2 basic imaging and radiometry

57
Basic Principles of Imaging and Lenses

Transcript of 2 basic imaging and radiometry

Page 1: 2 basic imaging and radiometry

Basic Principles of Imaging and Lenses

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Light

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LightLightPhotonsPhotons

ElectromagneticElectromagneticRadiationRadiation

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These three are the same…

• Light * pure energy

• Electromagnetic Waves* energy-carrying waves emitted by vibrating electrons

• Photons* particles of light

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EM Radiation Travels as a Wave

c = 3 x 108 m/s

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EM Radiation Carries Energy

• Quantum mechanics tells us that for photons E = hfwhere E is energy and h is Planck’s constant.

• But f = c/λ

• Putting these equations together, we see that

E = hc/λ

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Electromagnetic Wave VelocityElectromagnetic Wave Velocity

• The speed of light is the same for all seven forms of light.

• It is 300,000,000 meters per second or 186,000 miles per second.

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The Electromagnetic SpectrumThe Electromagnetic Spectrum

• Radio Waves - communication • Microwaves - used to cook• Infrared - “heat waves”

• Visible Light - detected by your eyes

• Ultraviolet - causes sunburns

• X-rays - penetrates tissue• Gamma Rays - most energetic

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EM Spectrum Relative Sizes

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The Visible SpectrumThe Visible Spectrum

Light waves extend in wavelength from about 400 to 700 nanometers.

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Transparent MaterialsTransparent Materials

Transparent - the term applied to materials through which light can pass in straight lines.

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Opaque MaterialsOpaque Materials

Opaque - the term applied to materials that absorb light.

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• Are clouds transparent or opaque to visible light?

– Answer: opaque

• Are clouds transparent or opaque to ultraviolet light?

– Answer: almost transparent

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Special Things About a Light Wave

• It does not need a medium through which to travel

• It travels with its highest velocity in a vacuum

• Its highest velocity is the speed of light, c, equal to 300,000 km/sec

• The frequency (or wavelength) of the wave determineswhether we call it radio, infrared, visible, ultraviolet, X-ray or gamma-ray.

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Camera Obscura, Gemma Frisius, 1558

1544A Brief History of Images

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http://www.acmi.net.au/AIC/CAMERA_OBSCURA.html (Russell Naughton)

Camera Obscura

"When images of illuminated objects ... penetrate through a small hole into a very dark room ... you will see [on the opposite wall] these objects in their proper form and color, reduced in size ... in a reversed position, owing to the intersection of the rays". Da Vinci

Slide credit: David Jacobs

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Lens Based Camera Obscura, 1568

15581568

A Brief History of Images

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http://brightbytes.com/cosite/collection2.html (Jack and Beverly Wilgus)

Jetty at Margate England, 1898.

Slide credit: David Jacobs

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Still Life, Louis Jaques Mande Daguerre, 1837

1558

1837

1568A Brief History of Images

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Abraham Lincoln?

1558

1840?

1568A Brief History of Images

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Silicon Image Detector, 1970

1558

1837

1568

1970

A Brief History of Images

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1558

1837

1568

1970

1995

A Brief History of Images

Digital Cameras

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1558

1837

1568

1970

1995

A Brief History of Images

Hasselblad HD2-39

2006

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Geometric Optics and Image Formation

TOPICS TO BE COVERED :

1) Pinhole and Perspective Projection

2) Image Formation using Lenses

3) Lens related issues

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Pinhole Cameras

• Pinhole camera - box with a small hole in it• Image is upside down, but not mirrored left-to-right• Question: Why does a mirror reverse left-to-right but not top-to-bottom?

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Pinhole and the Perspective Projection

(x,y)

screen scene

Is an image being formedon the screen?

YES! But, not a “clear” one.

image plane

effective focal length, f’optical axis

y

x

z

pinhole

),,( zyx=r

z

y

f

y

z

x

f

x =='

'

'

'

zf

rr ='

'

)',','(' fyx=r

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Magnification

image plane

f’optical axis

y

x

zPinhole

planar scene

A

B

A’

B’

d

d’

z

yy

f

yy

z

xx

f

xx

z

y

f

y

z

x

f

x

δδδδ +=++=+

==

'

''

'

''

'

'

'

'

From perspective projection: Magnification:

z

f

yx

yx

d

dm

'

)()(

)'()'('22

22

=+

+==

δδδδ

),,(

),,(

zyyxxB

zyxA

δδ ++

)','',''('

)',','('

fyyxxB

fyxA

δδ ++

2mArea

Area

scene

image =

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Properties of Projection

• Points project to points• Lines project to lines• Planes project to the whole or half image• Angles are not preserved• Degenerate cases

– Line through focal point projects to a point.– Plane through focal point projects to line

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Distant Objects are Smaller

Note that B’ and C’ labels should be switched.

Size is inversely proportional to distance.

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Parallel Lines Meet

Common to draw film planein front of the focal point.Moving the film plane merelyscales the image.

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Vanishing Points

• Each set of parallel lines meets at a different point

– The vanishing point for this direction

• Sets of parallel lines on the same plane lead to collinear vanishing points.

– The line is called the horizon for that plane

• Good ways to spot faked images– scale and perspective don’t work

– vanishing points behave badly– supermarket tabloids are a great

source.

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Model 0: Pinhole Projection

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The Equation of Pinhole Projection

• Cartesian coordinates:– We have, by similar triangles, that

(x, y, z) -> (f x/z, f y/z, f)

[multiply by f/z]

– Ignore the third coordinate, and get

(x,y,z)→(fxz,fyz)

3D object point 2D image point

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Model 1: Weak Perspective Projection

• Issue– Perspective effects, but not over

the scale of individual objects

– Collect points into a group at about the same depth, then divide each point by the depth of its group

– Advantage: EASY– Disadvantage: WRONG

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The Equation of Weak Perspective

),(),,( yxszyx →

• s is constant for all points.

• Parallel lines no longer converge, they remain parallel.

Slide credit: David Jacobs

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Model 2: Orthographic Projection

image plane

optical axis

y

x

z

),,( zyx=r

)',','(' fyx=r

zz∆

xmx =' ymy ='Magnification:

When m = 1, we have orthographic projection

This is possible only when zz ∆>>

In other words, the range of scene depths is assumed to be much smaller than the average scene depth.

But, how do we produce non-inverted images?

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Pros and Cons of These Models

• Weak perspective has simpler math.– Accurate when object is small and distant.– Most useful for recognition.

• Pinhole perspective much more accurate for scenes.– Used in structure from motion.

• When accuracy really matters, we must model the real camera– Use perspective projection with other calibration parameters (e.g., radial lens

distortion)

Slide credit: David Jacobs

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Problems with Pinholes

• Pinhole size (aperture) must be “very small” to obtain a clear image.

• However, as pinhole size is made smaller, less light is received by image plane.

• If pinhole is comparable to wavelength of incoming light, DIFFRACTION effects blur the image!

• Sharpest image is obtained when:

pinhole diameter

Example: If f’ = 50mm,

= 600nm (red),

d = 0.36mm

λ'2 fd =

λ

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The Reason for Lenses

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Image Formation using (Thin) Lenses

• Lenses are used to avoid problems with pinholes.

• Ideal Lens: Same projection as pinhole but gathers more light!

i o

foi

111 =+Gaussian Lens Formula:

• f is the focal length of the lens – determines the lens’s ability to bend (refract) light

• f different from the effective focal length f’ discussed before!

P

P’

f

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Focus and Defocus

foi

111 =+

Depth of Field: Range of object distances over which image is sufficiently well focused,i.e., range for which blur circle is less than the resolution of the imaging sensor.

d

aperturediameter

aperture

foi

1

'

1

'

1 =+Gaussian Law:

Blur Circle, b

)'()()'(

)'( oofo

f

fo

fii −

−−=−

Blur Circle Diameter : )'('

iii

db −=

i

'i

o

'o

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Problems with Lenses

Compound (Thick) Lens Vignetting

Chromatic Abberation Radial and Tangential Distortion

thickness

principal planes

nodal points

αα

1L2L3L B

A

more light from A than B !

RFBF GF

Lens has different refractive indicesfor different wavelengths.

image plane

ideal actual

ideal actual

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Spherical Aberration

Spherical lenses are the only easy shape to manufacture, but are not correct for perfect focus.

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Two Lens System

• Rule : Image formed by first lens is the object for the second lens.

• Main Rays : Ray passing through focus emerges parallel to optical axis. Ray through optical center passes un-deviated.

imageplane

lens 2 lens 1

object

intermediatevirtual image

1i

1o2i 2o2f 1f

finalimage

d

• Magnification: 1

1

2

2

o

i

o

im =

Exercises: What is the combined focal length of the system? What is the combined focal length if d = 0?

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Lens systems

• A good camera lens may contain 15 elements and cost a many thousand dollars

• The best modern lenses may contain aspherical elements

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Insect Eye

We make cameras that act “similar” to the human eye

Fly

Mosquito

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http://www.cas.vanderbilt.edu/bsci111b/eye/human-eye.jpg

Human Eye

• The eye has an iris like a camera

• Focusing is done by changing shape of lens

• Retina contains cones (mostly used) and rods (for low light)

• The fovea is small region of high resolution containing mostly cones

• Optic nerve: 1 million flexible fibers

Slide credit: David Jacobs

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Human Eye

• Rods– Intensity only

– Essentially night vision and peripheral vision only

– Since we are trying to fool the center of field of view of human eye (under well lit conditions) we ignore rods

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Human Eye

• Cones– Three types perceive different portions of the visible

light spectrum

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Human Eye

• Because there are only 3 types of cones in human eyes, we only need 3 stimulus values to fool the human eye

– Note: Chickens have 4 types of cones

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Human Eye vs. the Camera

• We make cameras that act “similar” to the human eye

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CCD Cameras

http://huizen.ddsw.nl/bewoners/maan/imaging/camera/ccd1.gif

Slide credit: David Jacobs