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Mobile 3D Scanning and Applications Prof. Dr. Marc Pollefeys ETH Zurich 17 March, 2015 http://www.inf.ethz.ch/personal/marc.pollefeys/

Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

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Page 1: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Mobile 3D Scanning and Applications Prof. Dr. Marc Pollefeys ETH Zurich

17 March, 2015 http://www.inf.ethz.ch/personal/marc.pollefeys/

Page 2: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

3D Scanning

Page 3: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Time-of-flight

X

d =c

2Dt

Mesa Imaging’s SwissRanger

new MS Kinect

PMDTec

Page 4: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

3D -> 2D image projection

C X

x L

Page 5: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

2D -> 3D ?

C x

l’

X?

x’

X

C’

L’ Triangulation

L

Page 6: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Structured light

P x

l’ x’

X

C’

L’

L

Replace one camera with projector/known laser pattern

PrimeSense

Mantis Vision

Page 7: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

(Pollefeys et al. ICCV98, VSMM98, 3DIM99, IJCV04, ...)

Page 8: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

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)

Page 9: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Page 10: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

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)

Page 11: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

(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

Page 12: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Computer Games

Page 13: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Body tracking

S

S1 S2

regression tree

Randomized forest (Shotton et al.)

based on simple depth difference tests at each node

Page 14: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Raw Kinect output: Color + Depth = RGBD

http://grouplab.cpsc.ucalgary.ca/cookbook/index.php/Technologies/Kinect

Page 15: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

3D Video with Kinect

Page 16: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys
Page 17: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Kinect-based 3D avatar scanning

CVPR 2014 demo (Medioni et al. USC)

Page 18: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Sense 3D Scanner

Page 19: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Home Scanning

(now Apple)

Page 20: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Tablet + Depth Sensor

Structure Sensor

Page 21: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Tablet + Depth Sensor

Low power (<1W) models for tablet and for PC

depth from 2 (or 1) cameras + (un)structured laser pattern

Page 22: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys
Page 23: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

ETH Zurich as Project Tango partner

Some of our contributions…

Page 24: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Today‘s mobile phones

Mobile phones are great for computational photography

• High-resolution digital camera

• Computing power (CPU+GPU+...)

• Additional sensors (accelerometers, gyroscopes, ...)

• Storage

Page 25: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

3D reconstruction services in the cloud

Catch http://www.arc3d.be/

Page 26: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys
Page 27: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys
Page 28: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Recording cultural heritage

Page 29: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

(Delaunoy et al. CVPR14)

Page 30: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

3D Scan and Print

Page 31: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

3D Portraits

Page 32: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

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 …)

Page 33: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Metaio’s ikea catalogue AR

captured with mobile app

Towards 3D capture + augmented reality

Microsoft HoloLens

Future?

Page 34: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

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

Page 36: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Navigation in space and time

Interactive Navigation of casually captured videos

Page 37: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

4D Video

Interactive viewer, more results & datasets available at: http://cvg.ethz.ch/research/unstructured-vbr/

Page 38: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

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)

Page 39: Mobile 3D Scanning and Applications - Deutsche Messe AGfiles.messe.de/abstracts/62032_CGC2015_ETH_Pollefeys.pdf · Mobile 3D Scanning and Applications . Prof. Dr. Marc Pollefeys

Thank you!