Mobile 3D Scanning and Applications - Deutsche Messe...
Transcript of Mobile 3D Scanning and Applications - Deutsche Messe...
Mobile 3D Scanning and Applications Prof. Dr. Marc Pollefeys ETH Zurich
17 March, 2015 http://www.inf.ethz.ch/personal/marc.pollefeys/
3D Scanning
Time-of-flight
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2Dt
Mesa Imaging’s SwissRanger
new MS Kinect
PMDTec
3D -> 2D image projection
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2D -> 3D ?
C x
l’
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L’ Triangulation
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Structured light
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l’ x’
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Replace one camera with projector/known laser pattern
PrimeSense
Mantis Vision
(Pollefeys et al. ICCV98, VSMM98, 3DIM99, IJCV04, ...)
Turning 2D street-side video into 3D models Street-Side Video Real-Time Stereo (Pollefeys IJCV08;
Gallup DAGM10; …)
real-time processing of video (30fps on PC, leveraging GPU)
…
Joint 3D reconstruction and class segmentation
joint reconstruction and segmentation (ground, building, vegetation, stuff)
(Haene et al CVPR13, …)
Building Ground Vegetation Clutter
reconstruction only (isotropic smoothness prior)
(Lee et al CVPR13; Heng et al. ICRA14; Haene et al…)
cameras as main sensors: no lasers, no GPS omnidirectional visual simultaneous localization and mapping
3D mapping for autonomous driving robust image-based localization
depth from motion stereo live obstacle maps
Computer Games
Body tracking
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S1 S2
regression tree
Randomized forest (Shotton et al.)
based on simple depth difference tests at each node
Raw Kinect output: Color + Depth = RGBD
http://grouplab.cpsc.ucalgary.ca/cookbook/index.php/Technologies/Kinect
3D Video with Kinect
Kinect-based 3D avatar scanning
CVPR 2014 demo (Medioni et al. USC)
Sense 3D Scanner
Home Scanning
(now Apple)
Tablet + Depth Sensor
Structure Sensor
Tablet + Depth Sensor
Low power (<1W) models for tablet and for PC
depth from 2 (or 1) cameras + (un)structured laser pattern
ETH Zurich as Project Tango partner
Some of our contributions…
Today‘s mobile phones
Mobile phones are great for computational photography
• High-resolution digital camera
• Computing power (CPU+GPU+...)
• Additional sensors (accelerometers, gyroscopes, ...)
• Storage
3D reconstruction services in the cloud
Catch http://www.arc3d.be/
Recording cultural heritage
(Delaunoy et al. CVPR14)
3D Scan and Print
3D Portraits
The Selfie Authentication
Company®
+ =
• Use of individual smartphones is the only way to
massively conquer the identity management market
• Smartphones now embed enough CPU power for 3D face
computation
• 3D live-face identification extremely hard to hack (no
picture …)
Metaio’s ikea catalogue AR
captured with mobile app
Towards 3D capture + augmented reality
Microsoft HoloLens
Future?
Fully autonomous vision-based MAV
sensing: video cameras + IMU full on-board processing indoor and outdoor operation obstacle avoidance, mapping and exploration no laser, no GPS, no network
More on PixHawk: http://pixhawk.ethz.ch
(Fraundorfer et al. IROS12 best paper finalist)
(Meier ICRA11, ICRA15,...)
also Open Source software and hardware initiative
Interactive Navigation of casually captured videos
Collection of videos of the same event from different angles
Flickr/Paul J Coles
Navigation in space and time
Interactive Navigation of casually captured videos
4D Video
Interactive viewer, more results & datasets available at: http://cvg.ethz.ch/research/unstructured-vbr/
Conclusion
• 3D scanning capabilities will become ubiquitous
• Full 6DOF localization of devices in environment
– Games
– Navigation
– Augmented reality
• Will enable tight interaction between physical and digital world
Live demos @ Swiss Pavilion (Hall 9, Stand A28)
Thank you!