Android Things+TensorFlowで作る猫トイレ監視システム

DevFest Tokyo 2017(https://tokyo.gdgjapan.org/ )での発表資料

1. "OESPJE
   5IJOHTʴ 5FOTPS'MPXͰ࡞Δ
   ೣτΠϨ؂ࢹγεςϜ 4JOHVMBSJUZגࣜձࣾ
   ۙ౻ত༤ !LPKJSB
2. ࣗݾ঺հ !LPKJSB
   "OESPJEྺɺ໿೥
   ݩ૊ΈࠐΈΤϯδχΞ
   ॴଐɿ
   ೔ຊ"OESPJEͷձ +"(
   5FOTPS'MPX
   6TFS
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   શ೴ΞʔΩςΫνϟΠχγΞνϒ 8#"*
3. ಺༰ 5FOTPS'MPXͬͯԿʁ
   "OESPJE
   5IJOHTͬͯԿʁ
   ೣτΠϨ؂ࢹγεςϜʹ͍ͭͯ
   -JOLJOHͬͯԿʁ
   5FOTPS'MPXͷ؀ڥߏங
   "OESPJE
   5IJOHTͷ؀ڥߏங
   ը૾ͷ༻ҙ
   ֶश
   ݁Ռ
4. 5FOTPS'MPXͬͯԿʁ ݄ʹϦϦʔε͞Εͨɺ(PPHMFۘ੡ͷػցֶशσΟʔ ϓϥʔχϯάͷϥΠϒϥϦ
   5FOTPS#PBSEΛ࢖ͬͯɺάϥϑΟΧϧʹॲཧ͕ݟ͑Δͷ͕ಛ௃
5. "OESPJE
   5IJOHTͬͯԿʁ (PPHMFۘ੡ͷ*P5޲͚ͷϓϥοτϑΥʔϜ
   ফ͑ͯͳ͘ͳͬͨ#SJMMPΛҾ͖ܧ͍Ͱ͍Δ
   ͍ΖΜͳϋʔυ΢ΣΞ 3BTQJͳͲ ʹΠϯετʔϧՄೳ
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6. ೣτΠϨ؂ࢹγεςϜʹ͍ͭͯ ͳͥ࡞Ζ͏ͱࢥ͔ͬͨ
   ೣ͸τΠϨ͕Ԛ͍ͱɺผͷ৔ॴͰͦͦ͏ͯ͠͠·͏ɻɻͦ͏ͳΔͱ૟আ͕େมɻ
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   ݈߁؅ཧͷͨΊɻτΠϨͷස౓͕ଟ͍ͱ೘࿏݁ੴͳͲͷ͍͕ٙڧ·Δɻ
   ࣂ͍ೣͷࢮҼͷୈҰҐ͸ਛෆશɻ
   ಄ͱ΋೘࿏݁ੴͰखज़ࡁΈɻ΋͏ޙ͕ͳ͍ɻ
7. ೣτΠϨ؂ࢹγεςϜͷ࢓૊Έ ೣ͕τΠϨʹೖͬͨͷΛৼಈηϯαʔͰݕ஌ ͠ɺࣸਅΛࡱΔ
   τΠϨΛ࢖ͬͨೣΛݟ෼͚ͯه࿥ ৼಈηϯαʔ
   ,J[VLV
   ˞-JOLJOH୺຤
8. -JOLJOHͬͯԿʁ /55υίϞ͕ࡦఆͨ͠*P5޲͚ͷ௨৴ن֨
   #MVFUPPUI
   -PX
   &OFSHZ #-& Ͱܨ͛ΒΕΔ҆ՁͳσόΠε͕๛෋ ʙԁ୆͘Β͍ͰɺՃ଎౓ɺৼ ಈɺԹ࣪౓ɺ։ดηϯαʔͳͲ͕࢖͑Δ IUUQTMJOLJOHJPUDPN
9. -JOLJOHͬͯԿʁ ࠓճ࢖͏ͷ͸ৼಈηϯαʔͷ,J[VLV
   ԁ͘Β͍
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   ͜ΕͰೣτΠϨͷ࢖༻λΠϛϯάΛݕ஌͢Δ
10. ͳΜͰ"OESPJE
    5IJOHT࢖͏ͷʁ εϚϗͰ͍͍Μ͡Όͳ͍ͷʁ
11. ͳΜͰ"OESPJE
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12. ͳΜͰ"OESPJE
    5IJOHT࢖͏ͷʁ ̎ϲ݄ॆిͬ͠ͺͳ͠Ͱܭଌ͍ͯͨ͠Βόο ςϦʔ͕๲Ε্͕ͬͯཪ໘ׂ͕Εͨ
13. 5FOTPS'MPXͷ؀ڥߏங ͬ͘͟Γॻ͘ͱQZUIPOΛೖΕͯ
    QJQ
    JOTUBMM
    VQHSBEF
    UFOTPSqPX
    ͚ͩɻ
    Ͱ΋ࠓճ͸ͦΕ͡Όବ໨ɻ
14. 5FOTPS'MPXͷ؀ڥߏங UFOTPSqPXΛιʔείʔυ͔ΒΠϯετʔϧ
    CB[FMͷΠϯετʔϧ
    UFOTPSqPXͷϦϙδτϦΛDMPOF
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    DE
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    HJU
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    S
15. 5FOTPS'MPXͷ؀ڥߏங DE
    UFOTPSqPX
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    5FOTPS'MPXʯ͕දࣔ͞ΕΕ͹0,ʂ
16. 5FOTPS'MPXͷ؀ڥߏங Ͷɺ؆୯Ͱ͠ΐ͏ʁ
17. 5FOTPS'MPXͷ؀ڥߏங ˞(16࢖͏৔߹͸ϋϚΓ·͢
18. "OESPJE
    5IJOHTͷ؀ڥߏங 3BTQJ
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    "OESPJE
    5IJOH
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19. "OESPJE
    5IJOHTͷ؀ڥߏங 3BTQJ
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    ԁ͘Β͍
20. "OESPJE
    5IJOHTͷ؀ڥߏங .JDSP
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21. "OESPJE
    5IJOHTͷ؀ڥߏங ΧϝϥϞδϡʔϧΛങ͏
    ࠷ॳؒҧͬͯ64#ΧϝϥΛߪೖ͕ͨ͠ɺ "OESPJE
    5IJOHTͰ͸*$੍ޚͷΧϝϥ͔͠ ಈ࡞͠ͳ͍͜ͱ͕൑໌ɻɻ
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    ϥ ζϕϦʔύΠ ԁ͘Β͍
22. "OESPJE
    5IJOHTͷ؀ڥߏங 64#ిݯΞμϓλΛങ͏ "Ҏ্
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    " Λߪ ೖɻ ԁ͘Β͍
23. "OESPJE
    5IJOHTͷ؀ڥߏங "OESPJE
    5IJOHT
    $POTPMFͰΠϝʔδ࡞੒
24. "OESPJE
    5IJOHTͷ؀ڥߏங 1SPKFDU࡞੒ޙɺ
    ʮ$3&"5&
    #6*-%
    $0/'*(63"5*0/ʯ
25. "OESPJE
    5IJOHTͷ؀ڥߏங ͢ΔͱԼͷํʹ#VJME
    DPOpHVSBUJPO
    MJTU͕ग़ ΔͷͰɺʮ%PXOMPBE
    CVJMEʯ ͠͹Β͔͔࣌ؒ͘Δ
26. "OESPJE
    5IJOHTͷ؀ڥߏங μ΢ϯϩʔυ༻ͷΠϝʔδͷϏϧυ͕ऴΘΔͱμ΢ϯϩʔυ͕࢝·ΔͷͰɺμ΢ϯϩʔυɻ
    μ΢ϯϩʔυͨ͠ϑΝΠϧΛղౚ͢ΔͱʮJPU@SQJJNHʯͱ͍͏ϑΝΠϧ͕Ͱ͖Δɻ
    .JDSP
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    EE
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    ˞஗͍4%ΧʔυΛ࢖ͬͨ࣌͸,CZUFTFDͰؾ͕ڰ͍ͦ͏ͳ΄Ͳ஗͔ͬͨɻ ࣌ؒ௒
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27. "OESPJE
    5IJOHTͷ؀ڥߏங ͏·͘ಈ͔͢ʹ͸3BTQJΛ)%.*έʔ ϒϧͰ57ʹܨ͙ͷ͕ਖ਼ղ
    Ҏ߱ͷόʔδϣϯͰ͸খ͞ ͍-$%Ϟχλʔ͕өΒͳ͘ͳͬ ͯ͠·ͬͨɻɻɻώυΠɻɻ
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28. "OESPJE
    5IJOHTͷ؀ڥߏங ͔ͤͬ͘ങͬͨͷʹແବʹͳͬͨ
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29. "OESPJE
    5IJOHTͷ؀ڥߏங -"/έʔϒϧΛૠ͓ͯ͘͠ͷ΋๨Εͣʹ
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30. "OESPJE
    5IJOHTͷ؀ڥߏங Ͷɺ؆୯Ͱ͠ΐ͏ɾɾɾʁ
31. "OESPJE
    5IJOHTͷ؀ڥߏங ͏ͦɺ௒ΊΜͲ͍͘͞ɻɻ
    ը໘͕өΒͳ͍ͱ*1ΞυϨε͕औΕͳ͍͠ɺ
    ը໘͕ग़ͳͯ͘Կ౓΋৺͕ંΕ͔͚ͨɻɻ
    ˞γϦΞϧέʔϒϧΛ઀ଓ͢Ε͹ҰԠճආՄೳ͚ͩͲ͞Βʹ໘౗ɻɻ
    ˞݁ہγϦΞϧέʔϒϧ΋ߪೖɻ
32. "OESPJE
    5IJOHTͷ؀ڥߏங ͔ͤͬ͘ωοτʹܨ͕ͬͯΔΜ͔ͩΒ
    "OESPJE
    5IJOHT
    $POTPMFͰ*1ΞυϨε֬ೝͰ ͖ΔΑ͏ʹ͠ͱ͍ͯཉ͍͠ɻ
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    ɹ'JSFCBTFͷSFBMUJNF
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33. "OESPJE
    5IJOHTͷ؀ڥߏங "OESPJE
    5IJOHTͷαϯϓϧίʔυΛDMPOF
    JODFQUJPO
    NPEFM
    WΛ࢖ͬͯɺΧϝϥʹࣸͬͨछྨ͘Β͍ͷը૾ೝ͕ࣝߦ͑Δެࣜ αϯϓϧΞϓϦ
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    ˞׬੒͍ͯ͠Διʔείʔυ͸ޙ೔HJUIVC্ʹެ։͠·͢ɻ
    
34. "OESPJE
    5IJOHTͷ؀ڥߏங JODFQUJPO
    NPEFM
    Wʹ͍ͭͯ
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    ྫ͑ΔͳΒɺαοΧʔΛ΍͍ͬͯͨબख͕୹ڑ཭૸Λ͋Δఔ ౓ͷϨϕϧ·Ͱ͜ͳͤΔΑ͏ͳ΋ͷɻ
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35. ը૾ͷ༻ҙ ֤ຕ͘Β͍༻ҙ
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36. ֶश JODFQUJPO
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    WΛ࢖ͬͯసҠֶश 'JOF
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37. ֶश ֶश݁Ռ͸
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38. ֶश݁Ռͷద༻ ֶश݁Ռͷ
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39. ݁Ռ औΓ෇͚ਤ
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40. ݁Ռ ը૾ೝࣝͷ݁Ռ
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