革新技術と社会共創A「AIと地図」

青山学院大学
「革新技術と社会共創A」講義資料 その１
2022-05-27 オンデマンド資料

© mapconcierge, CC BY-SA 4.0

Transcript

1. @ֵ৽ٕज़ͱࣾձڞ૑"υϩʔϯͱΫϥΠγεϚοϐϯάͦͷ̍
   ݹڮେ஍
   ੨ࢁֶӃେֵֶ৽ٕज़ͱࣾձڞ૑ݚڀॴɾ஍ٿࣾձڞੜֶ෦
   $SJTJT.BQQFST+"1"/
   ˜NBQPDPODJFSHF $$#:4"
   "*ͱ஍ਤ
   ʙ͜Ε͔Βͷσδλϧ஍ਤ͸Ͳ͏ਐԽ͍͔ͯ͘͠ʙ
   

   View Slide

2. View Slide

3. @mapconcierge
   

   View Slide

4. ஍ਤ԰
   

   View Slide

5. υϩʔϯ΋ඈ͹ͤΔ
   ஍ਤ԰
   

   View Slide

6. ࠷ઌ୺ͷٕज़Λ
   ͲͷΑ͏ʹ
   ࣾձ࣮૷͍͔ͯ͘͠
   ߦಈͰ͖Δਓࡐҭ੒ɻ
   

   View Slide

7. "*
   

   View Slide

8. "*"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

9. View Slide

10. ݩ(PPHMF೔ຊ๏ਓ୅දऔక໾
    

    ଜ্ݑ࿠
    ೥ޙԿͯ͠Δ͔ʁ
    ࣗ෼ͩͬͨΒ
    ؒҧ͍ͳ͘"*ͩͶɻ
    

    View Slide

11. ೥
    ϨΠɾΧʔπϫΠϧ
    ʮѹ౗తͳਓ޻஌ೳ͕஌ࣝɾ஌ೳͷ఺Ͱ
    ਓؒΛ௒ӽ͠ɺՊֶٕज़ͷਐาΛ୲͍ੈ
    քΛมֵ͢Δٕज़తಛҟ఺ʢγϯΪϡϥ
    ϦςΟʣ͕೥ʹ΋๚ΕΔʯ
    આΛൃද
    

    View Slide

12. ೥
    (PPHMF.BQT (PPHMF&BSUI
    ެ։
    

    View Slide

13. ೥
    δΣϑϦʔɾώϯτϯΒ
    ΦʔτΤϯίʔμʹΑΔ
    χϡʔϥϧωοτϫʔΫͷ
    ਂ૚Խख๏ΛఏҊ
    

    View Slide

14. ೥
    ถ%FFQ.JOEࣾ
    ถ%FFQ.JOEࣾ੡
    ʮ"MQIB(Pʯ͕
    ਓؒͷϓϩғޟع࢜ʹউར
    

    View Slide

15. ݩ(PPHMF೔ຊ๏ਓ୅දऔక໾
    

    ଜ্ݑ࿠
    ೥ޙԿͯ͠Δ͔ʁ
    ࣗ෼ͩͬͨΒ
    ؒҧ͍ͳ͘"*ͩͶɻ
    

    View Slide

16. View Slide

17. ஍ਤͷ࡞Γํ
    

    View Slide

18. View Slide

19. View Slide

20. ࠓ·Ͱ͸
    ஍ಓʹ
    ਓ͕ؒख࡞ۀͰ࡞ͬͨɻ
    

    View Slide

21. View Slide

22. View Slide

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

    View Slide

24. (PPHMFઌੜʹ
    ฉ͍ͯΈ·ͨ͠ɻ
    ೥
    
    

    View Slide

25. View Slide

26. View Slide

27. ౉Ε·ͤΜʂ
    

    View Slide

28. (PPHMF.BQT͕
    θϯϦϯσʔλ͔Β
    ಠࣗσʔλʹ੾Γସ͑

    ೥݄
    
    

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

32. View Slide

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

    View Slide

34. View Slide

35. View Slide

36. View Slide

37. View Slide

38. IUUQUPPMTHFPGBCSJLEFNDOVNNUNBQOJLNUHPPHMFNBQ
    3PBEEBUBJTIJTUPSJDBMNBQJO
    .BDIJOF-FBSOJOHQSPDFTTUJNFTUBNQ
    
    

    View Slide

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

    View Slide

40. View Slide

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

    View Slide

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

    View Slide

43. View Slide

44. View Slide

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

    View Slide

46. View Slide

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

    View Slide

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

    View Slide

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

    View Slide

50. 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

51. 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

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

    View Slide

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

    View Slide

54. ͔ͳΓमਖ਼͞Ε͍ͯΔɻ
    

    View Slide

55. View Slide

56. View Slide

57. ཱମަࠩͷଆಓ౳
    ۤखͳͱ͜Ζ͸͋ͬͨɻ
    ʢ೥݄ʣ
    

    View Slide

58. View Slide

59. ཱମަࠩͷଆಓφϏ΋
    मਖ਼͞Ε͖͍ͯͯΔɻ
    ʢ೥݄Ҏ߱ʣ
    

    View Slide

60. (PPHMF.BQTͷ
    ಠஃ৔͔ʁ
    

    View Slide

61. View Slide

62. IUUQTNBQXJUIBJ
    

    View Slide

63. https://mapwith.ai/
    

    View Slide

64. View Slide

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

    View Slide

66. View Slide

67. ݐ෺நग़͸
    ͱڠۀ
    

    View Slide

68. View Slide

69. View Slide

70. View Slide

71. 'BDFCPPLʹ
    ฉ͍ͯΈ·ͨ͠ɻ
    

    View Slide

72. lυϩʔϯͷۭࡱը૾ఏڙ͢ΔͷͰ
    ػցֶश 3BQJ%
    ࢖ͬͯ
    ͙͢ʹࣗಈநग़Ͱ͖Δ͔ʁz
    

    View Slide

73. lը૾ͷղ૾౓͕ҧ͍͗͢Δɻ
    ڭࢣσʔλΛ࠶౓
    ߏங͢ΔͳͲ
    ͕࣌ؒඞཁz
    

    View Slide

74. ࣮ࡍʹ
    Ͱࣗ෼Ͱ΍ͬͯΈͨɻ
    

    View Slide

75. View Slide

76. View Slide

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

    View Slide

78. View Slide

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

    View Slide

80. ஍্͔Βͷ໨ઢ
    

    View Slide

81. (PPHMF͸΋ͪΖΜ
    

    View Slide

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

    View Slide

83. ..4
    .PCJMF.BQQJOH4ZTUFN
    

    View Slide

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

    View Slide

85. ݸਓͰ..4ॴ༗͸ແཧɻ
    

    View Slide

86. Ͱ΋ɺ
    εϚϗ͕͋Ε͹ɺ
    ݁ߏͰ͖Δ͔΋ɻ
    

    View Slide

87. View Slide

88. 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

89. .
    JNBHFT
    .BS
    

    View Slide

90. .
    JNBHFT
    .BZ
    

    View Slide

91. .
    JNBHFT
    +VO
    

    View Slide

92. #
    JNBHFT
    0DU
    

    View Slide

93. #
    JNBHFT
    .BZ
    

    View Slide

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

    View Slide

95. IUUQTXXXNBQJMMBSZDPNBQQ
    

    View Slide

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

    View Slide

97. ೔ຊࠃ಺ͷ
    ߩݙऀΛൺֱ͢Δͱ
    

    View Slide

98. IUUQTXXXNBQJMMBSZDPNBQQTUBUT VTFSNBQDPODJFSHFMBUMOH[
    

    View Slide

99. IUUQTXXXNBQJMMBSZDPNBQQTUBUT VTFSNBQDPODJFSHFMBUMOH[
    .
    *NBHFT
    

    View Slide

100. IUUQTXXXNBQJMMBSZDPNBQQTUBUT VTFSNBQDPODJFSHFMBUMOH[
     .
     *NBHFT
     

     View Slide

101. 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

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

     View Slide

103. ˃
     Χϝϥ
     

     View Slide

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

     View Slide

105. ࣌ؒ࣠Ͱ؅ཧ
     

     View Slide

106. View Slide

107. 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

108. 0QFO4G.ʹΑΔ
     ౎ࢢͷࡾ࣍ݩԽ
     

     View Slide

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

     View Slide

110. %FFQ-FBSOJOHʹΑΔ
     ը૾ࣝผ
     

     View Slide

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

     View Slide

112. View Slide

113. 
     PCKFDUDMBTT
     
     
     

     View Slide

114. View Slide

115. View Slide

116. View Slide

117. View Slide

118. lόΠΫʹ·͕ͨΔਓͱ
     lόΠΫΛ෼཭Ͱ͖Δɻ
     

     View Slide

119. View Slide

120. ࣝผͨ͠ෳ਺ͷΦϒΤδΣΫτΛ
     ૯߹తʹ൑அɻ
     

     View Slide

121. IUUQTCMPHNBQJMMBSZDPNVQEBUFFYUFOEJOHPCKFDUEFUFDUJPOTUPTDFOFDMBTTFTIUNM
     

     View Slide

122. IUUQTCMPHNBQJMMBSZDPNVQEBUFFYUFOEJOHPCKFDUEFUFDUJPOTUPTDFOFDMBTTFTIUNM
     

     View Slide

123. View Slide

124. େࣄͳͷ͸
     େྔͷ
     lڭࢣσʔλz
     

     View Slide

125. .BQJMMBSZ
     5BTLFS
     

     View Slide

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

     View Slide

127. IUUQTXXXNBQJMMBSZDPNWFSJfiDBUJPOQMPHPUJHP
     

     View Slide

128. .BQJMMBSZ͸
     ϙετϓϩηογϯά
     

     View Slide

129. ϦΞϧλΠϜͰ΍Ζ͏ͱ
     ͍ͯ͠Δͷ͕
     

     View Slide

130. Data → AI → HD Maps
     

     View Slide

131. View Slide

132. View Slide

133. Maps for
     Machines
     

     View Slide

134. Maps for
     Machines
     1. Road network
     Updated live, turn by turn
     directions, traffic
     2. HD Maps, data needs high percussion, accuracy, and updated
     in a more timely manner.
     2. HD Vector Maps
     Highly accurate, fast
     updates
     3. Performant
     Over the air and in the
     hardware in the car
     4. Localization Connecting
     the car relative to the HD
     map
     

     View Slide

135. mapbox.com/vision
     

     View Slide

136. View Slide

137. 72 byte JSON message:
     {'lat': 37.767568626437786, 'lon': -122.45719122503174, 'type': [1, 25]}
     

     View Slide

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

     View Slide

139. ͜ΕΛ࣮ݱ͢Δʹ͸
     ਓؒʹ͸ෆՄೳɻ
     "*ͷྗΛआΓΔ͔͠ແ͍ɻ
     

     View Slide

140. View Slide

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

     View Slide

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

     View Slide

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

     View Slide

144. ೥ɺ
     ஍ਤ͸Ͳ͏ਐԽ͢Δ͔ʁ
     

     View Slide

145. View Slide

146. View Slide

147. ՝୊ɿ
     ࣗ୐ۙ͘ͷެԂͰ
     .BQJMMBSZΛ༻͍ͯ
     Ґஔ΍Χϝϥͷ޲͖Λม͑ͯ
     ຕҎ্ࣸਅΛࡱΓɺެ։ɻ
     1FSNBMJOL63-ΛϑΥʔϜʹఏग़ɻ
     క੾͸ ໦
     +45Ἤ
     དྷिͷतۀͰͦͷࣸਅΛ֬ೝ͠·͢ɻ
     

     View Slide

148. View Slide

149. View Slide

150. ࣗ෼ͰࡱӨͨ͠.BQJMMBSZσʔλͷத͔Β
     ̍ຕ͓ؾʹೖΓΛબͼɺ
     ͦͷ1FSNBMJOL63-ΛҎԼͷϑΥʔϜʹ
     ఏग़͍ͯͩ͘͠͞ɻ
     IUUQTGPSNTHMFSUE52:514L7&&IG
     

     View Slide

151. @mapconcierge
     

     View Slide