基于3D卷积神经网络的人体行为理解

2017-05-29 微天使 基于3D卷积神经网络的人体行为理解

基于3D卷积神经网络的人体行为理解

作者:zouxy09@qq.com       最近看Deep Learning的论文,看到这篇论文:3D Convolutional Neural Networks for Human Action Recognition。比较感兴趣是CNN是怎么应用于行为理解的,所以就看看。这篇论文发表在TPAMI2013。它基本上没有公式的,论文倾于从论述角度描述它的基本方法和实现效果。另外,对于怎么去训练也没有具体的介绍,不知道和普通的用于二维图像的卷积神经网络有什么差别。另外,下面的总结是翻译加自己的理解组成的,学识有限,如有错误,还望大家不吝指导。       该文关注的是在监控中人类行为的自动识别问题。这点还是挺有应用价值空间的,它可以自动的理解识别监控中人的异常行为,例如打架啊,偷东西啊,老人摔倒啊,聚众事件啊,入侵啊等等。这些行为如果可以检测出来,在安防等领域还是有很大价值的。还记得电影上面那些保安每天都坐在无数的监控屏幕前,永不停息的睁开着疲乏的双眼…… 

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    2017-06-12 189****7206

    学习了谢谢分享。

    0

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    2017-06-10 周周人

    学习。

    0

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channel=null, level=null, likeNumber=24, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160914/IMG57D82E721DB581755.jpg, createdBy=4fc81933929, createdName=明天会更好!, createdTime=Tue May 30 15:13:27 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-06-09 189****7206

    学习了谢谢分享。

    0

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createdTime=Wed Jun 07 21:01:35 CST 2017, time=2017-06-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=206974, encodeId=d6562069e47e, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=48, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Mon Jun 05 22:26:12 CST 2017, time=2017-06-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=205761, encodeId=2549205e6113, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=00501987275, createdName=130****4638, createdTime=Sat Jun 03 00:01:08 CST 2017, time=2017-06-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1630348, encodeId=cd1916303487e, content=<a href='/topic/show?id=44e0e449217' target=_blank style='color:#2F92EE;'>#神经网络#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=74492, encryptionId=44e0e449217, topicName=神经网络)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=e6ff21497204, createdName=by2016, createdTime=Wed May 31 14:09:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1335966, encodeId=9efa133596612, content=<a href='/topic/show?id=792612047e' target=_blank style='color:#2F92EE;'>#3D#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=1204, encryptionId=792612047e, topicName=3D)], attachment=null, 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channel=null, level=null, likeNumber=24, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160914/IMG57D82E721DB581755.jpg, createdBy=4fc81933929, createdName=明天会更好!, createdTime=Tue May 30 15:13:27 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-06-07 130****4638

    学习了谢谢分享。

    0

  5. 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00:01:08 CST 2017, time=2017-06-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1630348, encodeId=cd1916303487e, content=<a href='/topic/show?id=44e0e449217' target=_blank style='color:#2F92EE;'>#神经网络#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=74492, encryptionId=44e0e449217, topicName=神经网络)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=e6ff21497204, createdName=by2016, createdTime=Wed May 31 14:09:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1335966, encodeId=9efa133596612, content=<a href='/topic/show?id=792612047e' target=_blank style='color:#2F92EE;'>#3D#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=1204, encryptionId=792612047e, topicName=3D)], attachment=null, 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channel=null, level=null, likeNumber=24, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160914/IMG57D82E721DB581755.jpg, createdBy=4fc81933929, createdName=明天会更好!, createdTime=Tue May 30 15:13:27 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-06-05 189****7206

    学习了谢谢分享。

    0

  6. 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00:01:08 CST 2017, time=2017-06-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1630348, encodeId=cd1916303487e, content=<a href='/topic/show?id=44e0e449217' target=_blank style='color:#2F92EE;'>#神经网络#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=74492, encryptionId=44e0e449217, topicName=神经网络)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=e6ff21497204, createdName=by2016, createdTime=Wed May 31 14:09:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1335966, encodeId=9efa133596612, content=<a href='/topic/show?id=792612047e' target=_blank style='color:#2F92EE;'>#3D#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=1204, encryptionId=792612047e, topicName=3D)], attachment=null, 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channel=null, level=null, likeNumber=24, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160914/IMG57D82E721DB581755.jpg, createdBy=4fc81933929, createdName=明天会更好!, createdTime=Tue May 30 15:13:27 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-06-03 130****4638

    学习了谢谢分享。

    0

  7. 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    2017-05-31 184****9840

    学习了谢谢分享。

    0

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00:01:08 CST 2017, time=2017-06-03, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1630348, encodeId=cd1916303487e, content=<a href='/topic/show?id=44e0e449217' target=_blank style='color:#2F92EE;'>#神经网络#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=31, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=74492, encryptionId=44e0e449217, topicName=神经网络)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=e6ff21497204, createdName=by2016, createdTime=Wed May 31 14:09:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1335966, encodeId=9efa133596612, content=<a href='/topic/show?id=792612047e' target=_blank style='color:#2F92EE;'>#3D#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=1204, encryptionId=792612047e, topicName=3D)], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/pSGl6CJeZ2PzWxdhCtrvv4U9Q281RV8e0AKmlB5ib93DibbiaRyOzmkCdz5F04cbfX5RGOpG4dOXvuQW1fumibVeBg/132, createdBy=fc342500110, createdName=ms9833124466084992, createdTime=Wed May 31 14:09:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204703, encodeId=fb3e204e03ee, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=24, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Wed May 31 08:02:27 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204439, encodeId=541d204439b0, content=学习过了,值得分享!, beContent=null, objectType=article, channel=null, level=null, likeNumber=24, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160914/IMG57D82E721DB581755.jpg, createdBy=4fc81933929, createdName=明天会更好!, createdTime=Tue May 30 15:13:27 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-05-30 明天会更好!

    学习过了,值得分享!

    0

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