DieterFox& Kevin&Lai&Dieter Fox 640x480, 30Hz, color + dense depth CSE-481O: Kinect Capstone !

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Dieter Fox Kevin Lai Organization and Overview

Transcript of DieterFox& Kevin&Lai&Dieter Fox 640x480, 30Hz, color + dense depth CSE-481O: Kinect Capstone !

Page 1: DieterFox& Kevin&Lai&Dieter Fox 640x480, 30Hz, color + dense depth CSE-481O: Kinect Capstone !

Dieter  Fox  Kevin  Lai  

Organization  and  Overview  

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¡  Teams  of  3-­‐4  students  per  project  §  We  choose  teams  based  on  preference  and  expertise  

¡  Most  urgent  steps  §  Provide  preferences  and  background  info  §  By  tonight  we’ll  put  the  teams  together  §  You  spend  a  lot  of  time  tomorrow  to  brainstorm  projects  §  Informal  10  min  project  presentation  on  Thursday  §  We’ll  provide  feedback  /  guidance  §  Formal  project  presentation  Thursday  next  week  

Dieter Fox CSE-481O: Kinect Capstone

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¡  Each  team  maintains  a  project  website  §  Lab  notes  updated  at  end  of  each  week  §  Product  Requirements  Document  (PRD)  § Marketing  brochure  about  the  project  (1-­‐2  pages)  

¡  Peer  review:  within  and  across  teams  ¡  Half  time  demo  and  final  demo  ¡  Project  report  

Dieter Fox CSE-481O: Kinect Capstone

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Dieter Fox CSE-481O: Kinect Capstone

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Dieter Fox

640x480, 30Hz, color + dense depth

CSE-481O: Kinect Capstone

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¡  Cheap  depth  cameras  with  high  resolution,  accuracy,  and  aligned  color  (>640x480,  30  Hz)  

¡  Key  industry  drivers:  Gaming,  entertainment  

¡  Two  main  techniques:  §  Structured  light  with  stereo    §  Time  of  flight  

 

Dieter Fox CSE-481O: Kinect Capstone

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[Courtesy of Kurt Konolige, Willow Garage]

Dieter Fox CSE-481O: Kinect Capstone

IR cam RGB cam IR projector

Issues:  low  quality  webcam  (blur,  noise,  rolling  shutter),  no  time  sync    

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Dieter Fox CSE-481O: Kinect Capstone

¡     Environments  

¡     Objects  

¡     People  

¡     Discussion  

 

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Dieter Fox UW Robotics and State Estimation Lab

¡  Alignment  via  color  and  depth,  image  and  ICP  based  loop  closure,  SBA  for  global  optimization  

[ISER-10]

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Dieter Fox Robotics and State Estimation Lab

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Dieter Fox Robotics and State Estimation Lab

Joint with Nick Roy etal, MIT: [ISRR-11]

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Dieter Fox CSE-481O: Kinect Capstone

[Du-Henry-Ren-F-Goldman-Seitz: Ubicomp-11]

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Dieter Fox CSE-481O: Kinect Capstone

¡     Environments  

¡     Objects  

¡     People  

¡     Discussion  

 

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¡  Enable  robots  to  autonomously  learn  about  their  environment  ¡  Robot  picks  up  objects  and  builds  models  of  them  ¡  Object  models  can  be  shared!  

Dieter Fox Robotics and State Estimation Lab

[ICRA-11, IJRR-11]

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Dieter Fox CSE-481O: Kinect Capstone

¡  Videos  of  300  objects  in  51  categories  ¡  Take  advantage  of  depth  for  segmentation  ¡  Similar  dataset  by  Willow  Garage  

[Lai-Bo-Ren-F: ICRA-11]

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Dieter Fox CSE-481O: Kinect Capstone

[Ziola-­‐Grampurohit-­‐Landes-­‐Fogarty-­‐Harrison:  VL-­‐HCC-­‐11]  

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Dieter Fox CSE-481O: Kinect Capstone

Kitchen  

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Dieter Fox CSE-481O: Kinect Capstone

[Lai etal]

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¡ World  Wide  Telescope  §  Navigate  earth,  solar  system,  universe  

¡  Sound  space  §  Find  object  or  navigate  through  building  blindfolded  

¡  Game  controllers  ¡  Robotic  Rubik’s  Cube  solver  ¡  Track  people  and  learn  motion  /  occupancy    models  

¡  Recognize  American  sign  language  ¡ …  

Dieter Fox CSE-481O: Kinect Capstone

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¡  Your  name:    

¡  Team  §  Who  would  you  like  to  work  with?  

§  Who  would  you  not  like  to  work  with?  Email:  [email protected]  

¡  Background  /  experience    §  Linux  (1:  no  clue,  3:  OK,  5:  wizard):    §  Windows  (1:  no  clue,  3:  OK,  5:  wizard):    §  Preference  (1:  Linux  ...  5:  Windows):    §  Other  comments:    

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¡  Work  preference  (1:  not  interested,  …,  5:  love  it)  §  Technical  :    §  Interaction:    §  Other  remarks:  

 

¡  Project  preference  (1:  not  interested,  …,  5:  love  it)  

§  World  Wide  Telescope:  §  Interaction,  game:  §  Technical:    §  Other: