20210114_お茶の水女子大学環境地理学基礎演習07

AIと地図 〜 コンピュータとの協同とAI技術 / RapiD 〜
© mapconcierge, CC BY-SA 4.0

Transcript

1. ͓஡ͷਫঁࢠେֶ؀ڥ஍ཧֶجૅԋश
   ݹڮେ஍
   ੨ࢁֶӃେֶγϯΪϡϥϦςΟݚڀॴɾ஍ٿࣾձڞੜֶ෦࿨ՎࢁେֶڭҭݚڀΞυόΠβʔ
   ژ౎େֶ๷ࡂݚ$SJTJT.BQQFST+"1"/
   ˜NBQPDPODJFSHF $$#:4"
   "*ͱ஍ਤ
   ʙίϯϐϡʔλͱͷڠಉͱ"*ٕज़3BQJ%ʙ
   

   View Slide

2. "*
   

   View Slide

3. "*"SUJGJDJBM*OUFMMJHFODF
   ޡղΛڪΕͣฏқʹ͍͍͔͑ΔͳΒ͹ɺʮ͜Ε·Ͱਓ
   ؒʹ͔͠Ͱ͖ͳ͔ͬͨ஌తͳߦҝʢೝࣝɺਪ࿦ɺݴޠ
   ӡ༻ɺ૑଄ͳͲʣΛɺͲͷΑ͏ͳखॱʢΞϧΰϦζ
   ϜʣͱͲͷΑ͏ͳσʔλʢࣄલ৘ใ΍஌ࣝʣΛ४උ͢
   Ε͹ɺͦΕΛػցతʹ࣮ߦͰ͖Δ͔ʯΛݚڀ͢Δ෼໺
   Ͱ͋Δɻ
   ࠤ౻ཧ࢙ ೔ຊେඦՊશॻ χοϙχΧ
   
   https://kotobank.jp/word/%E4%BA%BA%E5%B7%A5%E7%9F%A5%E8%83%BD-4702#E6.97.A5.E6.9C.AC.E5.A4.A7.E7.99.BE.E7.A7.91.E5.85.A8.E6.9B.B8.28.E3.83.8B.E3.83.83.E3.83.9D.E3.83.8B.E3.82.AB.29
   ਓ ޻ ஌ ೳ
   

   View Slide

4. View Slide

5. ݩ(PPHMF೔ຊ๏ਓ୅දऔక໾
   
   ଜ্ݑ࿠
   ೥ޙԿͯ͠Δ͔ʁ
   ࣗ෼ͩͬͨΒ
   ؒҧ͍ͳ͘"*ͩͶɻ
   

   View Slide

6. ೥
   ϨΠɾΧʔπϫΠϧ
   ʮѹ౗తͳਓ޻஌ೳ͕஌ࣝɾ஌ೳͷ఺Ͱ
   ਓؒΛ௒ӽ͠ɺՊֶٕज़ͷਐาΛ୲͍ੈ
   քΛมֵ͢Δٕज़తಛҟ఺ʢγϯΪϡϥ
   ϦςΟʣ͕೥ʹ΋๚ΕΔʯ
   આΛൃද
   

   View Slide

7. ೥
   (PPHMF.BQT (PPHMF&BSUI
   ެ։
   

   View Slide

8. ೥
   δΣϑϦʔɾώϯτϯΒ
   ΦʔτΤϯίʔμʹΑΔ
   χϡʔϥϧωοτϫʔΫͷ
   ਂ૚Խख๏ΛఏҊ
   

   View Slide

9. ೥
   ถ%FFQ.JOEࣾ
   ถ%FFQ.JOEࣾ੡
   ʮ"MQIB(Pʯ͕
   ਓؒͷϓϩғޟع࢜ʹউར
   

   View Slide

10. ݩ(PPHMF೔ຊ๏ਓ୅දऔక໾
    
    ଜ্ݑ࿠
    ೥ޙԿͯ͠Δ͔ʁ
    ࣗ෼ͩͬͨΒ
    ؒҧ͍ͳ͘"*ͩͶɻ
    

    View Slide

11. View Slide

12. ஍ਤͷ࡞Γํ
    

    View Slide

13. ࠓ·Ͱ͸
    ஍ಓʹ
    ਓ͕ؒख࡞ۀͰ࡞ͬͨɻ
    

    View Slide

14. View Slide

15. View Slide

16. ໰୊ɿ
    ੨ࢁֶӃେֶ
    ૬໛ݪΩϟϯύε͸
    Ͳ͜ʹ͋Γ·͔͢ʁ
    

    View Slide

17. (PPHMFઌੜʹ
    ฉ͍ͯΈ·ͨ͠ɻ
    ೥
    
    

    View Slide

18. View Slide

19. View Slide

20. ౉Ε·ͤΜʂ
    

    View Slide

21. (PPHMF.BQT͕
    θϯϦϯσʔλ͔Β
    ಠࣗσʔλʹ੾Γସ͑
    ೥݄
    
    

    View Slide

22. https://www.itmedia.co.jp/news/articles/1903/22/news067.html
    

    View Slide

23. IUUQTXXXHPPHMFDPNNBQTQMBDF&##&%#&&"&&"#&&'#$&#'&##&"'#"&#"&'#$! [EBUBNNTYFFDFDDYCGCCNEE
    *NBHF$MBTTJpDBUJPOCZ.BDIJOF-FBSOJOH
    

    View Slide

24. IUUQTXXXHPPHMFDPNNBQTQMBDF&##&%#&&"&&"#&&'#$&#'&##&"'#"&#"&'#$! [EBUBNNTYFFDFDDYCGCCNEE
    *NBHF$MBTTJpDBUJPOCZ.BDIJOF-FBSOJOH
    

    View Slide

25. View Slide

26. IUUQTXXXHPPHMFDPNNBQTQMBDF&"$&#$&"'#"! [EBUBNN
    TYBFFYEEGFNEE "QQMF.BQTGSPNJ1$CVJMEJOHGPPUQSJOU
    
    J1$CVJMEJOHGPPUQSJOUBOE(PPHMFPSJHJOBMCVJMEJOHGPPUQSJOU
    

    View Slide

27. View Slide

28. View Slide

29. View Slide

30. View Slide

31. IUUQUPPMTHFPGBCSJLEFNDOVNNUNBQOJLNUHPPHMFNBQ
    3PBEEBUBJTIJTUPSJDBMNBQJO
    .BDIJOF-FBSOJOHQSPDFTTUJNFTUBNQ
    
    

    View Slide

32. IUUQUPPMTHFPGBCSJLEFNDOVNNUNBQOJLNUHPPHMFNBQ
    3PBEEBUBJTIJTUPSJDBMNBQJO
    .BDIJOF-FBSOJOHQSPDFTTUJNFTUBNQ
    
    

    View Slide

33. https://www.google.com/maps/@35.5680442,139.3993856,18.91z
    

    View Slide

34. View Slide

35. IUUQTXXXHPPHMFDPNNBQTQMBDF&#%&&&&#&"'&##&##&"&#! NEBUBNFNNTYGFBFFFYFCFD
    NEE
    3PBEEBUBJTIJTUPSJDBMNBQJO
    .BDIJOF-FBSOJOHQSPDFTTUJNFTUBNQ
    
    

    View Slide

36. IUUQTXXXHPPHMFDPNNBQTQMBDF&&#&'"&$$&%&'"&##&#&""&#%&$#"&&'&'#$&#&#"&
    ! [EBUBNNTYDGYCCDBEFNEE
    3FMBUJWF-BZFS1SPCMFNT
    

    View Slide

37. View Slide

38. View Slide

39. IUUQTXXXHPPHMFDPNNBQTEJS&
    &#&'"&$$&#"&#%&#&##&##&&#"&$"&#"&'#$&'#$&&'#$&'#$
    &##&##&&"#&#&&""&#$&"'&"& ! B Z UEBUBNFNNNN
    TYDBGECDYBBE⒎EBEENEENF
    1SJWBUF3PBE/BWJHBUJPO1SPCMFNT
    /PO1VCMJD3PBE
    

    View Slide

40. View Slide

41. IUUQTXXXHPPHMFDPNNBQT! [
    (PPHMF.BQTXJUI;FOSJO /FX(PPHMF.BQT
    

    View Slide

42. View Slide

43. IUUQTXXXHPPHMFDPNNBQT! [
    8SPOH*$OBNF
    $PSSFDU/BNF
    lఱ৓ߴݪ*$z
    #VU (PPHMFXSPUF
    lඌՖ୔๺*$z
    

    View Slide

44. https://www.google.com/maps/@34.905457,139.0399899,19z
    

    View Slide

45. https://www.google.com/maps/@35.8088111,139.4472724,3a,75y,348.13h,94.92t/data=!3m6!1e1!3m4!1s4ofrqy_Wz5m7GvwzJ5RuWA!2e0!7i16384!8i8192
    

    View Slide

46. ໰୊ɿ
    ੨ࢁֶӃେֶ
    ૬໛ݪΩϟϯύε͸
    Ͳ͜ʹ͋Γ·͔͢ʁ
    ೥݄ʙ
    
    

    View Slide

47. https://www.google.com/maps
    

    View Slide

48. ͔ͳΓमਖ਼͞Ε͍ͯΔɻ
    

    View Slide

49. View Slide

50. View Slide

51. ཱମަࠩͷଆಓ౳
    ۤखͳͱ͜Ζ͸͋ͬͨɻ
    ʢ೥݄ݱࡏʣ
    

    View Slide

52. View Slide

53. ཱମަࠩͷଆಓφϏ΋
    मਖ਼͞Ε͖͍ͯͯΔɻ
    ʢ೥݄ݱࡏʣ
    

    View Slide

54. (PPHMF.BQTͷ
    ಠஃ৔͔ʁ
    

    View Slide

55. View Slide

56. IUUQTNBQXJUIBJ
    

    View Slide

57. https://mapwith.ai/
    

    View Slide

58. ಓ࿏ͷத৺ઢ͸
    Ӵ੕ը૾͔Β
    "*͕நग़
    

    View Slide

59. View Slide

60. ݐ෺நग़͸
    ͱڠۀ
    

    View Slide

61. View Slide

62. View Slide

63. 'BDFCPPLʹ
    ฉ͍ͯΈ·ͨ͠ɻ
    

    View Slide

64. lυϩʔϯͷۭࡱը૾ఏڙ͢ΔͷͰ
    ػցֶश 3BQJ%
    ࢖ͬͯ
    ͙͢ʹࣗಈநग़Ͱ͖Δ͔ʁz
    !NBQDPODJFSHF
    

    View Slide

65. lը૾ͷղ૾౓͕ҧ͍͗͢Δɻ
    ڭࢣσʔλΛ࠶౓
    ߏங͢ΔͳͲ
    ͕࣌ؒඞཁz
    'BDFCPPLUFBN
    

    View Slide

66. ࣮ࡍʹ
    Ͱࣗ෼Ͱ΍ͬͯΈͨɻ
    

    View Slide

67. View Slide

68. View Slide

69. https://map.openaerialmap.org/#/139.92809236049652,35.3254680528724,17/square/13300213100/5cdcd4ed6e10670005c59965?_k=q86pvi
    

    View Slide

70. View Slide

71. (PPHMF΄Ͳ
    ਫ਼౓ྑ͘ݕग़͢Δʹ͸
    ΋͏ͻͱ޻෉ඞཁɻ
    

    View Slide

72. ஍্͔Βͷ໨ઢ
    

    View Slide

73. (PPHMF͸΋ͪΖΜ
    

    View Slide

74. https://www.google.com/intl/ja/streetview/
    

    View Slide

75. ..4
    .PCJMF.BQQJOH4ZTUFN
    

    View Slide

76. https://biz.kkc.co.jp/solution/keisoku/mms/tech/
    

    View Slide

77. ݸਓͰ..4ॴ༗͸ແཧɻ
    

    View Slide

78. Ͱ΋ɺ
    εϚϗ͕͋Ε͹ɺ
    ݁ߏͰ͖Δ͔΋ɻ
    

    View Slide

79. View Slide

80. https://www.mapillary.com/app/?menu=false&lat=35.659686855230916&lng=139.68488898230248&z=17&pKey=w38BVRkz8Jy4LNvu4RflQA&x=0.6389615566888225&y=0.3855434005952346&zoom=0&focus=photo
    

    View Slide

81. .
    JNBHFT
    .BS
    

    View Slide

82. .
    JNBHFT
    .BZ
    

    View Slide

83. .
    JNBHFT
    +VO
    

    View Slide

84. #
    JNBHFT
    0DU
    

    View Slide

85. #
    JNBHFT
    +BO
    

    View Slide

86. https://www.mapillary.com/app
    

    View Slide

87. IUUQTXXXNBQJMMBSZDPNBQQ
    

    View Slide

88. https://www.mapillary.com/app/?lat=35.6692018082402&lng=139.57789777342396&z=10.507789379989973
    

    View Slide

89. ೔ຊࠃ಺ͷ
    ߩݙऀΛൺֱ͢Δͱ
    

    View Slide

90. IUUQTXXXNBQJMMBSZDPNBQQTUBUT VTFSNBQDPODJFSHFMBUMOH[
    .
    *NBHFT
    

    View Slide

91. https://www.mapillary.com/app/?lat=35.56668611111112&lng=139.40266666666668&z=17&menu=false&pKey=rPaB0BhwRTpy_7Z6k31oBw&focus=photo&x=0.5097002855874749&y=0.3226481104316623&zoom=0
    

    View Slide

92. https://www.mapillary.com/app/?pKey=H8wioIgoZFucPG2B9un4zg&focus=photo&lat=34.772989&lng=138.015962&z=17
    

    View Slide

93. ˃
    Χϝϥ
    

    View Slide

94. https://www.mapillary.com/360
    

    View Slide

95. ࣌ؒ࣠Ͱ؅ཧ
    

    View Slide

96. View Slide

97. https://www.mapillary.com/app/time-travel?lat=35.56857944894339&lng=139.40378768207773&z=17&menu=false&pKey=Mov8xB4uX6g20uxJbBdObw&focus=photo&cKey=w66dObyShDJE01asSZJOrg&x=0.515610983210404&y=0.5173070016949836&zoom=0
    

    View Slide

98. 0QFO4G.ʹΑΔ
    ౎ࢢͷࡾ࣍ݩԽ
    

    View Slide

99. http://blog.mapillary.com/update/2016/09/27/mapillary-joins-berkeley-deepdrive.html
    

    View Slide

100. %FFQ-FBSOJOHʹΑΔ
     ը૾ࣝผ
     

     View Slide

101. http://blog.mapillary.com/update/2016/09/27/mapillary-joins-berkeley-deepdrive.html
     

     View Slide

102. View Slide

103. 
     PCKFDUDMBTT
     
     
     

     View Slide

104. View Slide

105. View Slide

106. View Slide

107. View Slide

108. lόΠΫʹ·͕ͨΔਓͱ
     lόΠΫΛ෼཭Ͱ͖Δɻ
     

     View Slide

109. View Slide

110. ࣝผͨ͠ෳ਺ͷΦϒΤδΣΫτΛ
     ૯߹తʹ൑அɻ
     

     View Slide

111. IUUQTCMPHNBQJMMBSZDPNVQEBUFFYUFOEJOHPCKFDUEFUFDUJPOTUPTDFOFDMBTTFTIUNM
     

     View Slide

112. IUUQTCMPHNBQJMMBSZDPNVQEBUFFYUFOEJOHPCKFDUEFUFDUJPOTUPTDFOFDMBTTFTIUNM
     

     View Slide

113. View Slide

114. େࣄͳͷ͸
     େྔͷ
     lڭࢣσʔλz
     

     View Slide

115. .BQJMMBSZ
     5BTLFS
     

     View Slide

116. Mapillary Marketplace
     https://www.mapillary.com/app/marketplace
     

     View Slide

117. IUUQTXXXNBQJMMBSZDPNWFSJpDBUJPOQMPHPUJHP
     

     View Slide

118. .BQJMMBSZ͸
     ϙετϓϩηογϯά
     

     View Slide

119. ϦΞϧλΠϜͰ΍Ζ͏ͱ
     ͍ͯ͠Δͷ͕
     

     View Slide

120. Data → AI → HD Maps
     

     View Slide

121. View Slide

122. View Slide

123. Maps for
     Machines
     

     View Slide

124. mapbox.com/vision
     

     View Slide

125. (PPHMF.BQT΋
     ֤ࣾ΋
     ૂ͍ͬͯΔͷ͸ϦΞϧλΠϜ஍ਤ
     

     View Slide

126. ͜ΕΛ࣮ݱ͢Δʹ͸
     ਓؒʹ͸ෆՄೳɻ
     "*ͷྗΛआΓΔ͔͠ແ͍ɻ
     

     View Slide

127. View Slide

128. ࠓޙͷ஍ਤ࡞Γ
     ը૾൑ಡ͸"*ͷ࢓ࣄ
     ਓྲྀσʔλ͔Βͷಓ࿏࡞੒΋"*ͷ࢓ࣄ
     ڭࢣσʔλूΊ͸ਓؒͷ࢓ࣄ
     ੜ੒͞Εͨ஍ਤͷϑΟʔυόοΫ͸ਓؒͷ࢓ࣄ
     

     View Slide

129. ࠓޙͷ஍ਤ࡞Γ
     ը૾൑ಡ͸"*ͷ࢓ࣄ
     ਓྲྀσʔλ͔Βͷಓ࿏࡞੒΋"*ͷ࢓ࣄ
     ڭࢣσʔλूΊ͸ਓؒͷ࢓ࣄ
     ੜ੒͞Εͨ஍ਤͷϑΟʔυόοΫ͸ਓؒͷ࢓ࣄ
     

     View Slide

130. ਓͷಈ͖Λ௥͑ΔϓϨΠϠʔ
     εϚϗΞϓϦͷγΣΞ͕ߴ͍
     εϚϗͷΩϟϦΞ
     ࣗಈӡసंͳͲϞϏϦςΟ
     ஦͔Β஍ද໘Λ؍࡯Ͱ͖Δ
     

     View Slide

131. ೥Ҏ߱ɺ
     ஍ਤ͸Ͳ͏ਐԽ͢Δ͔ʁ
     

     View Slide

132. ࠷ऴ՝୊ɿ
     ࢀՃܕ஍ਤ৘ใ͸೥຦ʹ
     ͲͷΑ͏ʹਐԽ͢Δ͔ʁ
     ʴ͜ͷतۀͷײ૝
     શମͰ จࣈҎ্
     
     క੾͸ ໦
     +45Ἤ
     IUUQTXXXPQFOTUSFFUNBQPSHEJBSZ
     ౤ߘͨ͠%JBSZͷ1FSNBMJOL63-Λ4MBDLPDIBHJTνϟϯωϧʹషΓ෇͚ͯԼ͍͞ɻ
     

     View Slide

133. View Slide

134. @mapconcierge
     

     View Slide