Robotic design: Frontiers in visual and tactile sensing
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Transcript of Robotic design: Frontiers in visual and tactile sensing
Robotic Design: Frontiers in Visual and Tactile Sensing
Thank You To Our Sponsors
q This webinar will be available afterwards at www.designworldonline.com & via email
q Q&A at the end of the presentation q Hashtag for this webinar: #DWwebinar
Before We Start
Moderator Presenters
Paul Heney Design World
Gerald Loeb Biomed Concepts
SynTouch
Goksel Dedeoglu PercepTonic
Robotic Design: Frontiers in Visual and Tactile Sensing
presented at the
December 4, 2014
Goksel Dedeoglu, Ph.D. Founder, PercepTonic, LLC
Robotics Then…
Moravec, 1980
SRI’s Shakey, 1967 The perception needs of robots have motivated much of the research in
Computer Vision over the past 50 years.
© PercepTonic, LLC
Moravec, 1980
SRI’s Shakey, 1967
thanks to 50 years of consumer electronics
Pelican Imaging
HTC M8
Subaru
XBOX Kinect
Robotics Today
Prox Dynamics
MAST
Brain Corp.
© PercepTonic, LLC
The Promise of Computer Vision Computer Vision has advanced from factory-floor
automation to real-world problem solving in unconstrained environments
Embedded Ever-Ready Everywhere
© PercepTonic, LLC
Computer Vision: Images In, Information Out LE
NS
• Size and shape • 3-‐‑D position & orientation • Identity, object class • Expression, gesture • Location • Motion • Illumination, weather, …
INFORMATION CAMERAS
Computer Vision algorithms analyze images to extract information about the world.
This enables machines that can perceive.
© PercepTonic, LLC
How Does a Robot “See”?
Contextual understanding: Who, What, Where? Real-time operation with visual feedback (do until …) Learning and adaptation
TeraDeep
OMRON
© PercepTonic, LLC
Tools That Help Robots “See” Vision algorithms customized for tracking, segmentation and recognition Power- and cost-optimized processors with expert partitioning between edge and cloud loads Sensors attuned to the particular needs of the computer vision task Intel
OmniVision
© PercepTonic, LLC
Case Study: 3D Depth Perception Example: Subaru’s EyeSight
© PercepTonic, LLC
How Stereo Vision Creates 3D Depth Perception
• Works by triangulation: the closer an object is, the greater its
parallax between the left-right views.
• Stereo is a passive depth sensing method. Active methods include structured light (Kinect) and Time-of-Flight sensors.
left image right image
+ disparity image (inverse depth)
stereo algorithm
output input
© PercepTonic, LLC
Application: Automotive Safety Obstacles detected via stereo depth Stereo Depth/Disparity output
Source: Texas Instruments for more information, see hap://goksel-‐‑dedeoglu.com/3d-‐‑stereo-‐‑vision.html
© PercepTonic, LLC
Challenges in Embedded Vision
Computer Vision has the potential to fuel the next wave of smart and affordable robots
but…
• The algorithms are pixel-intensive and computationally expensive
• The solutions are still evolving –new algorithms every year!
• The processors and sensors are really optimized for multimedia
© PercepTonic, LLC
Embedded Vision Architectures Our best guess for power-efficient vision computation is
heterogeneous and multi-core architectures.
• Mobile SoCs: Qualcomm Snapdragon, NVIDIA Tegra K1
• Established DSPs and FPGAs, Movidius’ Myriad
• Vision IP: CogniVue, videantis, CEVA, adapteva
• Early examples of fixed-function hardware for vision
• Power-efficient server design starting to adopt the same typical block diagram of modern SoCs
© PercepTonic, LLC
The Future of Computer Vision: Embedded, Ever-ready, and Everywhere From proof-‐‑of-‐‑concept prototypes to products
“PC World” unlimited CPU, GPU, …
“Embedded World” select processors & sensors
“Product World” finalized hardware
© PercepTonic, LLC
We Have Come a Long Way…
Moravec, 1980
SRI’s Shakey, 1967 Consumer Electronics is now driving significant investments in computer vision HW and SW,
helping the robotics vision wish-list come true.
© PercepTonic, LLC
References and Resources Case studies and tutorials at the PercepTonic web site
http://www.PercepTonic.com/case-studies.html
The Embedded Vision Alliance (2011-present) http://www.embedded-vision.com
http://embeddedvisionsummit.com
The IEEE Embedded Vision Workshops (2005-present) http://cvisioncentral.com/evw2014/
© PercepTonic, LLC
Thank You! slides will be available at
http://www.PercepTonic.com/slides/DesignWorld
© PercepTonic, LLC
The Future of Machine Touch®
Gerald E. Loeb, M.D., CEO
Touch is essential for dexterity and perception.
Simple tasks become impossible without it.
The Absence of Machine Touch
Precise Expensive Insensate
Rigid Dangerous
Soft
Sensitive Adaptive
• Works in unstructured environs
• Safe near humans
• Performs a variety of tasks
• Does not need retooling
Robots Doing Human Jobs Need Biomimetic Design
BioTac® Biomimetic Tactile Sensors Supple Fingertips
Multi-Modal Sensing
High Bandwidth
Durable
Field Repairable
Scalable
Live LabView GUI Demo
EPFL Lausanne Allegro Hand
Kuka Arm BioTacs
Dexterous Autonomous
Robots
The Today Show: Popular Mechanics Breakthrough Award
Contact Detection Reflex Enables Dexterous Use of a Myoelectric Prosthetic Hand
Blaine Matulevich, Vikram Pandit, Jeremy Fishel
Biomimetic Inhibitory Reflex for
Fragile Grasp
0 1 2 3 4 5 60
2
4
6
8
10
Preamplified Net EMG Signal (V)
Mot
or C
omm
and
(V)
ContactNo Contact
Performance
on cracker task Speed
Accuracy
error
Part Misalignment Failures
Contact Forces
Ejection
Displacement
Part Misalignment Failures
Contact Detection
Solution with Tactile Feedback
NumaTac® “airbags for robots”
Companies Want to Understand Consumer’s Haptic Perception of Their Products
Focus Groups and Sensory Advisory Panels are expensive, slow and prone to “noise”.
Product releases have $Billions at stake.
BioTac texture robot provides objective data about human
dimensions of product “feel”.
Bayesian Action&Perception: Representing the World in the Brain
G.E. Loeb and J.A. Fishel
Frontiers in Neuroscience
vol. 8 (October, 2014)
Tactile Sensing for Humans-in-the-Loop: Telerobots for Hazardous Environments
• Tactile sensing is essential in low visibility environments.
• Fast reflex responses are more useful than conscious perception.
• Government Applications for Dexterous Telerobots: Ø DOD – ordnance
Ø DARPA – drones
Ø NASA – space
Ø NOAA – underwater
Ø NRC – nuclear reactors
“The Sense of Touch”
Jusepe di Ribera
ca. 1615
Norton Simon Gallery, Pasadena, CA
The Standard in Machine Touch® www.SynTouchLLC.com
Willow Garage PR2 Allegro Hand Schunk Dexterous Hand Shadow Hand
HUBO Robot Robotiq Gripper Barrea Hand Kinova JACO Arm
Questions? Paul Heney Design World [email protected] Twitter: @DW_Editor
Goksel Dedeoglu PercepTonic [email protected] Phone: 214.356.4640
Gerald Loeb SynTouch/Biomed Concepts [email protected] Phone: 213.944.2283
Thank You q This webinar will be available at
designworldonline.com & email
q Tweet with hashtag #DWwebinar
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