beyond one-dollar mouse: a battery-free device for 3d human-computer interaction via rfid tags...

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Mouse: A Battery- free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang Li,Yunhao Liu Tsinghua University,China IIT,USA

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Page 1: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

Beyond One-dollar Mouse: A Battery-free Device for 3D

Human-Computer Interaction via RFID Tags

Qiongzheng LinLei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang Li,Yunhao Liu

Tsinghua University,ChinaIIT,USA

Page 2: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

Outline

• Motivation

• System Design

• Evaluation and Implementation

• Conclusion

Page 3: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

Motivation

Page 4: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

1.1 Mouse

1968

1981

1982

1984

1996

2000

2003 …

In computing, a mouse is a pointing device that detects two-dimensional motion relative to a surface.

Page 5: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

1.2 3D Application

3D Human-Computer Interaction Devices

Page 6: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

1.3.1 Existing SystemsComputer vision based methods

Affected by Light

Page 7: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

1.3.2 Existing SystemsSensor based methods

Professional Equipment

Page 8: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

1.3.3 Existing SystemsWi-Fi based methods

Wi-Vi (Sigcomm’13)

Inverse synthetic aperture radar

(ISAR)

Left and right movement trend

E-eyes (MobiCom’14)Based on CSI

fingerprint

Tedious manual labor on

Fingerprint collection

Wiz (NSDI’15)

Based on distance measurement

FMCWProfessional Equipment

Body Level Action

Page 9: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

1.4 Objectives

Page 10: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

System Design

Page 11: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

2.1 System Architecture

Page 12: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

2.2 Definition of Ball State

S=

𝒪𝑥𝒪𝑦𝒪𝑧

Φ𝑧

Φx

Φ y

Problem: Tracking the Ball State

Page 13: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

2.3 Estimating Initial Ball State

𝜃=4𝜋

𝑑𝜆𝑚𝑜

𝑑2𝜋

Page 14: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

2.4 Tracing Ball StateΧ (t)=[𝒪 (t )Φ (t ) Δ𝒪 (t ) ΔΦ (t ) ]T

Page 15: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

2.5 Smoothing Ball State

Kalman Filter

• Compute

• Real-time, given data so far

Kalman Smoother

• Compute

• Post-processing, given all data

V.S.

Rauch-Tung-Striebel (RTS)

smoother

Page 16: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

Evaluation and Implementation

Page 17: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

3.1 System Implementation

We attach 12 tags on a cube and

embed the cube inside a plastic ball

We employ an ImpinJ Speedway

modelledR420 reader

We adopt Low Level Reader

Protocol (LLRP) tocommunicate with

the reader

We useLeapMotion to

capture the ground truth of Rotation

Page 18: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

3.2.1 Translation Accuracy

1.5cm

0.5cm

0.7cm

Page 19: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

3.2.2 Rotation Accuracy

1.8°

Page 20: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

3.3 Effect of Parameter

Page 21: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

3.3 Effect of Parameter

Page 22: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

3.3 Effect of Parameter

Page 23: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

3.3 Effect of Parameter

Page 24: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

Conclusion

Page 25: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

• We present an RFID-based device for human-computer interaction in 3D space

• Our key innovation is study on motion behaviors of a group of tags by using Extended Kalman Filter

• The implementation is based on purely COTS RFID products

Contributions

Page 26: Beyond One-dollar Mouse: A Battery-free Device for 3D Human-Computer Interaction via RFID Tags Qiongzheng Lin Lei Yang,Yuxin Sun,Tianci Liu,Xiang-Yang

Thank You!