SlideShare a Scribd company logo
1 of 17
By: AASHISH BIRADAR
CONTENTS
• Introduction
• Working
• Applications
• Advantages
• Disadvantages
• Future Scope
• Conclusion
• References
2
Google Project Soli
INTRODUCTION
• Soli is one of the projects of Google ATAP.
• The project is headed by Ivan Poupyrev.
• Soli was announced at Google I/O 2015.
• Soli is a new gesture sensing technology for
human-computer interaction.
• Soli is millimetre-wave radar that can
detect micro motion of human hand.
3
Google Project Soli
Why Soli?
Electronics and Communication, SCE 2016-17 4
Google Project Soli
• Input is an essential and critical
component of interactive computer
systems.
• As the screen size of electronic devices
decreases, the difficulty in interaction
with devices increases.
• Soli provides wireless and touchless
interactions.
BLOCK DIAGRAM
5
Google Project Soli
WORKING
• Radar is an object-detection system that uses radio waves to determine the range, angle, or
velocity of objects.
• A modulated electromagnetic wave is emitted toward a moving target that scatters the transmitted
radiation, with some portion of energy redirected back toward the radar where it is intercepted by
the receiving antenna.
• The time delay, phase or frequency shift, and amplitude attenuation capture rich information
about the target’s properties, such as distance, velocity, size, shape, surface smoothness,
material and orientation.
6
Google Project Soli
SIMULATION OF WAVE RECOGNITION
7
Google Project Soli
HARDWARE ARCHITECTURE
8
Google Project Soli
SOLI N27516
9
Google Project Soli
• The Soli N27516 chip incorporates the
entire sensor and antenna array into an
ultra-compact 8mm x 10mm Silicon chip.
• It capture motions of fingers at a
phenomenal rate of 10,000 frames per
second.
• It can illuminate the hand with a broad 150
degree radar beam with pulses repeated at
very high frequency (1-10 kHz).
VIRTUAL TOOL GESTURES
10
Google Project Soli
Virtual Button Virtual Dial Virtual Slider Virtual Touch Screen
Instead of static shapes, the key to Soli interaction is motion, range and velocity, where the sensor
can accurately detect and track components of complex motions caused by a user hand moving and
gesturing within sensing field.
APPLICATIONS
• Smartdevices
• VR and AR Headsets
• IOT
• Gaming
• Music
• Medical Field
11
Google Project Soli
ADVANTAGES
• Replace all kinds of input buttons and sensing
technologies.
• Devices can be operated wirelessly.
• Allows to control devices with gestures.
• Very small in size.
• Low power consumption.
• Extremely fast and highly precise.
• Insensitive to the light, noise or atmospheric
conditions.
12
Google Project Soli
DISADVANTAGES
• It has a small radar range.
• Multiple gestures could not be possible.
• Gestures will be predefined.
• Expensive.
• Security Threat.
13
Google Project Soli
FUTURE SCOPE
14
Google Project Soli
• Project Soli is looking for developers
to evolve, test the technology and build
Soli applications.
• Presently Soli Development Kit is
available for limited Hardware and
Software developers.
CONCLUSION
One of the big problems with wearable devices right now is inputs -
there's no simple way to control these devices.
Therefore gestures can be used by individuals to carry out certain
functions with electronic devices such as Smartwatches, Smartphones
and Laptops.
15
Google Project Soli
REFERENCES
[1] Ivan Poupyrev, Jaime L., Nicholas Gillian, Patrick A., and others “Soli: Ubiquitous Gesture
Sensing with Millimeter Wave Radar.” In ACM Transactions and Graphics July 2016.
[2] Ivan Poupyrev, Saiwen Wang, Jie Song and others “Interacting with Soli: Exploring
Fine-Grained Dynamic Gesture Recognition in the Radio-Frequency Spectrum.”
In ACM Symposium on User Interface Software and Technology (UIST) October 2016.
[3] Ivan Poupyrev, Sato M., and C. Harrison “Enhancing touch interaction on humans, screens,
liquids and everyday objects.” In International conference on Computer-Human interaction
CHI 2012.
[4] Rekimoto J. “GestureWrist and GesturePad: unobtrusive wearable interaction devices.”
In IEEE International Symposium on Wearable Computers (ISWC) 2001.
16
Google Project Soli
THANK YOU
17
Google Project Soli

More Related Content

What's hot

Project soli technical seminar
Project soli technical seminarProject soli technical seminar
Project soli technical seminarRabindraRajSah
 
Gps tracking system
Gps tracking system Gps tracking system
Gps tracking system Sumit Kumar
 
All about WEARABLE TECHNOLOGY...By..GEORGE KURIAN POTTACKAL
All about WEARABLE TECHNOLOGY...By..GEORGE KURIAN POTTACKALAll about WEARABLE TECHNOLOGY...By..GEORGE KURIAN POTTACKAL
All about WEARABLE TECHNOLOGY...By..GEORGE KURIAN POTTACKALgeorgekurianpottackal
 
The sixth sense technology complete ppt
The sixth sense technology complete pptThe sixth sense technology complete ppt
The sixth sense technology complete pptatinav242
 
Wireless robot ppt
Wireless robot pptWireless robot ppt
Wireless robot pptVarun B P
 
Animatronics-ppt
 Animatronics-ppt Animatronics-ppt
Animatronics-pptRam B
 
Tongue Drive System
Tongue Drive SystemTongue Drive System
Tongue Drive SystemSangita
 
Technical Seminar Topic on Google glass
Technical Seminar Topic on Google glassTechnical Seminar Topic on Google glass
Technical Seminar Topic on Google glassRohit Agrawal
 
IoT in Transportation Sector
IoT in Transportation SectorIoT in Transportation Sector
IoT in Transportation SectorMd. Sohag Miah
 
Sixth sense-final-ppt
Sixth sense-final-pptSixth sense-final-ppt
Sixth sense-final-pptThedarkangel1
 
iMouse
iMouseiMouse
iMouseeeshak
 
Vehicle tracking and locking system based on GSM and GPS
Vehicle tracking and locking system based on GSM and GPSVehicle tracking and locking system based on GSM and GPS
Vehicle tracking and locking system based on GSM and GPSAshutha K
 
Google glass abstract
Google glass abstractGoogle glass abstract
Google glass abstractteza123
 
Sixth sense technology (2)
Sixth sense     technology (2)Sixth sense     technology (2)
Sixth sense technology (2)Manish Upadhyay
 

What's hot (20)

Project soli technical seminar
Project soli technical seminarProject soli technical seminar
Project soli technical seminar
 
Gps tracking system
Gps tracking system Gps tracking system
Gps tracking system
 
All about WEARABLE TECHNOLOGY...By..GEORGE KURIAN POTTACKAL
All about WEARABLE TECHNOLOGY...By..GEORGE KURIAN POTTACKALAll about WEARABLE TECHNOLOGY...By..GEORGE KURIAN POTTACKAL
All about WEARABLE TECHNOLOGY...By..GEORGE KURIAN POTTACKAL
 
google glass
google glassgoogle glass
google glass
 
The sixth sense technology complete ppt
The sixth sense technology complete pptThe sixth sense technology complete ppt
The sixth sense technology complete ppt
 
Wireless robot ppt
Wireless robot pptWireless robot ppt
Wireless robot ppt
 
Animatronics-ppt
 Animatronics-ppt Animatronics-ppt
Animatronics-ppt
 
Tongue Drive System
Tongue Drive SystemTongue Drive System
Tongue Drive System
 
Smartwatch ppt
Smartwatch pptSmartwatch ppt
Smartwatch ppt
 
Technical Seminar Topic on Google glass
Technical Seminar Topic on Google glassTechnical Seminar Topic on Google glass
Technical Seminar Topic on Google glass
 
IoT in Transportation Sector
IoT in Transportation SectorIoT in Transportation Sector
IoT in Transportation Sector
 
Sixth sense-final-ppt
Sixth sense-final-pptSixth sense-final-ppt
Sixth sense-final-ppt
 
iMouse
iMouseiMouse
iMouse
 
Vehicle tracking by gps gsm
Vehicle tracking by gps   gsm Vehicle tracking by gps   gsm
Vehicle tracking by gps gsm
 
Vehicle tracking and locking system based on GSM and GPS
Vehicle tracking and locking system based on GSM and GPSVehicle tracking and locking system based on GSM and GPS
Vehicle tracking and locking system based on GSM and GPS
 
final project ppt
final project pptfinal project ppt
final project ppt
 
Smart Helmet using IoT
Smart Helmet using IoTSmart Helmet using IoT
Smart Helmet using IoT
 
Google glass abstract
Google glass abstractGoogle glass abstract
Google glass abstract
 
Sixth sense technology (2)
Sixth sense     technology (2)Sixth sense     technology (2)
Sixth sense technology (2)
 
Google glass
Google glassGoogle glass
Google glass
 

Similar to Google Project Soli by Aashish Biradar

Similar to Google Project Soli by Aashish Biradar (20)

Project soli.pptx
Project soli.pptxProject soli.pptx
Project soli.pptx
 
SOLI
SOLISOLI
SOLI
 
Project soli ppt
Project soli pptProject soli ppt
Project soli ppt
 
Project soli
Project soliProject soli
Project soli
 
Google project soli
Google project soliGoogle project soli
Google project soli
 
Project soli:
Project soli:Project soli:
Project soli:
 
akash seminar ppt.pdf
akash seminar ppt.pdfakash seminar ppt.pdf
akash seminar ppt.pdf
 
Google Project Soli
Google Project SoliGoogle Project Soli
Google Project Soli
 
Gesture control
Gesture controlGesture control
Gesture control
 
Google glass
Google glassGoogle glass
Google glass
 
Project glass ppt
Project glass  pptProject glass  ppt
Project glass ppt
 
Project glass(Googleglass)
Project glass(Googleglass)Project glass(Googleglass)
Project glass(Googleglass)
 
Safecast feb 2015
Safecast feb 2015Safecast feb 2015
Safecast feb 2015
 
Project glass
Project glassProject glass
Project glass
 
Safecast feb 2015 csla
Safecast feb 2015 cslaSafecast feb 2015 csla
Safecast feb 2015 csla
 
Google Glass
Google GlassGoogle Glass
Google Glass
 
Project glass
Project glassProject glass
Project glass
 
Challenges and Opportunities of the IoT Data and Service Interoperability
Challenges and Opportunities of the IoT Data and Service InteroperabilityChallenges and Opportunities of the IoT Data and Service Interoperability
Challenges and Opportunities of the IoT Data and Service Interoperability
 
eye ring technology 1.pptx
eye ring technology 1.pptxeye ring technology 1.pptx
eye ring technology 1.pptx
 
google glass ppt
google glass pptgoogle glass ppt
google glass ppt
 

Recently uploaded

Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 

Recently uploaded (20)

Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 

Google Project Soli by Aashish Biradar

  • 2. CONTENTS • Introduction • Working • Applications • Advantages • Disadvantages • Future Scope • Conclusion • References 2 Google Project Soli
  • 3. INTRODUCTION • Soli is one of the projects of Google ATAP. • The project is headed by Ivan Poupyrev. • Soli was announced at Google I/O 2015. • Soli is a new gesture sensing technology for human-computer interaction. • Soli is millimetre-wave radar that can detect micro motion of human hand. 3 Google Project Soli
  • 4. Why Soli? Electronics and Communication, SCE 2016-17 4 Google Project Soli • Input is an essential and critical component of interactive computer systems. • As the screen size of electronic devices decreases, the difficulty in interaction with devices increases. • Soli provides wireless and touchless interactions.
  • 6. WORKING • Radar is an object-detection system that uses radio waves to determine the range, angle, or velocity of objects. • A modulated electromagnetic wave is emitted toward a moving target that scatters the transmitted radiation, with some portion of energy redirected back toward the radar where it is intercepted by the receiving antenna. • The time delay, phase or frequency shift, and amplitude attenuation capture rich information about the target’s properties, such as distance, velocity, size, shape, surface smoothness, material and orientation. 6 Google Project Soli
  • 7. SIMULATION OF WAVE RECOGNITION 7 Google Project Soli
  • 9. SOLI N27516 9 Google Project Soli • The Soli N27516 chip incorporates the entire sensor and antenna array into an ultra-compact 8mm x 10mm Silicon chip. • It capture motions of fingers at a phenomenal rate of 10,000 frames per second. • It can illuminate the hand with a broad 150 degree radar beam with pulses repeated at very high frequency (1-10 kHz).
  • 10. VIRTUAL TOOL GESTURES 10 Google Project Soli Virtual Button Virtual Dial Virtual Slider Virtual Touch Screen Instead of static shapes, the key to Soli interaction is motion, range and velocity, where the sensor can accurately detect and track components of complex motions caused by a user hand moving and gesturing within sensing field.
  • 11. APPLICATIONS • Smartdevices • VR and AR Headsets • IOT • Gaming • Music • Medical Field 11 Google Project Soli
  • 12. ADVANTAGES • Replace all kinds of input buttons and sensing technologies. • Devices can be operated wirelessly. • Allows to control devices with gestures. • Very small in size. • Low power consumption. • Extremely fast and highly precise. • Insensitive to the light, noise or atmospheric conditions. 12 Google Project Soli
  • 13. DISADVANTAGES • It has a small radar range. • Multiple gestures could not be possible. • Gestures will be predefined. • Expensive. • Security Threat. 13 Google Project Soli
  • 14. FUTURE SCOPE 14 Google Project Soli • Project Soli is looking for developers to evolve, test the technology and build Soli applications. • Presently Soli Development Kit is available for limited Hardware and Software developers.
  • 15. CONCLUSION One of the big problems with wearable devices right now is inputs - there's no simple way to control these devices. Therefore gestures can be used by individuals to carry out certain functions with electronic devices such as Smartwatches, Smartphones and Laptops. 15 Google Project Soli
  • 16. REFERENCES [1] Ivan Poupyrev, Jaime L., Nicholas Gillian, Patrick A., and others “Soli: Ubiquitous Gesture Sensing with Millimeter Wave Radar.” In ACM Transactions and Graphics July 2016. [2] Ivan Poupyrev, Saiwen Wang, Jie Song and others “Interacting with Soli: Exploring Fine-Grained Dynamic Gesture Recognition in the Radio-Frequency Spectrum.” In ACM Symposium on User Interface Software and Technology (UIST) October 2016. [3] Ivan Poupyrev, Sato M., and C. Harrison “Enhancing touch interaction on humans, screens, liquids and everyday objects.” In International conference on Computer-Human interaction CHI 2012. [4] Rekimoto J. “GestureWrist and GesturePad: unobtrusive wearable interaction devices.” In IEEE International Symposium on Wearable Computers (ISWC) 2001. 16 Google Project Soli