110 http://isa.epfl.ch/imoniteur_ISAP/ itffichecours.txt?path=EPFL.Etu.FicheCours.HeaderFR itffichecours.txt?path=EPFL.Etu.FicheCours.GlobalNav_js fr 2026 2140832 2140832 2840683608 2840683608 1 0 Photonique (edoc) EDPO !itffichecours.htm?ww_i_matiere=3876753832&ww_x_anneeAcad=2840683608&ww_i_section=2140832&ww_i_niveau= 1696552884 1696552963 2025-2026 COURSE BOOKLET MICRO-421 Computational optical imaging Computational optical imaging Lecturers Psaltis Demetri Language of teaching English Cursus Electrical and Electronics Engineering(2025-2026, EL - Master 2024)
Electrical and Electronics Engineering(2025-2026, EL - Master 2025)
Life Sciences Engineering(2025-2026, SV - Master 2024)
Life Sciences Engineering(2025-2026, SV - Master 2025)
Mechanical Engineering(2025-2026, GM - Master 2024)
Mechanical Engineering(2025-2026, GM - Master 2025)
Microengineering minor(2025-2026, Mineur : Microtechnique 2025-26)
Microengineering(2025-2026, MT - Master 2024)
Microengineering(2025-2026, MT - Master 2025)
Minor in Imaging(2025-2026, Mineur : Imaging 2025-26)
Photonics (edoc)(2025-2026, EDPO 2025-26)
Photonics minor(2025-2026, Photonics 2025-26)
SemesterMand.OptionFilières
x
Ex
MA2, MA4x
MA2, MA4xA
 Credits 4 Withdrawal Unauthorized It is not allowed to withdraw from this subject after the registration deadline. Session Summer Workload 120h Exam During the semester Number of positions Il n'est pas autorisé de se retirer de cette matière après le délai d'inscription. Semester Spring Weeks 14 Hours 4 weekly
Courses 3 weekly
Exercises 1 weekly
Study planSemesterMand.OptionFilières
EDPO - Photonics 2025-26x
Génie mécanique 2025-26MA2x
Génie mécanique 2025-26MA4x
Génie électrique et électronique 2025-26MA2x
Génie électrique et électronique 2025-26MA4x
Ingénierie des sciences du vivant 2025-26MA2x
Ingénierie des sciences du vivant 2025-26MA4x
Microtechnique 2025-26MA2xA
Microtechnique 2025-26MA4xA
Mineur : Imaging 2025-26Ex
Mineur : Microtechnique 2025-26Ex
Minor : Photonics 2025-26Ex
Cursus Sem. Type
Electrical and Electronical Engineering MA2, MA4 Opt.
Life Sciences Engineering MA2, MA4 Opt.
Mechanical engineering MA2, MA4 Opt.
Microengineering minor E Opt.
Microtechnics MA2, MA4 Opt.
Minor in Imaging E Opt.
Photonics minor E Opt.
Photonics Opt.
Summary Modern imaging systems combine traditional optical devices (lenses, endoscopes, cameras, laser scanners, etc) with digital computers. In this course we learn how to use computational tools to simulate the optical system and combine them with neural networks that process the optical images Content

1. Optical wave propagation

  • mIngenierie Optique or any Bachelor level optics courseFree space propagation
  • Beam propagation method
  • Thin transparencies-Lenses and gratings
  • Imaging
  • Digital Holography
  • Computer Generated Holograms

2. Multi-layer networks

3. Microscopy

  • DNN - Unet superresolution
  • DNN - Unet digital staining
  • DNN - Phase from Intensity

4. Scattering media

  • Phase conjugation
  • Matrix method
  • DNN for focusing and imaging through MMFs
  • Ptychography

5. Inverse scattering

  • Optical diffraction tomography
  • Inverst scattering-MaxwellNet
 Keywords

Optical imaging, optical instruments, optical design, performance analyis, aberrations, resolution and contrast, microscopy

 

 Learning Prerequisites Required courses

"MICRO-321 Ingenierie Optique" or any Bachelor level optics course

 Recommended courses

 

"MICRO-321 Ingenierie Optique" or any Bachelor level optics course

 

 

 Important concepts to start the course

Matrix calculations, Fourier transformation, Electromagnetic waves, refraction and reflection, polarization, signal filtering, basics of geometrical optics

 Learning Outcomes By the end of the course, the student must be able to:
  • Sketch optical systems
  • Estimate performance of optical systems
  • Analyze imaging systems and the image quality
  • Compute Digital twin
 Transversal skills
  • Set objectives and design an action plan to reach those objectives.
  • Communicate effectively with professionals from other disciplines.
  • Continue to work through difficulties or initial failure to find optimal solutions.
 Teaching methods

Lecturing with exercises

 Expected student activities

 

 

 Assessment methods

During semester evaluation with weekly graded in class esxercise and also a final written exam in the last day of class.

 Supervision Office hours No Assistant.e.s Yes Forum Yes Others Possible to take dates Resources Virtual desktop infrastructure (VDI) No Bibliography

B.A. Saleh and M.C. Teich, Fundamental of photonics (2007)

J.W. Goodman, Introduction to Fourier optics (1996)

 Ressources en bibliothèque
  • Find the references at the Libraryhttps://slsp-epfl.primo.exlibrisgroup.com/discovery/search?query=course_code,contains,%22MICRO-421%202025-2026%22&tab=41SLSP_EPF_MyInst_and_CI&search_scope=MyInst_and_CI&vid=41SLSP_EPF:prod
 Notes/Handbook

Course material and slides covering geometrical and matrix optics, Fourier optics, microscopy are published on Moodle

 Moodle Link Microtechnique, 2025-2026, Master semestre 2 Microengineering, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Microtechnique MT Microengineering MT
Microtechnique MT Microengineering MT
A optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Microtechnique, 2025-2026, Master semestre 4 Microengineering, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Microtechnique MT Microengineering MT
Microtechnique MT Microengineering MT
A optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Génie mécanique, 2025-2026, Master semestre 2 Mechanical Engineering, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Génie mécanique GM Mechanical Engineering GM
Génie mécanique GM Mechanical Engineering GM
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Génie mécanique, 2025-2026, Master semestre 4 Mechanical Engineering, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Génie mécanique GM Mechanical Engineering GM
Génie mécanique GM Mechanical Engineering GM
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Génie électrique et électronique, 2025-2026, Master semestre 2 Electrical and Electronics Engineering, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Génie électrique et électronique EL Electrical and Electronics Engineering EL
Génie électrique et électronique EL Electrical and Electronics Engineering EL
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Génie électrique et électronique, 2025-2026, Master semestre 4 Electrical and Electronics Engineering, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Génie électrique et électronique EL Electrical and Electronics Engineering EL
Génie électrique et électronique EL Electrical and Electronics Engineering EL
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Ingénierie des sciences du vivant, 2025-2026, Master semestre 2 Life Sciences Engineering, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Ingénierie des sciences du vivant, 2025-2026, Master semestre 4 Life Sciences Engineering, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Ingénierie des sciences du vivant SV Life Sciences Engineering SV
Ingénierie des sciences du vivant SV Life Sciences Engineering SV
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Mineur en Imaging, 2025-2026, Semestre printemps Minor in Imaging, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Mineur en Imaging MIN_IMG Minor in Imaging MIN_IMG
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Mineur en Microtechnique, 2025-2026, Semestre printemps Microengineering minor, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Mineur en Microtechnique MIN_MT Microengineering minor MIN_MT
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Photonics minor, 2025-2026, Semestre printemps Photonics minor, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Photonics minor MIN_PHOTONICS Photonics minor MIN_PHOTONICS
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
Photonique (edoc), 2025-2026 Photonics (edoc), 2025-2026 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Photonique (edoc) EDPO Photonics (edoc) EDPO
optionnel optional
3 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Psaltis Demetri 174684
Génie électrique et électronique EL Electrical and Electronics Engineering EL
3876753832 Computational optical imaging Computational optical imaging 4
Pendant le semestre During the semester Crédit Credits 4 Session été Session summer ETE ETE
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FO_fin HTML_debut &#913; HTML_fin JS_debut \x26#913; JS_fin CODE56075186 BOOLEAN_Symbol 1 BaliseJS_debut \x5bBETA\x5d BaliseJS_fin Balise_debut [BETA] Balise_fin FO_debut [inline]=&#914; FO_fin HTML_debut &#914; HTML_fin JS_debut \x26#914; JS_fin BALISE_SYMBOL BOOLEAN_Symbol BaliseJS_debut \x5bsymbol\x5d BaliseJS_fin \x5b\x2fsymbol\x5d Balise_debut [symbol] Balise_fin [/symbol] FO_debut font-family=Symbol FO_fin font-family= HTML_debut <font style="font-family:Symbol;"> HTML_fin </font> JS_debut \x3cfont style="font-family:Symbol;"\x3e JS_fin \x3c\x2ffont\x3e CODE56072935 BOOLEAN_Symbol 1 BaliseJS_debut \x5bmu\x5d BaliseJS_fin Balise_debut [mu] Balise_fin FO_debut [inline]=&#956; FO_fin HTML_debut &#956; HTML_fin JS_debut \x26#956; JS_fin CODE56073842 BOOLEAN_Symbol 1 BaliseJS_debut \x5bsigma\x5d BaliseJS_fin Balise_debut [sigma] Balise_fin FO_debut [inline]=&#963; FO_fin HTML_debut &#963; HTML_fin JS_debut \x26#963; JS_fin CODE68199232 BOOLEAN_Symbol 1 BaliseJS_debut \x5bphi\x5d BaliseJS_fin Balise_debut [phi] Balise_fin FO_debut [inline]=&#966; FO_fin HTML_debut &#966; HTML_fin JS_debut \x26#966; JS_fin CODE68199285 BOOLEAN_Symbol 1 BaliseJS_debut \x5bPHI\x5d BaliseJS_fin Balise_debut [PHI] Balise_fin FO_debut [inline]=&#934; FO_fin HTML_debut &#934; HTML_fin JS_debut \x26#934; JS_fin CODE68199991 BOOLEAN_Symbol 1 BaliseJS_debut \x5bgamma\x5d BaliseJS_fin Balise_debut [gamma] Balise_fin FO_debut [inline]=&#947; FO_fin HTML_debut &#947; HTML_fin JS_debut \x26#947; JS_fin CODE68200031 BOOLEAN_Symbol 1 BaliseJS_debut \x5bGAMMA\x5d BaliseJS_fin Balise_debut [GAMMA] Balise_fin FO_debut [inline]=&#915; FO_fin HTML_debut &#915; HTML_fin JS_debut \x26#915; JS_fin CODE68200077 BOOLEAN_Symbol 1 BaliseJS_debut \x5bomega\x5d BaliseJS_fin Balise_debut [omega] Balise_fin FO_debut [inline]=&#969; FO_fin HTML_debut &#969; HTML_fin JS_debut \x26#969; JS_fin CODE68200150 BOOLEAN_Symbol 1 BaliseJS_debut \x5bOMEGA\x5d BaliseJS_fin Balise_debut [OMEGA] Balise_fin FO_debut [inline]=&#937; FO_fin HTML_debut &#937; HTML_fin JS_debut \x26#937; JS_fin CODE72092691 BOOLEAN_Symbol BaliseJS_debut \x5beta\x5d BaliseJS_fin Balise_debut [eta] Balise_fin FO_debut [inline]=&#951; FO_fin HTML_debut &#951; HTML_fin JS_debut \x26#951; JS_fin CODE72092805 BOOLEAN_Symbol BaliseJS_debut \x5bETA\x5d BaliseJS_fin Balise_debut [ETA] Balise_fin FO_debut [inline]=&#919; FO_fin HTML_debut &#919; HTML_fin JS_debut \x26#919; JS_fin BALISE_SOULIGNER BOOLEAN_Symbol BaliseJS_debut \x5bu\x5d BaliseJS_fin \x5b\x2fu\x5d Balise_debut [u] Balise_fin [/u] FO_debut text-decoration=underline FO_fin text-decoration=none HTML_debut <u> HTML_fin </u> JS_debut \x3cu\x3e JS_fin \x3c\x2fu\x3e CODE72092388 BOOLEAN_Symbol BaliseJS_debut \x5bpsi\x5d BaliseJS_fin Balise_debut [psi] Balise_fin FO_debut [inline]=&#968; FO_fin HTML_debut &#968; HTML_fin JS_debut \x26#968; JS_fin CODE72092541 BOOLEAN_Symbol BaliseJS_debut \x5bPSI\x5d BaliseJS_fin Balise_debut [PSI] Balise_fin FO_debut [inline]=&#936; FO_fin HTML_debut &#936; HTML_fin JS_debut \x26#936; JS_fin CODE140502511 BOOLEAN_Symbol 1 BaliseJS_debut \x5brho\x5d BaliseJS_fin Balise_debut [rho] Balise_fin FO_debut [inline]=&#961; FO_fin HTML_debut &#961; HTML_fin JS_debut \x26#961; JS_fin CODE140504636 BOOLEAN_Symbol 1 BaliseJS_debut \x5bRHO\x5d BaliseJS_fin Balise_debut [RHO] Balise_fin FO_debut [inline]=&#929; FO_fin HTML_debut &#929; HTML_fin JS_debut \x26#929; JS_fin CODE148292791 BOOLEAN_Symbol BaliseJS_debut \x5bepsilon\x5d BaliseJS_fin Balise_debut [epsilon] Balise_fin FO_debut [inline]=&#949; FO_fin HTML_debut &#949; HTML_fin JS_debut \x26#949; JS_fin CODE169976220 BOOLEAN_Symbol BaliseJS_debut \x5blig\x5d BaliseJS_fin Balise_debut [lig] Balise_fin FO_debut [inline]=&#x203A;&#160;&#160; FO_fin HTML_debut &#x203A;&#160;&#160; HTML_fin JS_debut \x26#x203A;\x26#160;\x26#160; JS_fin CODE148292899 BOOLEAN_Symbol BaliseJS_debut \x5bEPSILON\x5d BaliseJS_fin Balise_debut [EPSILON] Balise_fin FO_debut [inline]=&#917; FO_fin HTML_debut &#917; HTML_fin JS_debut \x26#917; JS_fin BALISETXT_SAUT BOOLEAN_Symbol BaliseJS_debut \x5bbr\x2f\x5d BaliseJS_fin Balise_debut [br/] Balise_fin FO_debut FO_fin HTML_debut <br/> HTML_fin JS_debut \x3cbr\x2f\x3e JS_fin 3876753832 Computational optical imaging Computational optical imaging anglais Psaltis Demetri 174684 2140832