Mobile 3D Scanning and Applications - Deutsche Messe...

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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/

Transcript of Mobile 3D Scanning and Applications - Deutsche Messe...

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!