业界首个视频识别与定位工具集PaddleVideo重磅更新 | 飞桨PaddlePaddle升级解读

导读:飞桨(PaddlePaddle)致力于让深度学习技术的创新与应用更简单。7月初,随着Paddle Fluid 1.5版本的发布,国内业界首个视频识别与定位工具集PaddleVideo也迎来了重磅更新。PaddleVideo在实际工业界可以形成很多具体应用,包括:视频精彩片段预测、关键镜头定位、视频剪辑等任务,例如定位NBA篮球赛视频中扣篮镜头,电视剧中的武打镜头等。如下图所示:

本文末尾,为广大算法和开发同学准备了PaddleVideo模型实战的应用案例,视频剪辑、素材拼接和标题生成工作完全是程序模型自动完成的,极大地减轻了人力剪辑的工作量,效果也还不错。不过,在看具体模型具体应用之前,让我们可以先来了解一下PaddleVideo。

 

1.  PaddleVideo是什么?

    PaddleVideo是飞桨在计算机视觉领域为用户提供的模型库PaddleCV中的视频识别与定位部分的模型库。PaddleVideo的全部模型都是开源的,用户可以一键式快速配置模型完成训练和评测。

PaddleVideo目前视频分类和动作定位模型包括:

2.     重磅更新内容详解

    本次重磅更新要点如下:

  • 增加动作定位模型C-TCN,该模型是2018年ActivityNet夺冠方案。
  • 增加已发布的模型骨干网络,Non-local模型增加ResNet101和l3d网络结构
  • 优化已经发布的分类模型,NeXtVLAD训练速度提升60%,TSM训练速度领先同类框架39%

 

首先是动作定位模型C-TCN。在介绍模型前,需要了解一下ActivityNet。

 

ActivityNet 是目前视频理解领域影响力最大的赛事,与每年的顶级学术会议 CVPR 一起召开。在2019年的竞赛中,百度公司计算机视觉团队获得视频动作提名、视频动作检测两项任务的冠军,并在新增任务 EPIC-Kitchens 动作识别挑战赛中获两项测试集冠军(Seen kitchens 和 Unseen kitchens)。 这已是百度视觉团队连续三年在 ActivityNet 相关赛事中斩获冠军。

    了解了ActivityNet比赛的含金量,我们快来看一下第1条更新:C-TCN模型。

2.1.   动作定位模型C-TCN

问题背景:定位视频中特定类别的时序动作片段的动作起始时间和终止时间点并正确识别动作类别。

研究现状:当前的主流做法是将视频特征(时间维度T*C单帧图像特征维度)沿着时间维度做一维卷积设计各种网络结构1D-TCN,我们实验发现随着网络加深之后网络的分类loss较浅层网络结构会差很多,也就是说类别信息在1D时序卷积网络中会随着网络变深而慢慢丢失,如下图所示。因此,我们设计了C-TCN,2D的保留类别信息的卷积,并且实验证明了C-TCN的有效性。

CTCN卷积的过程如下图:

用SSD+FPN框架加入了CTCN后,整个网络结构如下图:

在THUMOS14和ActivityNet1.3上都取得了较好的结果,如下图:

2.2.   Non-local模型增加ResNet101和l3D网络结构

具体来说,开发者选Non-local这个模型,之前版本只提供了最简单的网络结构,Resnet50 + C2D,此次版本更新,增加了两个复杂一些的网络结构:Resnet50 + I3D, 和 Resnet101 + C2D。

这里给大家解释一下Non-local模型的意思。

在CVPR 2018收录的论文里有一篇叫《Non-local Neural Networks》。论文中,作者提出了 non-local operation 来解决 CNN 网络中的 long-range dependencies 问题。在论文中, 作者提出了 non-local operation 作为一种通用的神经网络的 building block 来捕捉基于 long-range 的依赖关系。受到经典的 non-local means 方法的启发, non-local operation 会将某一位置的响应当做是一种从特征图谱所有位置的加权和来计算。

该 building block 可以插入到现在计算机视觉的许多模型当中, 进而可以提升分类, 检测,分割等视觉任务的性能表现。

在PaddleVideo模型库中Non-local模型专门用于视频分类任务。

还有第3条更新: 优化已经发布的分类模型,NeXtVLAD训练速度提升60%,TSM训练速度领先同类框架39%。

 

2.3.   NeXtVLAD训练速度提升60%,TSM训练速度领先同类框架39%

以上的速度提升是指在同样的硬件配置下,训练速度比之前有了很大的提升。经过此次更新,NeXtVLAD模型训练速度比TensorFlow快约1.88倍。采用的优化方法是将数据预处理部分浮点数相关的运算转移到GPU上使用Paddle Op进行计算,而CPU上则使用uint8数据类型,可以大幅减小从CPU到GPU数据拷贝的开销。

3.  模型训练、测试和推断

    接下来,教大家如何使用PaddleVideo中模型,以本次重磅更新的模型C-TCN为例子。

    首先进入GitHub的PaddleVideo相关页面,地址如下:

https://github.com/PaddlePaddle/models/tree/develop/PaddleCV/PaddleVideo?fr=ai5。

    通过gitclone命令下载代码到本地。

    代码结构说明如下:

3.1.   数据准备

C-TCN模型使用ActivityNet 1.3数据集,具体下载方法请参考官方下载说明http://activity-net.org/index.html

)。在训练此模型时,需要先对mp4源文件抽取RGB和Flow特征,然后再用训练好的TSN模型提取出抽象的特征数据,并存储为pickle文件格式。我们将会提供转化后的数据下载链接。转化后的数据文件目录结构为:

同时需要下载如下几个数据文件

Activity1.3_train_rgb.listformat,

Activity1.3_val_rgb.listformat,

labels.txt,est_val_label.list,val_duration_frame.list,并放到dataset/ctcn目录下。

3.2.   模型训练

数据准备完毕后,可以通过如下两种方式启动训练:

  • 从头开始训练,使用上述启动脚本程序即可启动训练,不需要用到预训练模型。
  • 可下载已发布模型通过--resume指定权重存放路径进行finetune等开发。

 

训练策略:

  • 采用Momentum优化算法训练,momentum=0.9。
  • 权重衰减系数为1e-4。
  • 学习率在迭代次数达到9000的时候做一次衰减

3.3.   模型评估

可以通过如下两种方式启动训练:

  • 使用scripts/test/test_ctcn.sh进行评估时,需要修改脚本中的--weights参数指定需要评估的权重。
  • 若未指定--weights参数,脚本会下载已发布模型进行评估。
  • 运行上述程序会将测试结果保存在json文件中,使用ActivityNet官方提供的测试脚本,即可计算MAP。

3.4.   模型推断

可通过如下命令进行模型推断:

  • 模型推断结果存储于pkl中,通过pickle格式存储。
  • 若未指定--weights参数,脚本会下载已发布模型进行推断。

以上也是PaddleVideo中所有模型的具体使用方法。

4.  典型案例

PaddleVideo目前已经在典型领域有一些实际应用,我们来看一个实际的视频剪辑集锦;案例:《伤心镜头集锦:看谁最能打动人心》  

    值得一提的是,以上视频并不是人工剪辑的,完全是结合知识图谱做出的智能化视频生产。具体来说,首先运用知识图谱的能力,我们根据视频标题可以找到很多包含某些特殊动作类别的视频, 然后再运用localization的技术可以把每个视频中的这些片段剪辑出来,组合成一个新视频,然后用NLP的技术生成视频标题分发出去。如果你觉得很有趣,不妨点击文末的项目地址试了解一下。

 

好啦,本期飞桨PaddleVideo的介绍就告一段落啦。如果有兴趣的同学,可以加入官方QQ群,您将遇上大批志同道合的深度学习同学。

 

飞桨官方QQ群:432676488

   

如果您想详细了解更多飞桨的相关内容,请参阅以下文档。

官网地址:

https://www.paddlepaddle.org.cn?fr=ai5

项目地址:

https://github.com/PaddlePaddle/models/tree/develop/PaddleCV/PaddleVideo?fr=ai5

 

最后给大家推荐一个GPU福利 - Tesla V100免费算力!配合PaddleHub能让模型原地起飞~ 扫码下方二维码申请~

收藏 评论(3)
分享到:
共3条回复 最后由筱Myselfkv 回复于2019-08-09 10:36
#2 Q1058204131 回复于2019-08-05

不错的转发下,有啥东东,抱歉
http://gbsgjd.wikidot.com/,
http://mfghdg.wikidot.com/,
http://jsdfghd.wikidot.com/,
http://hfsgf.wikidot.com/,
http://fcnfgsg.wikidot.com/,
http://jfjdsgf.wikidot.com/,
http://hkdtrj.wikidot.com/,
http://fsdgshk.wikidot.com/,
http://fhsdgj.wikidot.com/,
http://fgsdfgs.wikidot.com/,
http://mczfjkm.wikidot.com/,
http://nzgsgj.wikidot.com/,
http://fhsahh.wikidot.com/,
http://ghsdhd.wikidot.com/,
http://nfdgsdd.wikidot.com/,
http://mfgxjch.wikidot.com/,
http://gfhfsa.wikidot.com/,
http://goyfhglk.wikidot.com/,
http://fkgkjjk.wikidot.com/,
http://hgdhds.wikidot.com/,
http://mhdfhs.wikidot.com/,
http://yursdff.wikidot.com/,
http://hdfgdgs.wikidot.com/,
http://shanghhfg.wikidot.com/,
http://fhsshbx.wikidot.com/,
http://mngbsd.wikidot.com/,
http://jsrebx.wikidot.com/,
http://kdgszg.wikidot.com/,
http://hdfhsa.wikidot.com/,
http://jfdsfhd.wikidot.com/,
http://nfgssnt.wikidot.com/,
http://fdgsdas.wikidot.com/,
http://hjrszd.wikidot.com/,
http://hgjskk.wikidot.com/,
http://hedjszm.wikidot.com/,
http://hjuskf.wikidot.com/,
http://kdsrjsg.wikidot.com/,
http://nfdgsar.wikidot.com/,
http://ghkddsj.wikidot.com/,
http://fgjcbxg.wikidot.com/,
http://tgsahd.wikidot.com/,
http://zgsgsrk.wikidot.com/,
http://qrysxk.wikidot.com/,
http://gstrho.wikidot.com/,
http://hckdsk.wikidot.com/,
http://shafhf.wikidot.com/,
http://zsfxmnh.wikidot.com/,
http://mzjtia.wikidot.com/,
http://nfdhssg.wikidot.com/,
http://hkffbd.wikidot.com/,
http://zdfwjt.wikidot.com/,
http://xcrghs.wikidot.com/,
http://nsgzfg.wikidot.com/,
http://hgsdsa.wikidot.com/,
http://aezfgh.wikidot.com/,
http://bxbned.wikidot.com/,
http://gabzjjg.wikidot.com/,
http://hsgyfj.wikidot.com/,
http://hsfdhf.wikidot.com/,
http://zvshetg.wikidot.com/,
http://zzyurej.wikidot.com/,
http://lchdhjw.wikidot.com/,
http://hzjstgrs.wikidot.com/,
http://dzjhkfy.wikidot.com/,
http://jndhas.wikidot.com/,
http://zbhfher.wikidot.com/,
http://ytdghs.wikidot.com/,
http://whhsvs.wikidot.com/,
http://wfkfdsz.wikidot.com/,
http://qdjsgt.wikidot.com/,
http://mgssgtg.wikidot.com/,
http://jdgsjah.wikidot.com/,
http://fhkfak.wikidot.com/,
http://hfhfdds.wikidot.com/,
http://hskefx.wikidot.com/,
http://xykjdg.wikidot.com/,
http://qankfhd.wikidot.com/,
http://xakfhd.wikidot.com/,
http://bjsgsw.wikidot.com/,
http://hzgdstg.wikidot.com/,
http://hfgfhn.wikidot.com/,
http://ashdfyh.wikidot.com/,
http://dldhds.wikidot.com/,
http://wsjfh.wikidot.com/,
http://bxkdhkf.wikidot.com/,
http://ykkfpgh.wikidot.com/,
http://jzkfphj.wikidot.com/,
http://pjkfpof.wikidot.com/,
http://hdkdjf.wikidot.com/,
http://ddkfpgj.wikidot.com/,
http://cykfpjf.wikidot.com/,
http://hldkfpt.wikidot.com/,
http://jygkfphj.wikidot.com/,
http://lzkfphj.wikidot.com/,
http://tlkfphk.wikidot.com/,
http://jqkfpjh.wikidot.com/,
http://tskfpjg.wikidot.com/,
http://xzkfojh.wikidot.com/,
http://wxkfpjh.wikidot.com/,
http://zykfpjh.wikidot.com/,
http://yckfpkjn.wikidot.com/,
http://ntkfpjh.wikidot.com/,
http://szkfpjh.wikidot.com/,
http://lygkfphj.wikidot.com/,
http://chgeesd.wikidot.com/,
http://cckfplk.wikidot.com/,
http://jlkfplk.wikidot.com/,
http://thkfplk.wikidot.com/,
http://spkfplk.wikidot.com/,
http://yzkfplk.wikidot.com/,
http://bckfplk.wikidot.com/,
http://ddjkfplk.wikidot.com/,
http://jjhekfplk.wikidot.com/,
http://henkfplk.wikidot.com/,
http://jnskfplk.wikidot.com/,
http://dqkfplk.wikidot.com/,
http://gykfplk.wikidot.com/,
http://qthkfplk.wikidot.com/,
http://lpskfplk.wikidot.com/,
http://zykfplk.wikidot.com/,
http://kmkfplk.wikidot.com/,
http://ljkfplk.wikidot.com/,
http://qjkfplk.wikidot.com/,
http://yxkfplk.wikidot.com/,
http://zygkfplk.wikidot.com/,
http://zzkfplk.wikidot.com/,
http://qzkfplk.wikidot.com/,
http://xmkfplk.wikidot.com/,
http://ptkfplk.wikidot.com/,
http://fzkfplk.wikidot.com/,
http://tjkfplk.wikidot.com/,
http://cskfplk.wikidot.com/,
http://sjzkfplk.wikidot.com/,
http://cqkfplk.wikidot.com/,
http://bjkfplk.wikidot.com/,
http://dfsgfda.wikidot.com/,
http://dsfgdsf.wikidot.com/,
http://dsfgdsg.wikidot.com/,
http://sdgdsfyh.wikidot.com/,
http://dsgdhg.wikidot.com/,
http://ljmdsgdfg.wikidot.com/,
http://fdhggfkj.wikidot.com/,
http://fhfdsf.wikidot.com/,
http://dsfgsdhy.wikidot.com/,
http://dsfgdfftg.wikidot.com/,
http://sdtgdfd.wikidot.com/,
http://dsgdszfg.wikidot.com/,
http://jhtgjh.wikidot.com/,
http://zdfgds.wikidot.com/,
http://dsgdfdcx.wikidot.com/,
http://vdsghg.wikidot.com/,
http://aghfghj.wikidot.com/,
http://dsgdsdfg.wikidot.com/,
http://dfgsfg.wikidot.com/,
http://dfggd.wikidot.com/,
http://dfjhklfg.wikidot.com/,
http://gfvjhfg.wikidot.com/,
http://dsfgfdf.wikidot.com/,
http://fdstdy.wikidot.com/,
http://dsftdrcg.wikidot.com/,
http://bgfcgh.wikidot.com/,
http://ghfhj.wikidot.com/,
http://hgfghv.wikidot.com/,
http://sdgf.wikidot.com/,
http://gjmhfgh.wikidot.com/,
http://vhgvh.wikidot.com/,
http://hfghg.wikidot.com/,
http://fdgddf.wikidot.com/,
http://sdgd.wikidot.com/,
http://dsfdf.wikidot.com/,
http://sdgfd.wikidot.com/,
http://dsgdf.wikidot.com/,
http://fgdfsh.wikidot.com/,
http://fgsdf.wikidot.com/,
http://dsfgdf.wikidot.com/,
http://sdgfd.wikidot.com/main:layout,
http://sdgfd.wikidot.com/system:join,
http://sdgfd.wikidot.com/help:_home,
http://sdgfd.wikidot.com/main:contact,
http://sdgfd.wikidot.com/help:first-time-user,
http://sdgfd.wikidot.com/help:creating-pages,
http://sdgfd.wikidot.com/help:editing-pages,
http://sdgfd.wikidot.com/help:navigation-bars,
http://sdgfd.wikidot.com/help:using-modules,
http://sdgfd.wikidot.com/help:templates,
http://dsgdf.wikidot.com/main:layout,
http://dsgdf.wikidot.com/system:join,
http://dsgdf.wikidot.com/help:_home,
http://dsgdf.wikidot.com/main:contact,
http://dsgdf.wikidot.com/help:first-time-user,
http://dsgdf.wikidot.com/help:quick-reference,
http://dsgdf.wikidot.com/help:creating-pages,
http://dsgdf.wikidot.com/help:editing-pages,
http://dsgdf.wikidot.com/help:navigation-bars,
http://dsgdf.wikidot.com/help:templates,
http://dsgdf.wikidot.com/help:css-themes,
http://fgdfsh.wikidot.com/main:layout,
http://fgdfsh.wikidot.com/system:join,
http://fgdfsh.wikidot.com/main:about,
http://dsgdf.wikidot.com/main:about,
http://sdgfd.wikidot.com/main:about,
http://fgsdf.wikidot.com/main:about,
http://fgsdf.wikidot.com/main:layout,
http://fgsdf.wikidot.com/system:join,
http://fgsdf.wikidot.com/help:_home,
http://fgsdf.wikidot.com/main:contact,
http://fgsdf.wikidot.com/help:first-time-user,
http://fgsdf.wikidot.com/help:quick-reference,
http://fgsdf.wikidot.com/help:creating-pages,
http://fgsdf.wikidot.com/help:editing-pages,
http://fgsdf.wikidot.com/help:navigation-bars,
http://fgsdf.wikidot.com/help:templates,
http://fgsdf.wikidot.com/help:css-themes,
http://dsfgdf.wikidot.com/main:about,
http://dsfgdf.wikidot.com/main:layout,
http://dsfgdf.wikidot.com/system:join,
http://dsfgdf.wikidot.com/help:_home,
http://dsfgdf.wikidot.com/main:contact,
http://dsfgdf.wikidot.com/help:first-time-user,
http://dsfgdf.wikidot.com/help:quick-reference,
http://dsfgdf.wikidot.com/help:creating-pages,
http://dsfgdf.wikidot.com/help:editing-pages,
http://dsfgdf.wikidot.com/help:navigation-bars,
http://dsfgdf.wikidot.com/help:templates,
http://dsfgdf.wikidot.com/help:css-themes,
http://fgsdf.wikidot.com/main:home,
http://bcvfdf.wikidot.com/,
http://fdsgfxd.wikidot.com/,
http://lmhjvb.wikidot.com/,
http://dsfsdfg.wikidot.com/,
http://mfcgdsfg.wikidot.com/,
http://mhhdf.wikidot.com/,
http://ljkhjc.wikidot.com/,
http://wefdslo.wikidot.com/,
http://iuydfh.wikidot.com/,
http://pfyfdf.wikidot.com/,
http://ertryrt.wikidot.com/,
http://werdsfsx.wikidot.com/,
http://puhjigh.wikidot.com/,
http://iyufh.wikidot.com/,
http://iytrc.wikidot.com/,
http://uysedhb.wikidot.com/,
http://opirfgh.wikidot.com/,
http://uyrthf.wikidot.com/,
http://ytydfgc.wikidot.com/,
http://retgvcx.wikidot.com/,
http://yuifdg.wikidot.com/,
http://qwreersd.wikidot.com/,
http://tyutgf.wikidot.com/,
http://resfdsf.wikidot.com/,
http://rteddf.wikidot.com/,
http://aqddcz.wikidot.com/,
http://ohjvf.wikidot.com/,
http://yursdf.wikidot.com/,
http://wzsdasd.wikidot.com/,
http://phgfdc.wikidot.com/,
http://sdfwew.wikidot.com/,
http://dtfgrerf.wikidot.com/,
http://reweas.wikidot.com/,
http://qwerad.wikidot.com/,
http://qasdfd.wikidot.com/,
http://dfsgdf.wikidot.com/,
http://fddsfgdf.wikidot.com/,
http://jhiujyu.wikidot.com/,
http://sgtyrt.wikidot.com/,
http://asdsz.wikidot.com/,
http://srfsdf.wikidot.com/,
http://desrs.wikidot.com/,
http://sdfser.wikidot.com/,
http://sddfgs.wikidot.com/,
http://sdfsdg.wikidot.com/,
http://dsfsgfe.wikidot.com/,
http://gwserg.wikidot.com/,
http://xcfdg.wikidot.com/,
http://klfghgf.wikidot.com/,
http://gfdaa.wikidot.com/,
http://yedrcg.wikidot.com/,
http://swefzf.wikidot.com/,
http://dsfsza.wikidot.com/,
http://swezd.wikidot.com/,
http://hghgshg.wikidot.com/,
http://rtsdf.wikidot.com/,
http://dsaew.wikidot.com/,
http://dsfrwlo.wikidot.com/,
http://srdtg.wikidot.com/,
http://dfgwews.wikidot.com/,
http://dsggrw.wikidot.com/,
http://aserdtg.wikidot.com/,
http://dsgadtg.wikidot.com/,
http://eytder.wikidot.com/,
http://dsghsfh.wikidot.com/,
http://dsrww.wikidot.com/,
http://dsfzgds.wikidot.com/,
http://sdtgdf.wikidot.com/,
http://dszfas.wikidot.com/,
http://dfgfxd.wikidot.com/,
http://dsfdse.wikidot.com/,
http://sdrse.wikidot.com/,
http://eawfxf.wikidot.com/,
http://dssdfg.wikidot.com/,
http://dsfwef.wikidot.com/,
http://yyhfc.wikidot.com/,
http://fdsgd.wikidot.com/,
http://scxdfgdf.wikidot.com/,
http://dfsdraa.wikidot.com/,
http://fghdftgsd.wikidot.com/,
http://fsfplk.wikidot.com/,
http://gzfolk.wikidot.com/,
http://stfplk.wikidot.com/,
http://szfplk.wikidot.com/,
http://zhfplk.wikidot.com/,
http://zqfplk.wikidot.com/,
http://zjfplk.wikidot.com/,
http://sgfplk.wikidot.com/,
http://mmfplk.wikidot.com/,
http://jmfplk.wikidot.com/,
http://hyfplk.wikidot.com/,
http://hzfplk.wikidot.com/,
http://swfplk.wikidot.com/,
http://mzfplk.wikidot.com/,
http://yjfplk.wikidot.com/,
http://zsfplk.wikidot.com/,
http://nnfplk.wikidot.com/,
http://qyfplk.wikidot.com/,
http://glfplk.wikidot.com/,
http://dgfplk.wikidot.com/,
http://bhfplk.wikidot.com/,
http://lzfplk.wikidot.com/,
http://qzfplk.wikidot.com/,
http://rlfplk.wikidot.com/,
http://wzfplk.wikidot.com/,
http://ncfplk.wikidot.com/,
http://hezfplk.wikidot.com/,
http://bsfplk.wikidot.com/,
http://fcgfplk.wikidot.com/,
http://ggfplk.wikidot.com/,
http://ganzfolk.wikidot.com/,
http://ycfplk.wikidot.com/,
http://xxfplk.wikidot.com/,
http://pxfplk.wikidot.com/,
http://jafplk.wikidot.com/,
http://srfplk.wikidot.com/,
http://jjfplk.wikidot.com/,
http://fzfplk.wikidot.com/,
http://fuzfplk.wikidot.com/,
http://jdzfplk.wikidot.com/,
http://zzfplk.wikidot.com/,
http://xmfplk.wikidot.com/,
http://quzfplk.wikidot.com/,
http://ptfplk.wikidot.com/,
http://lyfplk.wikidot.com/,
http://czfplk.wikidot.com/,
http://tyfplk.wikidot.com/,
http://shzfplk.wikidot.com/,
http://yqfplk.wikidot.com/,
http://dtfplk.wikidot.com/,
http://csfplk.wikidot.com/,
http://zjjfplk.wikidot.com/,
http://huyfplk.wikidot.com/,
http://xtfplk.wikidot.com/,
http://zzhfplk.wikidot.com/,
http://xyfplk.wikidot.com/,
http://ximfplk.wikidot.com/,
http://whfplk.wikidot.com/,
http://syfplk.wikidot.com/,
http://hsfplk.wikidot.com/,
http://hgfplk.wikidot.com/,
http://shzhfplk.wikidot.com/,
http://xgfplk.wikidot.com/,
http://xnfplk.wikidot.com/,
http://xzfplk.wikidot.com/,
http://zgfplk.wikidot.com/,
http://guyfplk.wikidot.com/,
http://luzfplk.wikidot.com/,
http://deyfplk.wikidot.com/,
http://cdfplk.wikidot.com/,
http://suzfplk.wikidot.com/,
http://qrfplk.wikidot.com/,
http://hffplk.wikidot.com/,
http://fgfplk.wikidot.com/,
http://fdgfplk.wikidot.com/,
http://aqfplk.wikidot.com/,
http://fhfplk.wikidot.com/,
http://masfplk.wikidot.com/,
http://xbfplk.wikidot.com/,
http://xcfplk.wikidot.com/,
http://yuntfplk.wikidot.com/,
http://weihfplk.wikidot.com/,
http://qdfplk.wikidot.com/,
http://jnfplk.wikidot.com/,
http://dyfplk.wikidot.com/,
http://lwfplk.wikidot.com/,
http://hezefplk.wikidot.com/,
http://wffplk.wikidot.com/,
http://zbfplk.wikidot.com/,
http://zgxfplk.wikidot.com/,
http://dezfplk.wikidot.com/,
http://lcfplk.wikidot.com/,
http://lffplk.wikidot.com/,
http://tafplk.wikidot.com/,
http://zhzhfplk.wikidot.com/,
http://zhengzfplk.wikidot.com/,
http://pdsfplk.wikidot.com/,
http://xinxfplk.wikidot.com/,
http://luoyfplk.wikidot.com/,
http://kffplk.wikidot.com/,
http://yyfplk.wikidot.com/,
http://xucfplk.wikidot.com/,
http://jzuofplk.wikidot.com/,
http://hbfplk.wikidot.com/,
http://anyfplk.wikidot.com/,
http://zkfplk.wikidot.com/,
http://xinyfplk.wikidot.com/,
http://sxmfplk.wikidot.com/,
http://sqfplk.wikidot.com/,
http://lhfplk.wikidot.com/,
http://thfplk.wikidot.com/,
http://spfplk.wikidot.com/,
http://liaoyfplk.wikidot.com/,
http://jlfplk.wikidot.com/,
http://ccfplk.wikidot.com/,
http://qqhefplk.wikidot.com/,
http://hegfplk.wikidot.com/,
http://jmsfplk.wikidot.com/,
http://hebfplk.wikidot.com/,
http://dqfplk.wikidot.com/,
http://yucfplk.wikidot.com/,
http://qthfplk.wikidot.com/,
http://mdfplk.wikidot.com/,
http://jxfplk.wikidot.com/,
http://hehfplk.wikidot.com/,
http://wxfplk.wikidot.com/,
http://taizfplk.wikidot.com/,
http://suzhfplk.wikidot.com/,
http://ntfplk.wikidot.com/,
http://njfplk.wikidot.com/,
http://hzhfplk.wikidot.com/,
http://lygfplk.wikidot.com/,
http://xuzfplk.wikidot.com/,
http://yancfplk.wikidot.com/,
http://yzhfplk.wikidot.com/,
http://wzhfplk.wikidot.com/,
http://jiaxfplk.wikidot.com/,
http://zxfplk.wikidot.com/,
http://nbfplk.wikidot.com/,
http://huzfplk.wikidot.com/,
http://hjfplk.wikidot.com/,
http://trfplk.wikidot.com/,
http://tzfplk.wikidot.com/,
http://weizfplk.wikidot.com/,
http://zhsfplk.wikidot.com/,
http://lpsfplk.wikidot.com/,
http://guizfplk.wikidot.com/,
http://bjfplk.wikidot.com/,
http://ansfplk.wikidot.com/,
http://zyfplk.wikidot.com/,
http://ztfplk.wikidot.com/,
http://rxfplk.wikidot.com/,
http://qjfplk.wikidot.com/,
http://ljfplk.wikidot.com/,
http://kmfplk.wikidot.com/,
http://xiyfplk.wikidot.com/,
http://wnfplk.wikidot.com/,
http://xafplk.wikidot.com/,
http://bjifplk.wikidot.com/,
http://tcfplk.wikidot.com/,
http://tsfplk.wikidot.com/,
http://lzhfplk.wikidot.com/,
http://jygfplk.wikidot.com/,
http://jcfplk.wikidot.com/,
http://byfplk.wikidot.com/,
http://zhyfplk.wikidot.com/,
http://plfplk.wikidot.com/,
http://wwfplk.wikidot.com/,
http://jqfplk.wikidot.com/,
http://hmfplk.wikidot.com/,
http://shyfplk.wikidot.com/,
http://fusfplk.wikidot.com/,
http://dlfplk.wikidot.com/,
http://bxfplk.wikidot.com/,
http://asfplk.wikidot.com/,
http://liayfplk.wikidot.com/,
http://fxfplk.wikidot.com/,
http://ykfplk.wikidot.com/,
http://jzfplk.wikidot.com/,
http://ddfplk.wikidot.com/,
http://cyfplk.wikidot.com/,
http://hhhtfplk.wikidot.com/,
http://pjfplk.wikidot.com/,
http://hldfplk.wikidot.com/,
http://tlfplk.wikidot.com/,
http://wuhfplk.wikidot.com/,
http://tonglfplk.wikidot.com/,
http://tjfplk.wikidot.com/,
http://btfplk.wikidot.com/,
http://cffplk.wikidot.com/,
http://wlmqfplk.wikidot.com/,
http://sjzfplk.wikidot.com/,
http://lsfplk.wikidot.com/,
http://hdfplk.wikidot.com/,
http://chdfplk.wikidot.com/,
http://mxcsa.wikidot.com/,
http://wxzaz.wikidot.com/,
http://zxsa.wikidot.com/,
http://zsdc.wikidot.com/,
http://zxcvh.wikidot.com/,
http://sddgh.wikidot.com/,
http://zdsw.wikidot.com/,
http://dfsw.wikidot.com/,
http://dsgf1.wikidot.com/,
http://s44as.wikidot.com/,
http://gzxd.wikidot.com/,
http://fgse.wikidot.com/,
http://rdcs.wikidot.com/,
http://fsec.wikidot.com/,
http://mkhy.wikidot.com/,
http://nbvc.wikidot.com/,
http://cvfd.wikidot.com/,
http://bcvf.wikidot.com/,
http://fdty.wikidot.com/,
http://ufgh.wikidot.com/,
http://hifv.wikidot.com/,
http://ytre.wikidot.com/,
http://tyug.wikidot.com/,
http://oytf.wikidot.com/,
http://sdeo.wikidot.com/,
http://hjsa.wikidot.com/,
http://fdgd.wikidot.com/,
http://fgrw.wikidot.com/,
http://ghfo.wikidot.com/,
http://ngiw.wikidot.com/,
http://jybf.wikidot.com/,
http://fvup.wikidot.com/,
http://hjfy.wikidot.com/,
http://pdun.wikidot.com/,
http://cvbs.wikidot.com/,
http://fdgdfsgdf.wikidot.com/,
http://xzczs.wikidot.com/,
http://dcvxc.wikidot.com/,
http://sdd4ds.wikidot.com/,
http://jkyv.wikidot.com/,
http://fadsgwsea.wikidot.com/,
http://sadas.wikidot.com/,
http://ffdg1df.wikidot.com/,
http://migr.wikidot.com/,
http://ffdgdf.wikidot.com/,
http://czsa.wikidot.com/,
http://hqyv.wikidot.com/,
http://lfdsds.wikidot.com/,
http://fghfh.wikidot.com/,
http://hghfg.wikidot.com/,
http://fdstgf.wikidot.com/,
http://jgsw.wikidot.com/,
http://piyr.wikidot.com/,
http://ghfs.wikidot.com/,
http://fjtv.wikidot.com/,
http://taobao.wikidot.com/,
http://chengbang.ccedpw.com/,
http://nanzhuo3.shop.bxgtd.com/,
http://qiaojiao778.shop.bxgtd.com/,
http://doushi4566.shop.bxgtd.com/,
http://taodao.shop.bxgtd.com/,
http://jidun84.shop.bxgtd.com/,
http://tianquang67.shop.bxgtd.com/,
http://bojuenu1639.shop.bxgtd.com/,
http://cengtied15.shop.bxgtd.com/,
http://yeniangzh49.shop.bxgtd.com/,
http://www.andu729.yhtx.tv/,
http://www.tangyan83.yhtx.tv/,
http://www.ditang2.yhtx.tv/,
http://www.kaonai43043.yhtx.tv/,
http://www.duishuo.yhtx.tv/,
http://www.pabenye4186.yhtx.tv/,
http://www.waxuanqi61.yhtx.tv/,
http://www.haoganson86.yhtx.tv/,
http://www.piaoqinc13.yhtx.tv/,
http://www.qianghuai78.yhtx.tv/,
http://www.shenxiao34.yhtx.tv/,
http://www.fengniuge59.yhtx.tv/,
http://www.daojiongr71.yhtx.tv/,
http://www.sunkaizu34.yhtx.tv/,
http://www.cengshes84.yhtx.tv/,
http://www.51xsq.com/qy/yunqiang208/,
http://www.51xsq.com/qy/youshi66/,
http://www.51xsq.com/qy/kongwei55447/,
http://www.51xsq.com/qy/wendou/,
http://www.51xsq.com/qy/bibei8414689/,
http://www.51xsq.com/qy/hudiecu7642/,
http://www.51xsq.com/qy/tuncangt95/,
http://www.51xsq.com/qy/jianniuda12/,
http://www.51xsq.com/qy/yanpaijio77/,
http://www.51xsq.com/qy/feixiong68/,
http://www.51xsq.com/qy/tuofengj14/,
http://www.51xsq.com/qy/mengsong30/,

0
#3 代开深圳票 回复于2019-08-06

不错的转发下,有啥东东,抱歉
http://cphoto.wikidot.com
http://fengniao.wikidot.com
http://fsjiaju.wikidot.com
http://110199.wikidot.com
http://txtnovel.wikidot.com
http://fayifa.wikidot.com
http://cssmoban.wikidot.com
http://evergrande.wikidot.com
http://10086shenzhen.wikidot.com
http://ccedip.wikidot.com
http://lollipop.wikidot.com
http://wpumpkin.wikidot.com
http://moment.wikidot.com
http://wbanana.wikidot.com
http://wbubble.wikidot.com
http://cherish.wikidot.com
http://wsunflower.wikidot.com
http://gorgeous.wikidot.com
http://wrainbow.wikidot.com
http://wsunshine.wikidot.com
http://hilarious.wikidot.com
http://wlullaby.wikidot.com
http://wgalaxy.wikidot.com
http://wbutterfly.wikidot.com
http://wtwinkle.wikidot.com
http://wsmile.wikidot.com
http://lovetu.wikidot.com
http://wmother.wikidot.com
http://wpassion.wikidot.com
http://fantastic.wikidot.com
http://opsteel.wikidot.com

0
#4 筱Myselfkv 回复于2019-08-09

https://www.viki.com/collections/2553602l
https://www.viki.com/collections/2553603l
https://www.viki.com/collections/2553604l
https://www.viki.com/collections/2553605l
https://www.viki.com/collections/2553606l
https://www.viki.com/collections/2553608l
https://www.viki.com/collections/2553609l
https://www.viki.com/collections/2553611l
https://www.viki.com/collections/2553612l
https://www.viki.com/collections/2553613l
https://www.viki.com/collections/2553615l
https://www.viki.com/collections/2553618l
https://www.viki.com/collections/2553620l
https://www.viki.com/collections/2553621l
https://www.viki.com/collections/2553622l
https://www.viki.com/collections/2553623l
https://www.viki.com/collections/2553624l
https://www.viki.com/collections/2553626l
https://www.viki.com/collections/2553627l
https://www.viki.com/collections/2553628l
https://www.viki.com/collections/2553630l
https://www.viki.com/collections/2553631l
https://www.viki.com/collections/2553633l
https://www.viki.com/collections/2553635l
https://www.viki.com/collections/2553636l
https://www.viki.com/collections/2553642l
https://www.viki.com/collections/2553646l
https://www.viki.com/collections/2553647l
https://www.viki.com/collections/2553649l
https://www.viki.com/collections/2553650l
https://www.viki.com/collections/2553652l
https://www.viki.com/collections/2553659l
https://www.viki.com/collections/2553661l
https://www.viki.com/collections/2553663l
https://www.viki.com/collections/2553666l
https://www.viki.com/collections/2553667l
https://www.viki.com/collections/2553669l
https://www.viki.com/collections/2553671l
https://www.viki.com/collections/2553675l
https://www.viki.com/collections/2553678l
https://www.viki.com/collections/2553679l
https://www.viki.com/collections/2553682l
https://www.viki.com/collections/2553683l
https://www.viki.com/collections/2553684l
https://www.viki.com/collections/2553685l
https://www.viki.com/collections/2553686l
https://www.viki.com/collections/2553688l
https://www.viki.com/collections/2553690l
https://www.viki.com/collections/2553691l
https://www.viki.com/collections/2553693l
https://www.viki.com/collections/2553694l
https://www.viki.com/collections/2553697l
https://www.viki.com/collections/2553700l
https://www.viki.com/collections/2553705l
https://www.viki.com/collections/2553706l
https://www.viki.com/collections/2553707l
https://www.viki.com/collections/2553708l
https://www.viki.com/collections/2553710l
https://www.viki.com/collections/2553711l
https://www.viki.com/collections/2553715l
https://www.viki.com/collections/2553716l
https://www.viki.com/collections/2553717l
https://www.viki.com/collections/2553718l
https://www.viki.com/collections/2553719l
https://www.viki.com/collections/2553722l
https://www.viki.com/collections/2553724l
https://www.viki.com/collections/2553725l
https://www.viki.com/collections/2553726l
https://www.viki.com/collections/2553727l
https://www.viki.com/collections/2553730l
https://www.viki.com/collections/2553731l
https://www.viki.com/collections/2553734l
https://www.viki.com/collections/2553735l
https://www.viki.com/collections/2553737l
https://www.viki.com/collections/2553739l
https://www.viki.com/collections/2553740l
https://www.viki.com/collections/2553741l
https://www.viki.com/collections/2553743l
https://www.viki.com/collections/2553744l
https://www.viki.com/collections/2553746l
https://www.viki.com/collections/2553747l
https://www.viki.com/collections/2553748l
https://www.viki.com/collections/2553750l
https://www.viki.com/collections/2553751l
https://www.viki.com/collections/2553752l
https://www.viki.com/collections/2553754l
https://www.viki.com/collections/2553757l
https://www.viki.com/collections/2553758l
https://www.viki.com/collections/2553760l
https://www.viki.com/collections/2553761l
https://www.viki.com/collections/2553764l
https://www.viki.com/collections/2553765l
https://www.viki.com/collections/2553766l
https://www.viki.com/collections/2553767l
https://www.viki.com/collections/2553768l
https://www.viki.com/collections/2553769l
https://www.viki.com/collections/2553771l
https://www.viki.com/collections/2553773l
https://www.viki.com/collections/2553774l
https://www.viki.com/collections/2553778l
https://www.viki.com/collections/2553779l
https://www.viki.com/collections/2553780l
https://www.viki.com/collections/2553781l
https://www.viki.com/collections/2553783l
https://www.viki.com/collections/2553784l
https://www.viki.com/collections/2553785l
https://www.viki.com/collections/2553787l
https://www.viki.com/collections/2553789l
https://www.viki.com/collections/2553791l
https://www.viki.com/collections/2553792l
https://www.viki.com/collections/2553793l
https://www.viki.com/collections/2553794l
https://www.viki.com/collections/2553795l
https://www.viki.com/collections/2553798l
https://www.viki.com/collections/2553800l
https://www.viki.com/collections/2553802l
https://www.viki.com/collections/2553803l
https://www.viki.com/collections/2553804l
https://www.viki.com/collections/2553805l
https://www.viki.com/collections/2553806l
https://www.viki.com/collections/2553808l
https://www.viki.com/collections/2553809l
https://www.viki.com/collections/2553810l
https://www.viki.com/collections/2553812l
https://www.viki.com/collections/2553814l
https://www.viki.com/collections/2553816l
https://www.viki.com/collections/2553817l
https://www.viki.com/collections/2553820l
https://www.viki.com/collections/2553821l
https://www.viki.com/collections/2553822l
https://www.viki.com/collections/2553823l
https://www.viki.com/collections/2553825l
https://www.viki.com/collections/2553827l
https://www.viki.com/collections/2553828l
https://www.viki.com/collections/2553830l
https://www.viki.com/collections/2553831l
https://www.viki.com/collections/2553832l
https://www.viki.com/collections/2553834l
https://www.viki.com/collections/2553835l
https://www.viki.com/collections/2553836l
https://www.viki.com/collections/2553837l
https://www.viki.com/collections/2553840l
https://www.viki.com/collections/2553841l
https://www.viki.com/collections/2553842l
https://www.viki.com/collections/2553843l
https://www.viki.com/collections/2553844l
https://www.viki.com/collections/2553846l
https://www.viki.com/collections/2553847l
https://www.viki.com/collections/2553848l
https://www.viki.com/collections/2553849l
https://www.viki.com/collections/2553856l
https://www.viki.com/collections/2553858l
https://www.viki.com/collections/2553860l
https://www.viki.com/collections/2553863l
https://www.viki.com/collections/2553865l
https://www.viki.com/collections/2553866l
https://www.viki.com/collections/2553867l
https://www.viki.com/collections/2553869l
https://www.viki.com/collections/2553871l
https://www.viki.com/collections/2553874l
https://www.viki.com/collections/2553876l
https://www.viki.com/collections/2553879l
https://www.viki.com/collections/2553882l
https://www.viki.com/collections/2643625l
https://www.viki.com/collections/2643633l
https://www.viki.com/collections/2643644l
https://www.viki.com/collections/2643651l
https://www.viki.com/collections/2643656l
https://www.viki.com/collections/2643666l
https://www.viki.com/collections/2643674l
https://www.viki.com/collections/2643676l
https://www.viki.com/collections/2643680l
https://www.viki.com/collections/2643683l
https://www.viki.com/collections/2643688l
https://www.viki.com/collections/2643713l
https://www.viki.com/collections/2643716l
https://www.viki.com/collections/2643718l
https://www.viki.com/collections/2643719l
https://www.viki.com/collections/2643726l
https://www.viki.com/collections/2643728l
https://www.viki.com/collections/2643732l
https://www.viki.com/collections/2643733l
https://www.viki.com/collections/2643735l
https://www.viki.com/collections/2643737l
https://www.viki.com/collections/2643739l
https://www.viki.com/collections/2643743l
https://www.viki.com/collections/2643746l
https://www.viki.com/collections/2643749l
https://www.viki.com/collections/2643750l
https://www.viki.com/collections/2643754l
https://www.viki.com/collections/2643758l
https://www.viki.com/collections/2643760l
https://www.viki.com/collections/2643762l
https://www.viki.com/collections/2643763l
https://www.viki.com/collections/2643765l
https://www.viki.com/collections/2643767l
https://www.viki.com/collections/2643771l
https://www.viki.com/collections/2643773l
https://www.viki.com/collections/2643776l
https://www.viki.com/collections/2643778l
https://www.viki.com/collections/2643779l
https://www.viki.com/collections/2643790l
https://www.viki.com/collections/2643791l
https://www.viki.com/collections/2643793l
https://www.viki.com/collections/2643794l
https://www.viki.com/collections/2643795l
https://www.viki.com/collections/2643809l
https://www.viki.com/collections/2643811l
https://www.viki.com/collections/2643815l
https://www.viki.com/collections/2643821l
https://www.viki.com/collections/2643817l
https://www.viki.com/collections/2643825l
https://www.viki.com/collections/2643829l
https://www.viki.com/collections/2643833l
https://www.viki.com/collections/2643837l
https://www.viki.com/collections/2643838l
https://www.viki.com/collections/2643860l
https://www.viki.com/collections/2643861l
https://www.viki.com/collections/2643862l
https://www.viki.com/collections/2643864l
https://www.viki.com/collections/2643867l
https://www.viki.com/collections/2643868l
https://www.viki.com/collections/2643869l
https://www.viki.com/collections/2643870l
https://www.viki.com/collections/2643872l
https://www.viki.com/collections/2643873l
https://www.viki.com/collections/2643876l
https://www.viki.com/collections/2643877l
https://www.viki.com/collections/2643879l
https://www.viki.com/collections/2643882l
https://www.viki.com/collections/2643885l
https://www.viki.com/collections/2643887l
https://www.viki.com/collections/2643888l
https://www.viki.com/collections/2643894l
https://www.viki.com/collections/2643896l
https://www.viki.com/collections/2643898l
https://www.viki.com/collections/2643899l
https://www.viki.com/collections/2643902l
https://www.viki.com/collections/2643905l
https://www.viki.com/collections/2643907l
https://www.viki.com/collections/2643908l
https://www.viki.com/collections/2643911l
https://www.viki.com/collections/2643915l
https://www.viki.com/collections/2643917l
https://www.viki.com/collections/2643919l
https://www.viki.com/collections/2643968l
https://www.viki.com/collections/2643970l
https://www.viki.com/collections/2643972l
https://www.viki.com/collections/2643974l
https://www.viki.com/collections/2643978l
https://www.viki.com/collections/2643979l
https://www.viki.com/collections/2643983l
https://www.viki.com/collections/2643984l
https://www.viki.com/collections/2643985l
https://www.viki.com/collections/2643986l
https://www.viki.com/collections/2643989l
https://www.viki.com/collections/2643992l
https://www.viki.com/collections/2643993l
https://www.viki.com/collections/2643994l
https://www.viki.com/collections/2643997l
https://www.viki.com/collections/2643999l
https://www.viki.com/collections/2644000l
https://www.viki.com/collections/2644001l
https://www.viki.com/collections/2644005l
https://www.viki.com/collections/2644009l
https://www.viki.com/collections/2644010l
https://www.viki.com/collections/2644012l
https://www.viki.com/collections/2644014l
https://www.viki.com/collections/2644018l
https://www.viki.com/collections/2644020l
https://www.viki.com/collections/2644021l
https://www.viki.com/collections/2644023l
https://www.viki.com/collections/2644025l
https://www.viki.com/collections/2644026l
https://www.viki.com/collections/2644028l
https://www.viki.com/collections/2644032l
https://www.viki.com/collections/2644035l
https://www.viki.com/collections/2644036l
https://www.viki.com/collections/2644038l
https://www.viki.com/collections/2644040l
https://www.viki.com/collections/2644042l
https://www.viki.com/collections/2644045l
https://www.viki.com/collections/2644046l
https://www.viki.com/collections/2644050l
https://www.viki.com/collections/2644051l
https://www.viki.com/collections/2644052l
https://www.viki.com/collections/2644054l
https://www.viki.com/collections/2644057l
https://www.viki.com/collections/2644059l
https://www.viki.com/collections/2644060l
https://www.viki.com/collections/2644061l
https://www.viki.com/collections/2644064l
https://www.viki.com/collections/2644067l
https://www.viki.com/collections/2644069l
https://www.viki.com/collections/2644071l
https://www.viki.com/collections/2644072l
https://www.viki.com/collections/2644074l
https://www.viki.com/collections/2644076l
https://www.viki.com/collections/2644079l
https://www.viki.com/collections/2644081l
https://www.viki.com/collections/2644084l
https://www.viki.com/collections/2644087l
https://www.viki.com/collections/2644094l
https://www.viki.com/collections/2644096l
https://www.viki.com/collections/2644098l
https://www.viki.com/collections/2644099l
https://www.viki.com/collections/2644100l
https://www.viki.com/collections/2644102l
https://www.viki.com/collections/2644103l
https://www.viki.com/collections/2644105l
https://www.viki.com/collections/2644107l
https://www.viki.com/collections/2644109l
https://www.viki.com/collections/2644111l
https://www.viki.com/collections/2644113l
https://www.viki.com/collections/2644114l
https://www.viki.com/collections/2644115l
https://www.viki.com/collections/2644118l
https://www.viki.com/collections/2644120l
https://www.viki.com/collections/2644122l
https://www.viki.com/collections/2644124l
https://www.viki.com/collections/2644126l
https://www.viki.com/collections/2644129l
https://www.viki.com/collections/2644130l
https://www.viki.com/collections/2644134l
https://www.viki.com/collections/2644135l
https://www.viki.com/collections/2644138l
https://www.viki.com/collections/2644140l
https://www.viki.com/collections/2644144l
https://www.viki.com/collections/2644147l
https://www.viki.com/collections/2644148l
https://www.viki.com/collections/2644150l
https://www.viki.com/collections/2644152l
https://www.viki.com/collections/2644158l
https://www.viki.com/collections/2644162l
https://www.viki.com/collections/2644165l
https://www.viki.com/collections/2644166l
https://www.viki.com/collections/2644167l
https://www.viki.com/collections/2644168l
https://www.viki.com/collections/2644169l
https://www.viki.com/collections/2644172l
https://www.viki.com/collections/2644174l
https://www.viki.com/collections/2644175l
https://www.viki.com/collections/2644176l
https://www.viki.com/collections/2644178l
https://www.viki.com/collections/2644179l
https://www.viki.com/collections/2644180l
https://www.viki.com/collections/2644182l
https://www.viki.com/collections/2644184l
https://www.viki.com/collections/2644186l
https://www.viki.com/collections/2644193l
https://www.viki.com/collections/2644194l
https://www.viki.com/collections/2644197l
https://www.viki.com/collections/2644199l
https://www.viki.com/collections/2644202l
https://www.viki.com/collections/2644204l
https://www.viki.com/collections/2644210l
https://www.viki.com/collections/2644475l
https://www.viki.com/collections/2644478l
https://www.viki.com/collections/2644485l
https://www.viki.com/collections/2644493l
https://www.viki.com/collections/2644495l
https://www.viki.com/collections/2644497l
https://www.viki.com/collections/2644621l
https://www.viki.com/collections/2644623l
https://www.viki.com/collections/2644624l
https://www.viki.com/collections/2645949l
https://www.viki.com/collections/2645951l
https://www.viki.com/collections/2645956l
https://www.viki.com/collections/2645957l
https://www.viki.com/collections/2645959l
https://www.viki.com/collections/2645960l
https://www.viki.com/collections/2645962l
https://www.viki.com/collections/2645965l
https://www.viki.com/collections/2645966l
https://www.viki.com/collections/2645968l
https://www.viki.com/collections/2645970l
https://www.viki.com/collections/2645975l
https://www.viki.com/collections/2645976l
https://www.viki.com/collections/2645977l
https://www.viki.com/collections/2645981l
https://www.viki.com/collections/2645983l
https://www.viki.com/collections/2645984l
https://www.viki.com/collections/2645990l
https://www.viki.com/collections/2645991l
https://www.viki.com/collections/2645993l
https://www.viki.com/collections/2645995l
https://www.viki.com/collections/2645997l
https://www.viki.com/collections/2645998l
https://www.viki.com/collections/2646001l
https://www.viki.com/collections/2646005l
https://www.viki.com/collections/2646007l
https://www.viki.com/collections/2646022l
https://www.viki.com/collections/2646026l
https://www.viki.com/collections/2646029l
https://www.viki.com/collections/2646031l
https://www.viki.com/collections/2646033l
https://www.viki.com/collections/2646036l
https://www.viki.com/collections/2646037l
https://www.viki.com/collections/2646040l
https://www.viki.com/collections/2646044l
https://www.viki.com/collections/2646047l
https://www.viki.com/collections/2646049l
https://www.viki.com/collections/2646054l
https://www.viki.com/collections/2646057l
https://www.viki.com/collections/2646061l
https://www.viki.com/collections/2646063l
https://www.viki.com/collections/2646068l
https://www.viki.com/collections/2646072l
https://www.viki.com/collections/2646077l
https://www.viki.com/collections/2646080l
https://www.viki.com/collections/2646081l
https://www.viki.com/collections/2646082l
https://www.viki.com/collections/2646084l
https://www.viki.com/collections/2646086l
https://www.viki.com/collections/2646088l
https://www.viki.com/collections/2646094l
https://www.viki.com/collections/2646095l
https://www.viki.com/collections/2646097l
https://www.viki.com/collections/2646098l
https://www.viki.com/collections/2646102l
https://www.viki.com/collections/2646103l
https://www.viki.com/collections/2646106l
https://www.viki.com/collections/2646108l
https://www.viki.com/collections/2646111l
https://www.viki.com/collections/2646112l
https://www.viki.com/collections/2646114l
https://www.viki.com/collections/2646116l
https://www.viki.com/collections/2646119l
https://www.viki.com/collections/2646120l
https://www.viki.com/collections/2646123l
https://www.viki.com/collections/2646125l
https://www.viki.com/collections/2646129l
https://www.viki.com/collections/2646130l
https://www.viki.com/collections/2646132l
https://www.viki.com/collections/2646133l
https://www.viki.com/collections/2646134l
https://www.viki.com/collections/2646136l
https://www.viki.com/collections/2646137l
https://www.viki.com/collections/2646139l
https://www.viki.com/collections/2646141l
https://www.viki.com/collections/2646142l
https://www.viki.com/collections/2646143l
https://www.viki.com/collections/2646145l
https://www.viki.com/collections/2646148l
https://www.viki.com/collections/2646150l
https://www.viki.com/collections/2646151l
https://www.viki.com/collections/2646153l
https://www.viki.com/collections/2646157l
https://www.viki.com/collections/2646158l
https://www.viki.com/collections/2646161l
https://www.viki.com/collections/2646163l
https://www.viki.com/collections/2646165l
https://www.viki.com/collections/2648218l
https://www.viki.com/collections/2648220l
https://www.viki.com/collections/2648224l
https://www.viki.com/collections/2648226l
https://www.viki.com/collections/2648227l
https://www.viki.com/collections/2648228l
https://www.viki.com/collections/2648231l
https://www.viki.com/collections/2648232l
https://www.viki.com/collections/2648233l
https://www.viki.com/collections/2648237l
https://www.viki.com/collections/2648239l
https://www.viki.com/collections/2648241l
https://www.viki.com/collections/2648243l
https://www.viki.com/collections/2648246l
https://www.viki.com/collections/2648249l
https://www.viki.com/collections/2648252l
https://www.viki.com/collections/2648253l
https://www.viki.com/collections/2648255l
https://www.viki.com/collections/2648257l
https://www.viki.com/collections/2648259l
https://www.viki.com/collections/2648260l
https://www.viki.com/collections/2648262l
https://www.viki.com/collections/2648264l
https://www.viki.com/collections/2648265l
https://www.viki.com/collections/2648268l
https://www.viki.com/collections/2648269l
https://www.viki.com/collections/2648274l
https://www.viki.com/collections/2648282l
https://www.viki.com/collections/2648283l
https://www.viki.com/collections/2648285l
https://www.viki.com/collections/2648286l
https://www.viki.com/collections/2648288l
https://www.viki.com/collections/2648290l
https://www.viki.com/collections/2648292l
https://www.viki.com/collections/2648297l
https://www.viki.com/collections/2648301l
https://www.viki.com/collections/2648311l
https://www.viki.com/collections/2648313l
https://www.viki.com/collections/2648316l
https://www.viki.com/collections/2648319l
https://www.viki.com/collections/2648321l
https://www.viki.com/collections/2648324l
https://www.viki.com/collections/2648325l
https://www.viki.com/collections/2648327l
https://www.viki.com/collections/2648328l
https://www.viki.com/collections/2648424l
https://www.viki.com/collections/2648426l
https://www.viki.com/collections/2648429l
https://www.viki.com/collections/2648430l
https://www.viki.com/collections/2648432l
https://www.viki.com/collections/2648433l
https://www.viki.com/collections/2648435l
https://www.viki.com/collections/2648439l
https://www.viki.com/collections/2648442l
https://www.viki.com/collections/2648443l
https://www.viki.com/collections/2648445l
https://www.viki.com/collections/2648447l
https://www.viki.com/collections/2648448l
https://www.viki.com/collections/2648449l
https://www.viki.com/collections/2648452l
https://www.viki.com/collections/2648454l
https://www.viki.com/collections/2648455l
https://www.viki.com/collections/2648457l
https://www.viki.com/collections/2648460l
https://www.viki.com/collections/2648461l
https://www.viki.com/collections/2648462l
https://www.viki.com/collections/2648463l
https://www.viki.com/collections/2648466l
https://www.viki.com/collections/2648470l
https://www.viki.com/collections/2648471l
https://www.viki.com/collections/2648474l
https://www.viki.com/collections/2648475l
https://www.viki.com/collections/2648476l
https://www.viki.com/collections/2648480l
https://www.viki.com/collections/2648483l
https://www.viki.com/collections/2648485l
https://www.viki.com/collections/2648486l
https://www.viki.com/collections/2648488l
https://www.viki.com/collections/2648492l
https://www.viki.com/collections/2648493l
https://www.viki.com/collections/2648495l
https://www.viki.com/collections/2648498l
https://www.viki.com/collections/2648500l
https://www.viki.com/collections/2648501l
https://www.viki.com/collections/2648504l
https://www.viki.com/collections/2648505l
https://www.viki.com/collections/2648506l
https://www.viki.com/collections/2648507l
https://www.viki.com/collections/2648509l
https://www.viki.com/collections/2648512l
https://www.viki.com/collections/2648513l
https://www.viki.com/collections/2648514l
https://www.viki.com/collections/2648515l
https://www.viki.com/collections/2648516l
https://www.viki.com/collections/2648519l
https://www.viki.com/collections/2648521l
https://www.viki.com/collections/2648522l
https://www.viki.com/collections/2648523l
https://www.viki.com/collections/2648524l
https://www.viki.com/collections/2648529l
https://www.viki.com/collections/2648530l
https://www.viki.com/collections/2648532l
https://www.viki.com/collections/2648533l
https://www.viki.com/collections/2648535l
https://www.viki.com/collections/2648536l
https://www.viki.com/collections/2648538l
https://www.viki.com/collections/2648539l
https://www.viki.com/collections/2648540l
https://www.viki.com/collections/2648541l
https://www.viki.com/collections/2648542l
https://www.viki.com/collections/2648544l
https://www.viki.com/collections/2648546l
https://www.viki.com/collections/2648550l
https://www.viki.com/collections/2648552l
https://www.viki.com/collections/2648553l
https://www.viki.com/collections/2648554l
https://www.viki.com/collections/2648556l
https://www.viki.com/collections/2648557l
https://www.viki.com/collections/2648559l
https://www.viki.com/collections/2648562l
https://www.viki.com/collections/2648563l
https://www.viki.com/collections/2648564l
https://www.viki.com/collections/2648566l
https://www.viki.com/collections/2648568l
https://www.viki.com/collections/2648569l
https://www.viki.com/collections/2648570l
https://www.viki.com/collections/2648571l
https://www.viki.com/collections/2648574l
https://www.viki.com/collections/2648577l
https://www.viki.com/collections/2648580l
https://www.viki.com/collections/2648581l
https://www.viki.com/collections/2648582l
https://www.viki.com/collections/2648585l
https://www.viki.com/collections/2648590l
https://www.viki.com/collections/2648593l
https://www.viki.com/collections/2648594l
https://www.viki.com/collections/2648596l
https://www.viki.com/collections/2648597l
https://www.viki.com/collections/2648598l
https://www.viki.com/collections/2648599l
https://www.viki.com/collections/2648600l
https://www.viki.com/collections/2648603l
https://www.viki.com/collections/2648604l
https://www.viki.com/collections/2648607l
https://www.viki.com/collections/2648608l
https://www.viki.com/collections/2648609l
https://www.viki.com/collections/2648612l
https://www.viki.com/collections/2648613l
https://www.viki.com/collections/2648616l
https://www.viki.com/collections/2648619l
https://www.viki.com/collections/2648620l
https://www.viki.com/collections/2648621l
https://www.viki.com/collections/2648624l
https://www.viki.com/collections/2648626l
https://www.viki.com/collections/2648629l
https://www.viki.com/collections/2648630l
https://www.viki.com/collections/2648632l
https://www.viki.com/collections/2648633l
https://www.viki.com/collections/2648634l
https://www.viki.com/collections/2648635l
https://www.viki.com/collections/2648639l
https://www.viki.com/collections/2648641l

0