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地図の民主化が紡ぐ次世代のデジタルツイン

 地図の民主化が紡ぐ次世代のデジタルツイン

20211026_RESTEC講演

© mapconcierge, CC BY 4.0

5314ec2302336bf68c95bdb5b1476227?s=128

furuhashlab

October 26, 2021
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  1. 3&45&$ߨԋձ ஍ਤͷຽओԽ͕๰͙࣍ੈ୅ͷσδλϧπΠϯ Ϧ Ϟ ʔ τ η ϯ γ ϯ

    ά ٕ ज़ ͕ ࢧ ͑ Δ ࠷ ઌ ୺ ͷ ஍ ਤ ࡞ Γ ݹڮେ஍ ੨ࢁֶӃେֶ /10๏ਓ$SJTJT.BQQFST+"1"/ ˜NBQPDPODJFSHF $$#:4"
  2. ݹڮେ஍5BJDIJ'636)"4)* !NBQDPODJFSHF

  3. None
  4. ϦϞηϯྺ

  5. ֶੜ࣌୅ +&34014Ͱଔ࿦

  6. 53..ݕূ༻ ؾ৅Ϩʔμσʔλ ΞʔΧΠϒͰ ΞϧόΠτ

  7. ೥ ΞϚκϯ৿ྛอશɾҧ๏െ࠾๷ࢭͷͨΊͷ "-04Ӵ੕ը૾ͷར༻ϓϩδΣΫτ (*4ઐ໳Ոͱͯ͠ϒϥδϧ೿ݣ

  8. ஍ਤ԰

  9. ஍ਤ԰ υϩʔϯ΋ඈ͹ͤΔ

  10. σδλϧπΠϯ

  11. IUUQTJOGPUPLZPEJHJUBMUXJONFUSPUPLZPMHKQ

  12. IUUQTUXJUUFSDPN.JUBNB4BLVNBSVTUBUVT IUUQTUXJUUFSDPNOPSJUTVOFUTVOFTUBUVT IUUQTQSUJNFTKQNBJOIUNMSEQIUNM IUUQTQSUJNFTKQNBJOIUNMSEQIUNM IUUQTXXXNMJUHPKQQMBUFBVOFXTFSWJDF IUUQTXXXNMJUHPKQQMBUFBVOFXTFSWJDF https://www.mlit.go.jp/plateau/

  13. OpenStreetMap

  14. None
  15. None
  16. The Free Wiki World Map

  17. IUUQTEFNPGNBQDPN MBUMPO[PPNDBNFSBUIFUBDBNFSBQIJ

  18. !""#$%&&'''()*+,-../(+.0&*1*0,(."$2/3&#.$"$&45567897:8994985; #<=,)>$".=1

  19. Screenshot by Katsuyuki Sakanoshita

  20. 8.2M Num. of Unique OSM User Accounts

  21. 8,171,072 mappers in the world ( 2021/9/30 ) http://osmstats.neis-one.org/

  22. ஍ਤͷຽओԽ

  23. 
 $SJTJT.BQQJOH Y 7(*7PMVOUFFSFE (FPHSBQIJD*OGPSNBUJPO (PPEDIJME  +FTTJDB)FJO[FMNBO 

  24. h tt p://vimeo.com/9182869

  25. None
  26. b y m a p c o n c i

    e rg e Before
  27. b y m a p c o n c i

    e rg e After
  28. b y m a p c o n c i

    e rg e Plotting a lot of Evacuation shelters
  29. 4BUFMMJUFJNBHFT "FSJBM1IPUPT 1MBOF%SPOF 1BQFSNBQT POMZPQFODPOUFOUT (142;44 Sources

  30. CZ!NBQDPODJFSHF !5PN@(9BOE04.DPODUJCVUPST sinsai.info Project ex. 2011.3.11 in Japan

  31. 31 h tt ps://izuoshima26.crowdmap.com/

  32. None
  33. Photo by Noriyuki Hayashi

  34. IUUQXXXDBTHPKQKQIPVEPVQEGDIJ[VQEG Damaged Map 5ZQIPPO:PMBOEB)BJZBO 

  35. CZ!NBQDPODJFSHF !5PN@(9BOE04.DPODUJCVUPST

  36. CZ!NBQDPODJFSHF !5PN@(9BOE04.DPODUJCVUPST

  37. CZ!NBQDPODJFSHF !5PN@(9BOE04.DPODUJCVUPST IUUQXXXFDPOPNJTUDPNOFXTJOUFSOBUJPOBMSJDIDPVOUSJFTBSFEFMVHFEEBUBEFWFMPQJOHPOFTBSFTV ff FSJOHESPVHIU

  38. CZ!NBQDPODJFSHF !5PN@(9BOE04.DPODUJCVUPST IUUQXXXFDPOPNJTUDPNOFXTJOUFSOBUJPOBMSJDIDPVOUSJFTBSFEFMVHFEEBUBEFWFMPQJOHPOFTBSFTV ff FSJOHESPVHIU

  39. IUUQPTNUPXOTFOEKFOOJOHTDPNOFQBM OpenStreetMap response to the April 25 Earthquake in Nepal

  40. IUUQQJFS[FOEFWPQFOTUSFFUNBQPSHIPUMFB fl FU04.$PNQBSFCFGPSFBGUFSIUNM

  41. Active mappers in Yamaguchi & North Kyushu

  42. Active mappers in Yamaguchi & North Kyushu

  43. IUUQUBTLTIPUPTNPSHQSPKFDU ۽ຊ ӹ৓ொΫϥΠγεϚοϐϯάλεΫ

  44. ൃࡂલ

  45. ൃࡂޙ

  46. Ѩોେڮपลͷ౔࠭ࡂ֐ IUUQXXXPQFOTUSFFUNBQPSHFEJU FEJUPSJENBQ

  47. ՝୊͸ɺൃࡂޙͷ ਝ଎ͳߤۭࣸਅͷೖखɻ

  48. None
  49. https://youtu.be/Vu6a3DXZ1IM

  50. None
  51. IUUQSFTVMUNBQTOFJTPOFPSHPPPD [PPNMBUMPOMBZFST#5''5 Active mappers in Tokyo area

  52. IUUQSFTVMUNBQTOFJTPOFPSHPPPD [PPNMBUMPOMBZFST#5''5 Active mappers in Tokyo area

  53. IUUQSFTVMUNBQTOFJTPOFPSHPPPD [PPNMBUMPOMBZFST#5''5 Active mappers in Tokyo area

  54. IUUQSFTVMUNBQTOFJTPOFPSHPPPD [PPNMBUMPOMBZFST#5''5 Active mappers in Tokyo area

  55. IUUQSFTVMUNBQTOFJTPOFPSHPPPD [PPNMBUMPOMBZFST#5''5 Active mappers in Tokyo area

  56. None
  57. None
  58. OpenStreetMap map.openaerialmap.org osm.org

  59. OpenStreetMap www.geospatial.jp map.openaerialmap.org osm.org

  60. OpenStreetMap www.geospatial.jp github.com/dronebird map.openaerialmap.org osm.org

  61. OpenStreetMap www.geospatial.jp github.com/dronebird map.openaerialmap.org osm.org

  62. 063(0"- IPVST ʢ஍਒ൃࡂޙʣ

  63. ߤۭࣸਅͷຽओԽ

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  67. 4IBSJOH)JHI1SJPSJUZ"SFB IUUQTNBCJDBSFDPN IUUQDPSQUBTVLFBJKBQBOKQUPJMFU 4IBSJOH)JHI1SJPSJUZ"SFB 4IBSJOH)JHI1SJPSJUZ"SFB 4IBSJOH)JHI1SJPSJUZ"SFB

  68. 4IBSJOH)JHI1SJPSJUZ"SFB IUUQTNBCJDBSFDPN IUUQDPSQUBTVLFBJKBQBOKQUPJMFU 4IBSJOH)JHI1SJPSJUZ"SFB 4IBSJOH)JHI1SJPSJUZ"SFB 4IBSJOH)JHI1SJPSJUZ"SFB . BLJOH5BTLJOH. BOBHFS QSPKFDUT

  69. 4IBSJOH)JHI1SJPSJUZ"SFB IUUQTNBCJDBSFDPN IUUQDPSQUBTVLFBJKBQBOKQUPJMFU 4IBSJOH)JHI1SJPSJUZ"SFB 4IBSJOH)JHI1SJPSJUZ"SFB 4IBSJOH)JHI1SJPSJUZ"SFB . BLJOH5BTLJOH. BOBHFS QSPKFDUT

    .BLJOH .BQT
  70. ೥࣌఺Ͱͷ՝୊ υϩʔϯࡂ֐ڠఆ͕ े෼ʹ ਁಁ͍ͯ͠ͳ͔ͬͨɻ

  71. ࣄલͷࡂ֐ڠఆక͕݁ ਝ଎ͳۭࡱͱ ࣏ࣗମ࿈ܞʹͭͳ͕Δɻ

  72. None
  73. None
  74. /10૊৫ͱͯ͠ ࣏ࣗମͱࡂ֐ڠఆక݁ ೥݄ݱࡏ https://github.com/crisismappersjapan/agreement4dronebird_CMJxLGOV

  75. શࠃ࣏ࣗମͱࡂ֐ڠఆక݁ʢ೥݄ݱࡏʣ https://github.com/crisismappersjapan/agreement4dronebird_CMJxLGOV

  76. ೥ ୆෩߸ ߸ඃࡂ஍Ͱ ໿ฏํΩϩΛۭࡱɻ

  77. ɹ© DRONEBIRD/CrisisMappers Japan, CC BY 4.0 https://github.com/dronebird/oam_kanagawa20191014sagamihara00 ૬໛ݪࢢ྘۠ ೥݄೔

  78. ɹ© DRONEBIRD/CrisisMappers Japan, CC BY 4.0 https://github.com/dronebird?q=kimitsu ܅௡ࢢ ೥݄೔

  79. https://github.com/dronebird/oam_tokyo20191020chofukomae01

  80. IUUQTIHJTQSFGNJZB[BLJMHKQIJOBUBIJOBUBIUNM7RJO;[[W( ௐ෍ࢢɾࠏߐࢢ ೥݄೔

  81. υϩʔϯࡂ֐ڠఆ͸ ޿͕͍ͬͯΔɻ

  82. ૯຿লফ๷ி ஂମͱࡂ֐ڠఆక݁ ೥݄೥݄ http://www.fdma.go.jp/neuter/topics/ fi ledList5_5_3/kyoteisyo.pdf

  83. ૯຿লফ๷ி http://www.fdma.go.jp/neuter/topics/ fi ledList5_5_3/kyoteisyo.pdf

  84. +6*%" ձһ਺ສਓҎ্  ཮্ࣗӴୂͱࡂ֐ڠఆక݁ ೥݄

  85. ೔ຊશࠃͰҎ্ͷࡂ ֐ڠఆɺ਺ສਓͷυϩʔ ϯૢॎ͕࢜ϙςϯγϟϧ ͱͯ͠ଘࡏ͢Δɻ

  86. ຊ౰ʹػೳ͍ͯ͠Δ͔ʁ

  87. ̑ͭͷൺֱཁૉ ̍ʣൃࡂޙͷॳಈ൑அ 
 ̎ʣࡂ֐࣌ͷ׆ಈඅ༻ෛ୲ऀ 
 ̏ʣऩूͨ͠৘ใͷϥΠηϯε ̐ʣݸਓ৘ใอޢʹؔ͢ΔରԠ ̑ʣࡂ֐࣌ͷྫ֎ద༻ࣄલҕୗ ߤۭ๏ୈ৚ͷ ߤۭ๏ࢪߦنଇୈ৚ͷ

    ߤۭ๏ࢪߦنଇୈ৚ͷ
  88. ࢢຽࢀՃܕ7(*ͷ৔߹ ̍ʣൃࡂޙͷॳಈ൑அɿࢧԉஂମ 
 ̎ʣࡂ֐࣌ͷ׆ಈඅ༻ෛ୲ऀɿࢧԉஂମ 
 ̏ʣऩूͨ͠৘ใͷϥΠηϯεɿࢧԉஂମ͕Φʔϓϯ σʔλͱͯ͠ެ։ ̐ʣݸਓ৘ใอޢʹؔ͢ΔରԠɿϓϥΠόγʔʹ഑ ྀͨ͠ࡱӨํ๏ ̑ʣࡂ֐࣌ͷྫ֎ద༻ࣄલҕୗɿ͋Γ

  89. ࠓ·Ͱͷ׆ಈͰ Θ͔ͬͨ͜ͱᶃ ൃࡂ࣌ɺ࣌ؒҎ಺ʹ࣏ࣗମ͔Β υϩʔϯۭࡱͷґཔཁ੥͢Δ͜ͱ ͸೉͍͠ɻࣗओతͳ൑அͰͷۭࡱ Λߦͬͯ࣌ؒҎ಺ͷσʔλఏڙ ͸࣮ݱͰ͖ͨɻʢେ࿨ࢢϞσϧʣ

  90. ࠓ·Ͱͷ׆ಈͰ Θ͔ͬͨ͜ͱᶄ ඃࡂ஍ͰͷۭࡱͰυϩʔϯͷ཭ൃ ண৔ॴͷ֬อ͕࠷΋ϦιʔεΛׂ ͘ɻൃࡂલͷ཭ൃண৔ॴ֬อΛج ૅ࣏ࣗମٴͼ౎ಓ෎ݝͱࣄલௐ੔ ͢Δ͜ͱ͕ɺ࡞ۀޮ཰ΛߴΊΔɻ

  91. ࠓ·Ͱͷ׆ಈͰ Θ͔ͬͨ͜ͱᶅ ඃࡂ஍Ͱͷߤۭ؅੍͸ɺࡂ֐ରࡦ ຊ෦͕ઃஔ͞ΕΔ౎ಓ෎ݝி಺Ͱ ࣮ࢪ͠ɺϘϥϯςΟΞஂମ΋ͦͷ ഑ԼʹͿΒԼ͕Δ͜ͱͰࣗӴୂɺ ܯ࡯ɺফ๷ͱͷௐ੔͕εϜʔζʹ ͳΔɻʢਆಸ઒ݝϞσϧʣ

  92. ਆಸ઒ݝϞσϧ ਆಸ઒ݝி ࡂ֐ରࡦຊ෦ ߤۭ؅੍νʔϜ ࣗӴୂ ܯ࡯ ফ๷ ϘϥϯςΟΞ ݱ ৔

    Ͱ ΋ ৘ ใ ڞ ༗ ཮ ্ ࣗ Ӵ ୂ  Ϧ Τ κ ϯ Φ ϑ Ο α ʔ -0 ࠓޙ͸ϝϯόʔΛ໊̍ ߤۭ؅੍νʔϜʹ ഑ஔ͢΂͖ʁ جૅ࣏ࣗମࡂ֐ରࡦຊ෦ ࡂ֐࣌ͷແਓߤۭػߤۭ؅੍૊৫ύλʔϯ ࡂ ֐ ڠ ఆ క ݁ جૅ࣏ࣗମࡂ֐ରࡦຊ෦
  93. ೥݄೔ ೤ւ౔࠭ࡂ֐

  94. ೤ւࢢͱ͸ ࡂ֐ڠఆ͸క͍݁ͯ͠ ͳ͍ɻ

  95. ౰೔ͷؾ৅৚݅͸ ௨ৗͷυϩʔϯ͸ ӡ༻೉͍͠ɻ ʢશఱީܕυϩʔϯ͕ඞཁʣ

  96. ʮ7JSUVBM4IJ[VPLBʯ ʮ෋࢜ࢁνϟϨϯδϓϥοτϑΥʔϜʯ ؔ܎ऀ͔Β l੩Ԭ఺܈αϙʔτνʔϜʹ ੠Λ͔͚ΒΕΔɻ

  97. IUUQXXXQSFGTIJ[VPLBKQBMMLJTIBOTGDECGEGFBFDFFBCD 0QFO%PDVNFOU

  98. IUUQTXXXGVKJTBODIBMMFOHFPSKQJOEFYQIQQBHF

  99. ࠷ऴతʹ l੩Ԭ఺܈αϙʔτνʔϜz ͱ໊ͯ͠ࢀՃɻ

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  104. ೥݄೔ʹ ੩Ԭݝ͕υϩʔϯʹΑΔ ಈըࡱӨ ˠ݄೔ʹ੩Ԭ఺܈σʔλ αϙʔτνʔϜ͕ղੳ

  105. ೥݄೔ʹ ੩Ԭݝ͕υϩʔϯʹΑΔ ಈըࡱӨ ˠ݄೔ʹ੩Ԭ఺܈σʔλ αϙʔτνʔϜ͕ղੳ

  106. ݄೔ޕલʹ ΦϧιϞβΠΫը૾ͳͲ ϑΥτάϥϝτϦղੳ݁ՌΛ ڞ༗४උ

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  108. ݄೔ޕޙʹ (ۭؒ৘ใηϯλʔ্Ͱެ։ɻ ˍ

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  111. ݄೔ʙ೔ ੩Ԭݝͱຽؒۀऀ͕࿈ܞͯ͠ ඃࡂ஍ͷۭࡱɾϨʔβʔܭଌΛ࣮ࢪɻ ɹɾ੩Ԭݝ͇᷂౦೔ ɹɾ੩Ԭݝ͇᷂΢ΠϯσΟʔωοτϫʔΫ

  112. ੩Ԭݝͷσʔλ͸ ͢΂ͯΦʔ ϓϯσʔλ ͱͯ͠ެ։ʂ ˍ

  113. Φʔ ϓϯσʔλԽ͞ΕͨσʔλΛ ੩Ԭ఺܈αϙʔτνʔϜ͕ ࣍ʑͱ෼ੳɺମੵܭࢉͳͲ ఆྔԽ͞Εͨ৘ใͱͯ͠ ੩ԬݝʹϑΟʔυόοΫ

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  115. IUUQTDSJTJTNBQQFSTKBQBOHJUIVCJPBUBNJJ[VTBOWTIJ[VPLBVBW@MJEBS

  116. ͦͷޙ ଓʑͱ(ۭؒ৘ใηϯλʔʹ ֤૊৫ͷσʔλ͕ެ։ʂ  ೥݄೤ւࢢ౔ੴྲྀࡂ֐ 5"(

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  119. ͦͷ΄ͱΜͲ͕ ൃࡂޙ̏೔ޙ  Ҏ߱ʹެ։ɻ

  120. ੩Ԭ఺܈αϙʔτνʔϜ͕ ػೳͨ͠ཧ༝ ීஈ͔ΒͷίϛϡχςΟ׆ಈ 0QFOCZ%FGBVMUͷจԽ 4/4ʹΑΔޮ཰తͳӡ༻

  121. ൓ল఺ ΋ͬͱૣ͘ެ։Ͱ͖ͨ͸ͣɻ ൃࡂ೔౰೔ʹެ։͢ΔͨΊͷ࢈׭ֶͷࡂ ֐ରԠίϛϡχςΟ࿈ܞɻ ఆྔ෼ੳͷܭࢉख๏΋Φʔ ϓϯԽ Φʔ ϓϯͳσδλϧπΠϯσʔλͷ֦ॆ

  122. IUUQTUPHFUUFSDPNMJ

  123. ೉೾෭஌ࣄ ʮΦʔϓϯσʔλͷॏཁੑɻࢲࣗ਎ɺ࣌୅ ͕มΘͬͨͳͱ௧ײɻ࣌ؒͰग़ͯ͘Δɻ ϔϦඈ΂ͳ͍͔Βυϩʔϯۭࡱͯ͠σʔλ ղੳ࣌ؒͰݟΒΕΔɻͦΕΛݝி૊৫Ͱແ ͘֎ͷํʑ͕αϙʔτͯ͠Լ͞Δɻσʔλ ΛΦʔϓϯʹͯ͠ɺ͜Μͳࣄ͕ग़དྷΔͱ ΍ͬͯԼ͞Δํʑ͍ͬͺ͍ɻʯ

  124. ೉೾෭஌ࣄ ʮΦʔϓϯσʔλͷॏཁੑɻࢲࣗ਎ɺ࣌୅ ͕มΘͬͨͳͱ௧ײɻ࣌ؒͰग़ͯ͘Δɻ ϔϦඈ΂ͳ͍͔Βυϩʔϯۭࡱͯ͠σʔλ ղੳ࣌ؒͰݟΒΕΔɻͦΕΛݝி૊৫Ͱແ ͘֎ͷํʑ͕αϙʔτͯ͠Լ͞Δɻσʔλ ΛΦʔϓϯʹͯ͠ɺ͜Μͳࣄ͕ग़དྷΔͱ ΍ͬͯԼ͞Δํʑ͍ͬͺ͍ɻʯ

  125. ຊ౰ͷҙຯͰͷ ɹʮ0QFOCZ%FGBVMUʯ ࣾձ

  126. 1-"5&"6σʔλ͸ Φʔ ϓϯσʔλ

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  129. ͓ͦΒ͘ ೔ຊͰ࠷΋൚༻ੑͷߴ͍ Φʔ ϓϯσʔλϥΠηϯε

  130. 0%C-ϥΠηϯεΛબ΂͹ اۀ͕%3.લఏͷ1MBUGPSNͰ΋ ར༻Ͱ͖Δɻ ˞ͨͩ͠ɺผʹσʔλͷ࠶഑෍༻΢ΣϒαΠτΛ࡞Δඞཁ͋Γ

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  132. ྫ͑͹ ϑϥϯεɾύϦࢢͷ Φʔ ϓϯσʔλ

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  134. IUUQTPQFOEBUBQBSJTGSQBHFTIPNF

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  141. IUUQTXXXJJTVUPLZPBDKQKBOFXT

  142. $$#:/$  0%C- ͷσϡΞϧϥΠηϯε

  143. 1-"5&"6ͷΑ͏ʹ ൚༻తͳ ϚϧνΦʔ ϓϯσʔλϥΠηϯε ͕ ཧ૝ܗ

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  146. σδλϧπΠϯͷຽओԽ

  147. None
  148. IUUQTQPSUBMPHDPSH fi MFT BSUJGBDU@JE

  149. IUUQTKBXJLJQFEJBPSHXJLJ&"&#'&&#$&#

  150. https://note.com/strive/n/nbfe8aa2802ce

  151. IUUQTXXXEJHJUBMTFSWJDFNFUSPUPLZPMHKQTPDJFUZEJHJUBMUXJOIUNM

  152. .FUBWFSTF ϝλόʔε %JHJUBM5XJO σδλϧπΠϯ %JHJUBM&BSUI σδλϧΞʔε 3FBM 7JSUVBM γϛϡϨʔγϣϯ աڈͱݱࡏͷ஍ٿΛ࠶ݱ

    σδλϧ஍ٿ্ّͰՄࢹԽ ΦϯϥΠϯͰՄࢹԽΛڞ༗ δΦηϯτϦοΫ ΞόλʔΦϦΤϯςου ʢΤΰηϯτϦοΫʣ 73ۭ͕ؒલఏɻϦΞϧۭؒ΁ͷ֦ுՄೳʢY3ʣ %͸ϚετͰ͸ͳ͍ ෳ਺ʢଟਓ਺ʣͷϢʔβʔͱަྲྀ %લఏ ݱ࣮ੈք΁ͷϑΟʔυόοΫ δΦηϯτϦοΫɾΤΰηϯτϦοΫͷ࢖͍෼͚ ਓؒͷײ֮ʢޒײʣ࠶ݱੑΛॏࢹ σδλϧπΠϯͱͷ࿈ܞՄೳ ϦΞϧͳ஍ཧۭؒ৘ใ ϦΞϧۭؒʹର͢Δ ϑΟʔυόοΫ ݱ࣮ੈքͷ ϞσϧԽ
  153. σδλϧπΠϯͷຽओԽΛ ࣮ݱ͢Δͷʹ ࠷େͷน

  154. lσʔλͷߋ৽ස౓z

  155. ͦͷͨΊʹ ΍Δ΂͖͜ͱ

  156. ετϦʔτϏϡʔͷ ຽओԽ

  157. ετϦʔτϏϡʔͱ͍͑͹

  158. None
  159. Ͱ΋ ✘঎༻ར༻ ✘ೋ࣍ར༻

  160. ΋ͬͱࣗ༝ʹ࢖͑Δ ετϦʔτϏϡʔ ͕ ͋ͬͯ΋Α͍Ͱ͸ͳ͍͔

  161. None
  162. Φʔ ϓϯσʔλͳͷͰ ✔঎༻ར༻ ✔ೋ࣍ར༻

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

  164.     JNBHFT 4FQ

  165. 1.7B Num. of Street-level imageries. https://www.mapillary.com ( 2021/9/8 )

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

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

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

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

  170. 1.8M Num. of Street-level imageries by @mapconcierge https://www.mapillary.com ( 2021/9/8

    )
  171. IUUQTXXXNBQJMMBSZDPN

  172. IUUQTXXXNBQJMMBSZDPN

  173. 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

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

  175. None
  176. 0QFO4G.ʹΑΔ ౎ࢢͷࡾ࣍ݩԽ

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

  178. .- ػցֶश  ʹΑΔը૾ࣝผ

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

  180. None
  181. ͱʹ͔͘ େྔͷ ڭࢣσʔλ͕ ू·͍ͬͯΔɻ

  182. None
  183. None
  184. None
  185. None
  186. IUUQTXXXNBQJMMBSZDPNEBUBTFUT

  187. IUUQTXXXNBQJMMBSZDPNBQQ MBUMOH[Q,FZYZ[PPN

  188. IUUQTXXXNBQJMMBSZDPNBQQ MBUMOH[Q,FZYZ[PPN

  189. ϝΠϯετϦʔτ͸σʔλ͕ ཷ·͖͕ͬͯͨ ཪ࿏஍͸े෼ʹ ΧόʔͰ͖͍ͯͳ͍ɻ

  190. %ͷ఺܈σʔλ͸ ϝΠϯετϦʔτ͚ͩͰ΋ ͜ͷ͘Β͍ੜ੒Մೳ

  191. IUUQTXXXNBQJMMBSZDPNBQQ MBUMOH[NFOVGBMTFQ,FZGPDVTQIPUPY*O fi OJUZZ*O fi OJUZ[PPN

  192. ࿏஍ཪ༻ ిಈόΠΫͰ ौ୩ͷ֗Λ ܭଌ༧ఆ

  193. None
  194. None
  195. None
  196. ֵ ৽ ٕ ज़ ͱ ࣾ ձ ڞ ૑ ݚ

    ڀ ॴ J545*OTUJUVUFGPS5FDIOPMPHJDBM4PDJBM5SBOTGPSNBUJPO
  197. ೥ .BQJMMBSZ͕ 'BDFCPPLʹങऩ͞Ε͕ͨ

  198. Ҿ͖ଓ͖ ࡱӨσʔλ͸ Φʔ ϓϯσʔλͱͯ͠ ͢΂ͯެ։

  199. ετϦʔτϏϡʔͷຽओԽ

  200. ͦͯ͠ σδλϧπΠϯͷຽओԽ

  201. None
  202. ɹ า ͚ า ͚ɺ ଓ ͚Δ ͜ ͱ ͷ

    େ ੾ ͞ ɻ “ Just keep walking, persistence paid off ” by Tadataka INO
  203. Ұԯ૯ҏೳԽ

  204. Happy Mapping!! Taichi FURUHASHI @mapconcierge