Brian Wandell – Professor, Stanford University
An introduction to vision science and its applications to imaging technologies. The course is designed specifically for students interested in various aspects of imaging technologies. The course consists of a series of lectures, seminar discussions, and laboratory tutorials. Lectures given by Professor Wandell will cover the basic tools used in digital imaging and image quality measurement; software simulations of digital imaging will be a significant component of the course; guests from industry will provide special seminars and give their perspectives on industry directions.
Content note: PSYCH 221 is available exclusively to Stanford students and Stanford affiliates. If you do not see links to play the content, please LOG IN.
Psych 221 Video Tutorials
Brian Wandell
(Stanford University)
Light Field Camera Simulation
Duration: 7m 56s
Date: October 5, 2015
Description:
Using ISET to simulate a light field camera.
Uses Andy Lin’s modified version of PBRT.
Some of the screen colors are not rendered accurately in the video, so don’t take that seriously.
Brian Wandell
(Stanford University)
Chromatic Aberration
Duration: 8m 06s
Date: Oct 2, 2015
Description:
Summary of human chromatic aberration. There are many ISET scripts that compute this, the largest, of the human aberrations.
Brian Wandell
(Stanford University)
Introduction to ISET
Description:
Examples of running snippets of ISET code to illustrate scenes, optical image, sensors, and the idea of image systems simulation.
Brian Wandell
(Stanford University)
Introduction to optics
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Date: 01/17/2013
Description:
Introduction to optics tutorial:
Preserving spatial information
Pinholes
Diffraction
Brian Wandell
(Stanford University)
Spectral Radiance Units
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Date: 01/08/2013
Description:
Spectral Radiance Units tutorial.
Brian Wandell
(Stanford University)
Measuring Radiance
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Date: 01/08/2013
Description:
Measuring Radiance
Brian Wandell
(Stanford University)
Linear Models
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Date: 01/08/2013
Description:
Linear Models
Brian Wandell
(Stanford University)
Spectral Irradiance
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Date: 01/08/2013
Description:
Spectral Irradiance
PSYCH 221 Lectures: FALL 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 16
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Date: November 29, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 15
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Date: November 17, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 14
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Date: November 15, 2016
Achin Bhowmik
(Intel)
PSY221 FA16: Lecture 13
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Date: November 10, 2016
Description:
· 3D sensing
o How to make machines/computers “see” the 3D world?
o 3D/Depth imaging technologies
o Intel RealSense Technology and developer kits
· Immersive visual displays
o Spatial light modulation technologies: LCD, OLED, …
o 3D display technologies
· Applications
o Autonomous and intelligent machines
o Virtual/augmented/mixed/merged reality devices
Achin Bhowmik
(Intel)
PSY221 FA16: Lecture 12
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Date: November 8, 2016
Description:
· 3D sensing
o How to make machines/computers “see” the 3D world?
o 3D/Depth imaging technologies
o Intel RealSense Technology and developer kits
· Immersive visual displays
o Spatial light modulation technologies: LCD, OLED, …
o 3D display technologies
· Applications
o Autonomous and intelligent machines
o Virtual/augmented/mixed/merged reality devices
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 11
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Date: November 3, 2016
Joyce Farrell
(Stanford University)
PSY221 FA16: Lecture 10
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Date: November 1, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 9
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Date: October 27, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 8
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Date: October 25, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 7
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Date: October 20, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 6
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Date: October 18, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 5
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Date: October 11, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 4
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Date: October 6, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 3
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Date: October 4, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 2
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Date: September 29, 2016
Further Information:
Due to a technical issue, the video for this lecture is not available.
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 1
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Date: September 27, 2016
PSYCH 221 Lectures (Winter 2013)
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 20 - Display Technology
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Date: 3/14/2013
Description:
Liquid Crystal Displays (LCD)
Plasma Display
Digital Light Projector (DLP)
Organic LED (OLED)
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 19 - Demosaicing Algorithms
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Date: 3/12/2013
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 18 - Color
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Date: 3/7/2013
Description:
JPEG Color
Hany Farid
(Dartmouth University)
PSYCH 221: Lecture 17 - From the sensor to the computer
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Date: 3/5/2013
Description:
What happens once the images are recorded?
Joyce Farrell
(Stanford University)
PSYCH 221: Lecture 16 - The Human Observer
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Date: 2/28/2013
Description:
Image quality evaluation and the human observer
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 15 - Compression Principles
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Date: 2/26/2013
Description:
Compression principles:
Human contrast sensitivity function (HCF)
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 14 - Chromaticity
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Date: 2/21/2013
Description:
Chromaticity: Geometry of chromaticity and applications
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 13 - Physiology and color matching
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Date: 02/19/2013
Description:
Physiology and color matching, color appearance, photometry, color matching functions
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 12 - Scotopic Color Matching
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Date: 2/14/2013
Description:
Scotopic (Rod) Color Matching
* Rhodopsin
* Rod color-matching
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 11 - Human color encoding and image system engineering
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Date: 2/12/2013
Description:
Human color encoding and image system engineering
* Retinal mosaic
* Wavelength encoding
* Color appearance
Joyce Farrell
(Stanford University)
PSYCH 221: Lecture 10 - Digital Camera Simulation
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Date: 2/7/2013
Description:
Simulating the complete imaging system to determine how device and algorithm properties influence image quality. An overview of the Image Systems Evaluation Toolbox (ISET).
Hany Farid
(Dartmouth University)
PSYCH 221: Lecture 9 - Image Forensics
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Date: 2/5/2013
Description:
Visiting professor, Hany Faird (Dartmouth) answers the question, “Given an image, how do you determine if it’s real or not?”
Brian Wandell
(Stanford University)
PSYCH 221: Lecture 08 - Imager Components
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Date: 01/31/2013
Description:
Imager Components
Brian Wandell
(Stanford University)
PSYCH221: Lecture 7
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Date: 01/29/2013
Description:
Sensor equations, pixel designs, noise sources, imager components
Brian Wandell
(Stanford University)
Adaptive optics and sensors
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Date: 1/22/2013
Description:
Adaptive optics, laser eye surgery, sensors architecture, sensor equations
Brian Wandell
(Stanford University)
Lecture 05: Chromatic Abberation
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Description:
Human chromatic aberration, adaptive optics, laser eye surgery
Brian Wandell
(Stanford University)
Linear Systems and Optics
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Date: 01/17/2013
Description:
Linear systems and optics review, images and Fourier series, human image formation, chromatic aberration
Brian Wandell
(Stanford University)
PSYCH221: Lecture 3
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Date: 01/15/2013
Description:
Depth of field, linear systems and optics (linespread, pointspread, modulation transfer function), human image formation
Further Information:
NOTE: DUE TO TECHNICAL DIFFICULTIES THIS VIDEO DOES NOT HAVE SOUND. WE APOLOGIZE FOR THE INCONVENIENCE.
PLEASE WATCH THIS LECTURE FROM A PREVIOUS QUARTER HERE.
Brian Wandell
(Stanford University)
PSYCH221: Lecture 2
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Date: 01/10/2013
Description:
Introduction to optics: pinhole, diffraction, Airy disc, Snell’s law, Lensmaker’s equation
Brian Wandell
(Stanford University)
PSYCH221: Lecture 1
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Date: 01/08/2013
Description:
Introduction and course mechanics
PSYCH 221 Lectures (Winter 2012)
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 16
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Date: November 29, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 15
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Date: November 17, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 14
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Date: November 15, 2016
Achin Bhowmik
(Intel)
PSY221 FA16: Lecture 13
Please LOG IN to view the video.
Date: November 10, 2016
Description:
· 3D sensing
o How to make machines/computers “see” the 3D world?
o 3D/Depth imaging technologies
o Intel RealSense Technology and developer kits
· Immersive visual displays
o Spatial light modulation technologies: LCD, OLED, …
o 3D display technologies
· Applications
o Autonomous and intelligent machines
o Virtual/augmented/mixed/merged reality devices
Achin Bhowmik
(Intel)
PSY221 FA16: Lecture 12
Please LOG IN to view the video.
Date: November 8, 2016
Description:
· 3D sensing
o How to make machines/computers “see” the 3D world?
o 3D/Depth imaging technologies
o Intel RealSense Technology and developer kits
· Immersive visual displays
o Spatial light modulation technologies: LCD, OLED, …
o 3D display technologies
· Applications
o Autonomous and intelligent machines
o Virtual/augmented/mixed/merged reality devices
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 11
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Date: November 3, 2016
Joyce Farrell
(Stanford University)
PSY221 FA16: Lecture 10
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Date: November 1, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 9
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Date: October 27, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 8
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Date: October 25, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 7
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Date: October 20, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 6
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Date: October 18, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 5
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Date: October 11, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 4
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Date: October 6, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 3
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Date: October 4, 2016
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 2
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Date: September 29, 2016
Further Information:
Due to a technical issue, the video for this lecture is not available.
Brian Wandell
(Stanford University)
PSY221 FA16: Lecture 1
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Date: September 27, 2016
Brian Wandell
(Stanford University)
Depth Of Field
Duration: 5m 29s
Date: October 5, 2015
Description:
Depth of field, circle of confusion, aperture size, image focal plane, diffraction
Brian Wandell
(Stanford University)
Adaptive Optics Human Eye
Duration: 12m 59s
Date: October 5, 2015
Brian Wandell
(Stanford University)
PSYCH221: Lecture 20
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Description:
Multiscale representations, display technologies: LCD, plasma, DLP, OLED
Brian Wandell
(Stanford University)
PSYCH221: Lecture 19
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Description:
Spatial vision demonstrations, image compression, JPEG
Joyce Farrell
(Stanford University)
PSYCH221: Lecture 18
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Description:
Image processing pipeline
Brian Wandell
(Stanford University)
PSYCH221: Lecture 17
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Description:
Spatial pattern vision, retina and the brain, visual masking, luminance peripheral field, alignment acuity
Brian Wandell
(Stanford University)
PSYCH221: Lecture 16
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Description:
Munsell color appearance, color and pattern, color matching with displays
Brian Wandell
(Stanford University)
PSYCH221: Lecture 15
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Date: 03/08/2012
Description:
Color metrics, opponent colors
Brian Wandell
(Stanford University)
PSYCH221: Lecture 14
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Description:
Illuminance, luminance, CIE XYZ and xy
Brian Wandell
(Stanford University)
PSYCH221: Lecture 13
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Description:
Physiology and color matching, color appearance, photometry, color matching functions
Further Information:
Brian Wandell
(Stanford University)
PSYCH221: Lecture 12
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Description:
Light and superposition, rod color matching, cone color matching, physiology and color matching
Brian Wandell
(Stanford University)
PSYCH221: Lecture 11
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Description:
Photoreceptor mosaic, light and superposition
Joyce Farrell
(Stanford University)
PSYCH221: Lecture 10
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Description:
Measuring image quality
Joyce Farrell
(Stanford University)
PSYCH221: Lecture 9
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Description:
ISET overview, class projects presentation
Brian Wandell
(Stanford University)
PSYCH221: Lecture 8
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Description:
Color architectures, high dynamic range photography, CCD
Brian Wandell
(Stanford University)
PSYCH221: Lecture 7
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Description:
Sensor equations, pixel designs, noise sources, imager components
Brian Wandell
(Stanford University)
PSYCH221: Lecture 6
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Description:
Adaptive optics, laser eye surgery, sensors architecture, sensor equations
Brian Wandell
(Stanford University)
PSYCH221: Lecture 5
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Description:
Human chromatic aberration, adaptive optics, laser eye surgery
Brian Wandell
(Stanford University)
PSYCH221: Lecture 4
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Description:
Linear systems and optics review, images and Fourier series, human image formation, chromatic aberration
Brian Wandell
(Stanford University)
PSYCH221: Lecture 3
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Description:
Depth of field, linear systems and optics (linespread, pointspread, modulation transfer function), human image formation
Brian Wandell
(Stanford University)
PSYCH221: Lecture 2
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Description:
Introduction to optics: pinhole, diffraction, Airy disc, Snell’s law, Lensmaker’s equation
Brian Wandell
(Stanford University)
PSYCH221: Lecture 1
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Description:
Introduction, course mechanics.