Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP...

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Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz Swiss Institute of Technology (EPFL) Faculty of Life Sciences Head of BIOIMAGING AND OPTICS – BIOP [email protected] Digital Imaging

Transcript of Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP...

Page 1: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Dr. Arne SeitzSwiss Institute of Technology (EPFL)

Faculty of Life Sciences Head of BIOIMAGING AND OPTICS – BIOP

[email protected]

Digital Imaging

Page 2: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Digital imagingOutlook

1600 1700 1800 1900 2000

Digital Camera(Kodak, 1975)

Page 3: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Human Eye

Page 4: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Human Eye

• Visual Pigments– Protein + Retinal

– 13 cis/trans Photoreaction (Isomerization)

– Signal transduction pathway• Amplification steps

• Hyperpolarization

• Stimulated cells release less Neurotransmitter

– System is noiseless

Page 5: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Digital imagingOutlook

Principle of digital imagingDifferent detection devices

– Photomultiplier– CCD Camera– etc.

Application in light microscopy– Do‘s and dont‘s– Pitfalls

Page 6: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

What is lightparticle/wave

• 1669 NewtonEmanations theory (particle)

• 1677 Huygenswave theory

• 1802 Younginterference

• 1871 Maxwellelectromagnetic light theory

• 1886 Hertzexperimental proof of Maxwells theory

Page 7: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

What is lightPhotoelectric effect

Albert EinsteinNobel price 1921

Experiments by Lennart 1902– Maximal energy of the photo

electrons is independent of the intensity of the light

– Slope is the same for different cathode materials

– Light can be described as particles called photons or light quants.

Detection of Photons

Page 8: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

What is lightparticle/wave

Light can be described as– Electromagnetic wave

Amplitude, Phase, wavelength, polarization

– Particle (Photons)

Photoelectric effect can be used to detect photons.

Page 9: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Analog ImagingPhotographic plate

Detection Principle– Ag+ is reduced to Ag0

(complex photochemical reaction)

– development = amplification =more Ag+ is reduced to Ag0

– Fixationremoval of Ag+ ions

– NegativeLight exposed=blacknot exposed=transparent

Page 10: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Analog ImagingPhotographic plate

Advantages– Easy to handle.– High spatial resolution,

e.g. Fuji Velvia 50: 100 lines/mm.Disadvantages

– Low quantum efficiencyca. 0.8 % for photons butalmost 100% for electrons.

– “slow”, i.e. time consuming– Irreversible– Poor linearity

Page 11: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Digital imagingOutlook

Principle of digital imagingDifferent detection devices

– Photomultiplier– Photodiode, CCD Camera– etc.

Application in light microscopy– Do‘s and don'ts– Pitfalls

Page 12: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Photomultiplier

Page 13: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Photomultiplier

Page 14: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

PhotomultiplierSummary

• Photons “produce” electrons which are multiplied by acceleration and detected afterwards.

• Gain (=multiplication factor) can be varied.• Large linear range.• Quantum efficiency of the photocathode up to 30% in

the visible range.• “no” spatial resolution, i.e. photomultipliers can only be

used as point (scanning) detectors

Page 15: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Digital imagingDefinition

• A digital image is a representation of a two-dimensional image using ones and zeros (binary). (Wikipedia)

• Analog = continuous values• Digital = discrete steps

1

0

01

01

1 10 01

1 110 0

11 01 11 1

Page 16: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Digital imagingDefinition

• Array of photosensitive elements• Signal is dependent on the number of detected

photons; ideally linearly dependent=high dynamic range

• Easy read-out procedure• Reusable• Appropriate size, comparable to an analogue film

Page 17: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CamerasPrinciple

E

conductor(metal)

Semi conductor Isolator

valenceband

conductionband

band gap

Page 18: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Semi conductor

E

CCD Cameras

Principle– Internal photoelectric

effect.

– Energy of the photon is used to transfer an electron from the valence band to the conduction band (semi conductors).

– Photodiodes

e- e- e- e-

e- e- e- e-p+ p+ p+ p+

Page 19: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD Architecture• Silicon based integrated

circuits• Dense matrix of

photodiodes• Electrons are stored in a

potential well• Electrons can be

transported across the chip (=read out)

Page 20: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CameraBlooming

Page 21: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CameraBlooming

Page 22: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CamerasBasic

Principle/Architecture

Types– Back illuminated, front illuminated

„Data“ Processing– Frame transfer, interline transfer, full frame

Page 23: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CameraQuantum Efficiency

Page 24: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD Architecture

Page 25: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD Architecture

1

0

01

01

1 10 01

1 110 0

11 01 11 111 0

1

0

01

01

1 10 01

1 110 0

1 11 111 0

1

0

01

01

1 10 01

1 110 0

1 11 111 0

1

0

01

01

1 10 01

1 110 0

1 11

Page 26: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD Architecture

Page 27: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD Architecture

Page 28: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Spectral Detection

• Complementary metal oxide semiconductor (CMOS)

• Unacceptable performance until 1990

• Advantages•Low power consumption•Single voltage power supply

Page 29: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Digital imagingOutlook

Principle of digital imagingDifferent detection devices

– Photomultiplier– Photodiode, CCD Camera– etc.

Application in light microscopy– Do‘s and don'ts– Pitfalls

Page 30: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Resolution/Pixel Size

Nyquist theorem

Undersampling/oversampling

Same areaLess pixels

Larger pixel size(in the image)

Less sampling frequency

Lateral resolution

NA61.0 λδ =R

Page 31: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

Objective(numerical aperture)

ResolutionLimit

(microns)

ProjectedSize on CCD

(microns)

Required PixelSize

(microns)

4x (0.20) 1.5 5.8 2.910x (0.45) 0.64 6.4 3.220x (0.75) 0.39 7.7 3.940x (0.85) 0.34 13.6 6.840x (1.30) 0.22 8.9 4.560x (0.95) 0.31 18.3 9.260x (1.40) 0.21 12.4 6.2

100x (0.90) 0.32 32.0 16.0100x (1.25) 0.23 23.0 11.5100x (1.40) 0.21 21.0 10.5

Resolution/Pixel Size

Page 32: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD cameraBinning

Binning:- increases effective pixel size-Decreases sampling frequency-Increases read-out speed

Page 33: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD cameraNoise/Background

Noise=signal fluctuation

background

Sources of noise:•Detector noise

•Dark noise•Read noise

•Photon noise (shot noise)2Re

22

2

22

adDarkCam

Sig

CamSigtot

NNN

PQEN

NNN

+=

∗=

+=

Page 34: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD cameraSignal to Noise Ratio

Photonflux: 104 photons/s Exposure time: 0.1 sSNR: ~ 5 for a typical CCD camera

Page 35: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD cameraSignal to Noise Ratio

Page 36: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD cameraNoise

Page 37: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CameraDynamic Range/Noise

Page 38: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CameraDynamic Range

Page 39: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CameraDynamic Range

Page 40: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

EM CCD

Page 41: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

EM CCD

Page 42: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

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Readout noiseCamera Relative

gainAbsolute gain

Absolute noise, e-

Relative noise, e-

Camera offset

0 1 6.3 6.3 200CCD 128 5 33.2 6.6 200

255 10 54.8 5.5 2000 1 30.2 30.2 460

EMCCD 128 15 64.8 4.3 460255 550 887.9 1.6 460

Absolute readout noise increase with gain

Relative readout noise:CCD - does not depend on gainEMCCD - decrease with gain

Page 43: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

44

SNR of CCD and EMCCD

Page 44: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

CCD CameraSummary

• Photons “elevate” electrons from the valence to the conduction band

• High Quantum efficiency

• Large linear range.

• Spatial resolution is influenced by the pixel size of the camera

• EM CCD cameras for “low light” applications

Page 45: Digital Imaging - BIOP -Homepagebiop.epfl.ch/pdf/DigitalImaging2010.pdf · Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010 BioImaging &Optics Platform Dr. Arne Seitz. Swiss

Dr. Arne Seitz PT-BIOP course, Digital Imaging, EPFL 2010

BioImaging &Optics Platform

More about digital imaging

1. Lecture Biomicroscopy I + II, Prof. Theo Lasser, EPFL

2. Interneta) http://micro.magnet.fsu.edub) b) Web sites of camera vendors, e.g.

• Hamamatsu• Rooper• Andor

•3. PT-BIOP•EPFL, SV-AI 0241, SV-AI 0140•http://biop.epfl.ch/