comp 150: developmental robotics · in 1966, marvin minsky at mit asked his undergraduate student...
TRANSCRIPT
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COMP 150: Developmental Robotics
Instructor: Jivko Sinapovwww.cs.tufts.edu/~jsinapov
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This Week
● Theories of Vision– Computer Vision
– Human Vision
● Project Breakouts
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Annoucements
● New reading assignment
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Thanks for the feedback!
● Overall you seemed happy● Many wished for more hands-on work with the
robots● “the 2 cool robot kids in the back”
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What is an image?
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A grayscale image
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An RGB image
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How did computer vision start?
In 1966, Marvin Minsky at MIT asked his undergraduate student Gerald Jay Sussman to “spend the summer linking a camera to acomputer and getting the computer to describe what it saw”. We now know that the problem is slightly more difficult than that!
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Computer vision vs human vision
What we see What a computer sees
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Intensity Levels
• 2• 32• 64• 128• 256 (8 bits)• 512• …• 4096 (12 bits)
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Intensity Levels
• 2• 32• 64• 128• 256 (8 bits)• 512• …• 4096 (12 bits)
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Image Plane v.s. Image Array
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 1]
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Point Operations
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 1]
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Local Operations
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 1]
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Global Operations
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 1]
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Thresholding an Image
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 1]
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Dark Image on a Light Background
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 2]
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Selecting a range of intensity values
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 2]
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Generalized Thresholding
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 2]
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Thresholding Example (1)
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 2]
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Thresholding Example (2)
Original grayscale Image
[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 2]
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[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 2]
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[Jain, Kasturi, and Schunck (1995). Machine Vision, Ch. 2]
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Color
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The RGB Color Space
[http://www.arcsoft.com/images/topics/darkroom/what-is-color-space-RGB.jpg]
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The RGB Color Space
https://upload.wikimedia.org/wikipedia/commons/thumb/1/11/RGBCube_b.svg/2000px-RGBCube_b.svg.png
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3D Scatter Plot for a patch of skin
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The HSV Color Space
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Color Detection and Segmentation
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Discussion: how may we achieve this?
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Example Hand Tracking using Color
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Motion
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What is this?
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What is this?
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Bobick, Aaron F. "Movement, activity and action: the role of knowledge in the perception of motion." Philosophical Transactions of the Royal Society of London B: Biological Sciences 352.1358 (1997): 1257-1265.
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Motion Energy Image (MEI)
[http://www.cse.ohio-state.edu/~jwdavis/CVL/Research/MHI/mhi.html]
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Average MEI for various viewing angles
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Motion History Image (MHI)
[http://www.cse.ohio-state.edu/~jwdavis/CVL/Research/MHI/mhi.html]
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Definitions
● Image Sequence
● Binary Images
indicating regions of motion
● Binary Motion Energy Image
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Motion Energy
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Motion History
The result: more recently moving pixels appear brighter
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[http://www.cse.ohio-state.edu/~jwdavis/CVL/Research/MHI/mhi.html]
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Motion templates for finishing LEFT-ARM-RAISE and FAN-UP-ARMS.
[http://www.cse.ohio-state.edu/~jwdavis/CVL/Research/VirtualAerobics/aerobics.html]
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Aerobics Dataset
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Video
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A. Bobick, S. Intille, J. Davis, F. Baird, C. Pinhanez, L. Campbell, Y. Ivanov, A.
Schutte, and A. Wilson (1999)
``The Kidsroom: A Perceptually-Based Interactive and Immersive Story
Environment"
Presence: Teleoperators and Virtual Environments, Vol. 8, No. 4, 1999, pp.
367-391.
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The Kid’s Room
[Bobick et al. 1996]
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The Blue Monster
[http://vismod.media.mit.edu/vismod/demos/kidsroom/kidsroom.html]
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The Technology
[http://vismod.media.mit.edu/vismod/demos/kidsroom/kidsroom.html]
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Motion History Templates
Making a ‘Y’ Flapping Spinning
[http://vismod.media.mit.edu/vismod/demos/kidsroom/kidsroom.html]
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Detecting the Bed
[http://vismod.media.mit.edu/vismod/demos/kidsroom/kidsroom.html]
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Man Overboard Detector
[http://vismod.media.mit.edu/vismod/demos/kidsroom/kidsroom.html]
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C++ Computer Vision Libraries
● OpenCV:– http://wiki.ros.org/vision_opencv
– http://wiki.ros.org/cv_bridge/Tutorials
– http://docs.opencv.org/2.4/doc/tutorials/tutorials.html
● Point Cloud Library:– http://pointclouds.org/
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Project Breakout
● Identify your next steps…● Identify and find the tools that you need
– e.g., simulators, open-source libraries, datasets, etc.
● Break up the problem into parts so that you can work on them in parallel
● Design your pipeline – what goes in and what goes out and what happens in between
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