS(正面)与NEG(负面)两个文件夹内,那么多txt格式文本文件,文本内容都是什么?每个文本文件内有多少词汇量?谢谢;
展开

每个文件可以作为一条标注信息,可以参考用户打分做标记

0
#15DC冰冰冰回复于2020-03

大佬 ,可以截图看下您是怎么做的标注数据集么,比如你的POS(正面)与NEG(负面)两个文件夹内,那么多txt格式文本文件,文本内容都是什么?每个文本文件内有多少词汇量?谢谢;

0
#14188*****898回复于2020-03

想问一下老哥知道怎样在百度云智能那个语义情感分析平台上进行txt或其他文件上传式的传输检测吗

0
#13wangwei8638回复于2019-04
#10 crazyzsunny回复
易用性没得说,可以的

确实使开发简便了不少

1
#12crazyzsunny回复于2019-04
#11 果断叫小黑回复
视频和表情情感分析有吗?

图像方面的做得少一些,算法可以通用,基本的流程是一样的,图像和文本在数据的预处理上有差别,另外图像建模需要有高质量的监督数据标注的支持,有需求的话可以寻求easyDL的帮助。

1
#11果断叫小黑回复于2019-04

视频和表情情感分析有吗?

1
#10crazyzsunny回复于2019-04
#3 wangwei8638回复
祝贺研究生生涯走向了巅峰

易用性没得说,可以的

1
#9crazyzsunny回复于2019-04
#7 177******01回复
识别度高点,再大数据分析下

数据量大了,效果会提高的

1
#8crazyzsunny回复于2019-04
#6 177******01回复
情感分析可以用于满意度评价吗

可以用于满意度分析

1
#7177******01回复于2019-04

识别度高点,再大数据分析下

1
#6177******01回复于2019-04

情感分析可以用于满意度评价吗

1
#3wangwei8638回复于2019-04

祝贺研究生生涯走向了巅峰

1
#2付洋洋carrie回复于2019-04

手动赞

1
TOP
切换版块