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“Location Platform Index: Mapping and Navigation”, https://go.engage.here.com/rs/142-UEL-347/images/Ovum%20Location%20Platform%20Index%201H19.pdf
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n 自動運転のために高度な地理的・動的な情報を付与
n 自車両位置の高精度推定(cmオーダ)
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n 認識機能の強化
ex. 事前に交通標識の位置がわかっている
n 経路計画(計測不能な遠方の情報、交通規則)
ex.道路工事情報
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GTC2019 here presentation
https://on-demand.gputechconf.com/gtc/2019/presentation/_/s9351-methods-for-creating-and-updating-hd-maps-for-localization-and-simulation-part-4.pdf
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GTC2019 here presentation
https://on-demand.gputechconf.com/gtc/2019/presentation/_/s9351-methods-for-creating-and-updating-hd-maps-for-localization-and-simulation-part-4.pdf
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GTC2019 here presentation
https://on-demand.gputechconf.com/gtc/2019/presentation/_/s9351-methods-for-creating-and-updating-hd-maps-for-localization-and-simulation-part-4.pdf
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GTC2019 TomTom presentation
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n 複数走行から得られた軌跡
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Realtime HD Map
GTC2019 Keynote speech https://www.youtube.com/watch?v=Z2XlNfCtxwI
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Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved.
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3 3
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Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved.
n 単眼カメラからの3次元Bounding Box推定
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Mapillary Blog https://research.mapillary.com/publication/MonoDIS/
arXiv https://arxiv.org/abs/1905.12365
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Mapillary Blog https://research.mapillary.com/publication/MonoDIS/
arXiv https://arxiv.org/abs/1905.12365
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Mapillary Blog h=ps://research.mapillary.com/publicaEon/MonoDIS/
arXiv h=ps://arxiv.org/abs/1905.12365
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20190831 3D勉強会 HD Map動向紹介

  • 1. Copyright © DeNA Co.,Ltd. All Rights Reserved. HD Map AI
  • 2. Copyright © DeNA Co.,Ltd. All Rights Reserved. f 2 • I • M • A A M • • S linkedin twitter https://dena.ai/work6/ https://dena.ai/work9/ Bioimagesuite https://bioimagesuiteweb.github.io/webapp/
  • 3. Copyright © DeNA Co.,Ltd. All Rights Reserved. n M n M S n .
  • 4. Copyright © DeNA Co.,Ltd. All Rights Reserved. n o . T . T e e n . R n A I
  • 5. Copyright © DeNA Co.,Ltd. All Rights Reserved. データの完全性 ビジネスのリーチ “Location Platform Index: Mapping and Navigation”, https://go.engage.here.com/rs/142-UEL-347/images/Ovum%20Location%20Platform%20Index%201H19.pdf
  • 6. Copyright © DeNA Co.,Ltd. All Rights Reserved. n n
  • 7. Copyright © DeNA Co.,Ltd. All Rights Reserved. HD Map
  • 8. Copyright © DeNA Co.,Ltd. All Rights Reserved. ) ( ) ) )
  • 9. Copyright © DeNA Co.,Ltd. All Rights Reserved. ) ( ) ) ) n 自動運転のために高度な地理的・動的な情報を付与 n 自車両位置の高精度推定(cmオーダ) ex. GPS+周辺物体の座標から計算 n 認識機能の強化 ex. 事前に交通標識の位置がわかっている n 経路計画(計測不能な遠方の情報、交通規則) ex.道路工事情報
  • 10. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. GTC2019 here presentation https://on-demand.gputechconf.com/gtc/2019/presentation/_/s9351-methods-for-creating-and-updating-hd-maps-for-localization-and-simulation-part-4.pdf
  • 11. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. GTC2019 here presentation https://on-demand.gputechconf.com/gtc/2019/presentation/_/s9351-methods-for-creating-and-updating-hd-maps-for-localization-and-simulation-part-4.pdf
  • 12. Copyright © DeNA Co.,Ltd. All Rights Reserved. GTC2019 here presentation https://on-demand.gputechconf.com/gtc/2019/presentation/_/s9351-methods-for-creating-and-updating-hd-maps-for-localization-and-simulation-part-4.pdf
  • 13. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n en cm o ucr n s n V p n t i C
  • 14. Copyright © DeNA Co.,Ltd. All Rights Reserved. GTC2019 TomTom presentation
  • 15. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. GTC2019 here presentaBon hCps://on-demand.gputechconf.com/gtc/2019/presentaBon/_/s9351-methods-for-creaBng-and-updaBng-hd-maps-for-localizaBon-and-simulaBon-part-4.pdf
  • 16. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n 複数走行から得られた軌跡
  • 17. Copyright © DeNA Co.,Ltd. All Rights Reserved. n n
  • 18. Copyright © DeNA Co.,Ltd. All Rights Reserved. D TomTom社HPより
  • 19. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n n n
  • 20. Copyright © DeNA Co.,Ltd. All Rights Reserved. NVIDIA n M R n 0 HD 5 https://www.nvidia.com/en-us/gtc/
  • 21. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n 12 n : GTC2019 34
  • 22. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Realtime HD Map GTC2019 Keynote speech https://www.youtube.com/watch?v=Z2XlNfCtxwI
  • 23. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n n
  • 24. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 25301 n R n n n N D n D A http://download.tomtom.com/open/banners/HD-Map-Product-Info-Sheet-improved-1.pdf
  • 25. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 2 10 n n h=ps://www.youtube.com/watch?v=uvEgGEDEFaU
  • 26. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. GTC2019
  • 27. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n 5 /B L .NB NL D, 3 I D .A BNO N I 8B SLNHO CLN : N NBA :B :BD B L 6 NB O : OL 8 B 8LLNA 9I C /LL G 7 E BI LC 2CO N LO 3 BO A 7LEOB 3E CLLN . D E MO, N LND O m d:B :BD B L h e1 O N LN C HB m ck n 1 .A M L L 8L : L N O I 1L O : A :EHLAN 7 E BI LC A 2CO N LO 3 B 200 E MO, N LND O gx n iv th ck g W gkp s ji W n 26 3.8, 2 BAA D 6LOO 1N B 3B BN B .A BNO N I 8B SLNHO CLN 6 B 1B B L 7LEOB 3E CLLN 0BAN 8 D BNB 8VLN / H 200 E MO, N LND O mB BAbd f ald v t Y sw foy urm k
  • 28. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n , / E 0 A D A E 9 - A : . : E A : A 9 : E A D A E 9 A : 2 0 / AM ghncLH HdoeL ao I bLf s w OI n , A , / E 0 : : A A D D E : 1 0 y p J mhLg H leai , 0 R I rH u Hv I • leai • t M 0 •
  • 29. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Uber n A A A B A DB B - -B - A - , B A B ,Sma ZWgHP ,Smajr UEpi dS B CWlsNE Y Sb oeW n Y MLR IR qW n https://1fykyq3mdn5r21tpna3wkdyi-wpengine.netdna-ssl.com/wp- content/uploads/2019/05/End-to-end-Interpretable-Neural-Motion-Planner.pdf
  • 30. Copyright © DeNA Co.,Ltd. All Rights Reserved. Uber n - JR H PE J H 8A NNAJP APS N B N 8 , J NU / PN PE J 3 PEJ E JC I N 1 I U JB N AE -DE 5 9DAJH JC JC 8 M AH :NP J DPPL BU UM I J N PLJ S UE SLAJCEJA JAP J H I SL JPAJP LH - JR H PE J H 8A NNAJP APS N B N 8 , J NU / PN PE J L B V 2. 8 abgoW mdhflk ie L HUHEJA pc V n . 8 AP .AAL PERA 8 U APS N B N , EH EJC 9ACIAJP PE J . IEJE -DAJC 8AJFEA E 9 JF 0E HAN 8 M AH :NP J - 8 DPPL N ER NC jngoW
  • 31. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Uber n : GBG MH H :EBR LBG : B GM GLBM 0:I H:G G B : L:G A GEHG 8:G G B 3HD HOLD : N E M:LNG 2 T BGM GLBM :I Y j ux qo t Svy eUcfiedhS ,3 edh s Y l ux zn n 1 PIEHBMBG 0:IL H 2 C M M MBHG BG :G 0BG B:G : N E M:LNG 0:I B r pW T 0:I Wmk bigaiznT LiDAR点群+HD Map Birds Eye Viewの 積層した2次元グリッド Birds Eye Viewでの 検出結果
  • 32. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 3 3 n A n 3 LiDAR点群+HD Map Birds Eye Viewの 積層した2次元グリッド Birds Eye Viewでの 検出結果
  • 33. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 3 3 n HD Mapの情報(地面高さ、道路位置)を利用
  • 34. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 3 3 2 2 R D EA EV LB
  • 35. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 3 3 n 4 4
  • 36. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 3 3 n +
  • 37. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 3 3 n 地面高さ推定誤差 道路マスク推定結果
  • 38. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Mapillary n :ED F E FK:KBGF 0G F G G B :EL D GK: LDG D C :F GDGMB K /GFK AB AKK : A E: BDD: N GE BE L DB :KBGF : fty aicfduy Revy z nicsRy V om aicfduy Revy U n :. : A FB NBF B KBM :F GFKBFLGL GE:BF : K:KBGF KA GL A . : A 1: BEBDB:FG 1:F BFB :EL D GK: LDG9 : : : : LKG ,DB : B B AKK : A E: BDD: N GE BE L DB :KBGF luby`h Revy ugkRg r VPS luby d p VP r Vluby 2 W n F L MB GE:BF : K:KBGF L BF - :KL ABK FBF :F GF F L 0G L A:FC: GN DB:C :F B: GABF ,FM :F BF KG :EL D GK: LDG9 2B L :F ,DB : B B AKK : A E: BDD: N GE BE L DB :KBGF
  • 39. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Mapillary n :ED F E FK:KBGF 0G F G G B :EL D GK: LDG D C :F GDGMB K /GFK AB AKK : A E: BDD: N GE BE L DB :KBGF : fty aicfduy Revy z nicsRy V om aicfduy Revy U n :. : A FB NBF B KBM :F GFKBFLGL GE:BF : K:KBGF KA GL A . : A 1: BEBDB:FG 1:F BFB :EL D GK: LDG9 : : : : LKG ,DB : B B AKK : A E: BDD: N GE BE L DB :KBGF luby`h Revy ugkRg r VPS luby d p VP r Vluby 2 W n F L MB GE:BF : K:KBGF L BF - :KL ABK FBF :F GF F L 0G L A:FC: GN DB:C :F B: GABF ,FM :F BF KG :EL D GK: LDG 2B L :F ,DB : B B AKK : A E: BDD: N GE BE L DB :KBGF
  • 40. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Mapillary n . J 9DHB 1G B - G L - D L DIH D C D .DM IL DIH 5 HO IJ H KO L IB L 5 L O / LB I O DH 3O HB 2 PD L /IH 2DG H Y / ILD 0 LI -: C JM L M L C G JD LS IG DGB JO D DIHM -: J A caempfnq s hot wjpm i VL D DM IL DIH b v n .DM H HB DHB 5IHI O L . 6 . DIH H L 9DGIH D 9 GO I ,O I IL H I IL D 5 HO IJ H KO L L 3IH M CD LV-: C JM LRDP ILB J A J A emp ca . x jpm idgr l u gr l IMMdz y
  • 41. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Mapillary Blog https://research.mapillary.com/publication/MonoDIS/ arXiv https://arxiv.org/abs/1905.12365
  • 42. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n 単眼カメラからの3次元Bounding Box推定 Mapillary Blog https://research.mapillary.com/publication/MonoDIS/ arXiv https://arxiv.org/abs/1905.12365
  • 43. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n 43 Mapillary Blog h=ps://research.mapillary.com/publicaEon/MonoDIS/ arXiv h=ps://arxiv.org/abs/1905.12365
  • 44. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n ) ( ( 22 22 )( 22 Mapillary Blog https://research.mapillary.com/publication/MonoDIS/ arXiv https://arxiv.org/abs/1905.12365
  • 45. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n 3 n L Mapillary Blog https://research.mapillary.com/publication/MonoDIS/ arXiv https://arxiv.org/abs/1905.12365
  • 46. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Mapillary Blog https://research.mapillary.com/publication/MonoDIS/ arXiv https://arxiv.org/abs/1905.12365
  • 47. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. Mapillary Blog h=ps://research.mapillary.com/publicaEon/MonoDIS/ arXiv h=ps://arxiv.org/abs/1905.12365
  • 48. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. 0 n , 1 D I 30 3 3 4 Mapillary Blog https://research.mapillary.com/publication/MonoDIS/ arXiv https://arxiv.org/abs/1905.12365
  • 49. Copyright (C) 2016 DeNA Co.,Ltd. All Rights Reserved. n D M n H n
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