110 http://isa.epfl.ch/imoniteur_ISAP/ itffichecours.txt?path=EPFL.Etu.FicheCours.HeaderFR itffichecours.txt?path=EPFL.Etu.FicheCours.GlobalNav_js fr 2026 2054839157 6683147 2054839157 2305107546 2305107546 0 0 Humanites digitales DH !itffichecours.htm?ww_i_matiere=1888831981&ww_x_anneeAcad=2305107546&ww_i_section=2054839157&ww_i_niveau=6683147 1696552884 1696552963 2024-2025 COURSE BOOKLET CS-413 Computational photography Computational photography Lecturers Süsstrunk Sabine Language of teaching English Cursus Communication Systems - master program(2024-2025, SC - Master EPFL 2023)
Communication Systems - master program(2024-2025, SC - Master EPFL 2024)
Computer Science - Cybersecurity(2024-2025, IN-CS - Master 2023)
Computer Science - Cybersecurity(2024-2025, IN-CS - Master 2024)
Computer Science(2024-2025, IN - Master 2023)
Computer Science(2024-2025, IN - Master 2024)
Data Science(2024-2025, SC_DS - Master 2023)
Data Science(2024-2025, SC_DS - Master 2024)
Digital Humanities(2024-2025, DH - Master 2023)
Digital Humanities(2024-2025, DH - Master 2024)
Minor in Imaging(2024-2025, Mineur : Imaging 2024-25)
SemesterMand.OptionFilières
Ex
MA2, MA4x
MA2, MA4xF
 Credits 6 Session Summer Workload 180h Exam During the semester Number of positions Semester Spring Weeks 14 Hours 4 weekly
Courses 2 weekly
Project 2 weekly
Study planSemesterMand.OptionFilières
Cyber security 2024-25MA2x
Cyber security 2024-25MA4x
Data Science 2024-25MA2x
Data Science 2024-25MA4x
Humanités digitales 2024-25MA2x
Humanités digitales 2024-25MA4x
Informatique 2024-25MA2xF
Informatique 2024-25MA4xF
Mineur : Imaging 2024-25Ex
Systèmes de communication 2024-25MA2xF
Systèmes de communication 2024-25MA4xF
Cursus Sem. Type
Computer science MA2, MA4 Opt.
Cybersecurity MA2, MA4 Opt.
Data Science MA2, MA4 Opt.
Digital Humanities MA2, MA4 Opt.
Minor in Imaging E Opt.
SC master EPFL MA2, MA4 Opt.
Remark This course will be last given in spring 2025 Summary The students will gain the theoretical knowledge in computational photography, which allows recording and processing a richer visual experience than traditional digital imaging. They will also execute practical group projects to develop their own computational photography application. Content

Computational photography is the art, science, and engineering of creating a great (still or moving) image. Information is recorded in space, time, across visible and invisible radiation and from other sources, and then post-processed to produce the final - visually pleasing - result.

Basics: Human vision system, Light and illumination, Geometric optics, Color science, Sensors, Digital camera systems.

Generalized illumination: Structured light, High dynamic range (HDR) imaging, Time-of-flight.

Generalized optics: Coded Image Sensing, Coded aperture, Focal stacks.

Generalized sensing: Low light imaging, Depth imaging, Plenoptic imaging, Light field cameras.

Generalized processing: Super-resolution, In-painting, Compositing, Photomontages, Panoramas, HDR imaging, Multi-wavelength imaging, Dynamic imaging.

Generalized display: Stereoscopic displays, HDR displays, 3D displays, Mobile displays.

Deep Learning for image resoration and image enhancement.

 Keywords

Computational Photography, Coded Image Sensing, Non-classical image capture, Multi-Image & Sensor Fusion, Mobile Imaging, Machine Learning

 Learning Prerequisites Required courses
  • A basic Signal Processing, Image Processing, and/or Computer Vision course.
  • Linear Algebra.
 Recommended courses
  • Computer Vision.
  • Signal Processing
  • Machine Learning.
 Important concepts to start the course
  • Basic signal/image processing.
  • Basic computer vision.
  • Basic programming (Python, iOS, Android).
 Learning Outcomes By the end of the course, the student must be able to:
  • Identify the main components of a computational photography system.
  • Contextualise the main trends in computational optics, sensing, processing, and displays.
  • Create a computational photography application on a mobile platform.
  • Design a computational photography solution to solve a particular imaging task.
  • Assess / Evaluate hardware and software combinations for their imaging performance.
  • Formulate computational photography challenges that still need to be resolved.
  • Create a computational photography application.
 Transversal skills
  • Evaluate one's own performance in the team, receive and respond appropriately to feedback.
  • Continue to work through difficulties or initial failure to find optimal solutions.
 Teaching methods

The course consists of 2 hours of lectures per week that will cover the theoretical basics. An additional 2 hours per week are dedicated to a group project designing, developing, and programming a compuational photography application on a mobile plateform (iOS, Android).

 Expected student activities

The studens is expected to attend the class and actively participate in the practical group project, which requires coding on either Android or iOS plateform. The student is also required to read the assigned reading material (book chapters, scientific articles).

 Assessment methods

The theoretical part will be evaluated with an oral exam at the end of the semester, and the practical part based on the students' group projects

 Resources Bibliography
  • Selected book chapters
  • Course notes (on moodle)
  • Links to relevant scientific articles and on-line resources will be given on moodle.
 Moodle Link Informatique, 2024-2025, Master semestre 2 Computer Science, 2024-2025, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 2 MA2 ETE Master semester 2 MA2 Informatique IN Computer Science IN
Informatique IN Computer Science IN
F optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Informatique, 2024-2025, Master semestre 4 Computer Science, 2024-2025, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 4 MA4 ETE Master semester 4 MA4 Informatique IN Computer Science IN
Informatique IN Computer Science IN
F optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Data Science, 2024-2025, Master semestre 2 Data Science, 2024-2025, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 2 MA2 ETE Master semester 2 MA2 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Data Science, 2024-2025, Master semestre 4 Data Science, 2024-2025, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 4 MA4 ETE Master semester 4 MA4 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Humanités digitales, 2024-2025, Master semestre 2 Digital Humanities, 2024-2025, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 2 MA2 ETE Master semester 2 MA2 Humanités digitales DH Digital Humanities DH
Humanités digitales DH Digital Humanities DH
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Humanités digitales, 2024-2025, Master semestre 4 Digital Humanities, 2024-2025, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 4 MA4 ETE Master semester 4 MA4 Humanités digitales DH Digital Humanities DH
Humanités digitales DH Digital Humanities DH
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Informatique - Cybersecurity, 2024-2025, Master semestre 2 Computer Science - Cybersecurity, 2024-2025, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 2 MA2 ETE Master semester 2 MA2 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Informatique - Cybersecurity, 2024-2025, Master semestre 4 Computer Science - Cybersecurity, 2024-2025, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 4 MA4 ETE Master semester 4 MA4 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Systèmes de communication - master, 2024-2025, Master semestre 2 Communication Systems - master program, 2024-2025, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 2 MA2 ETE Master semester 2 MA2 Systèmes de communication - master SC_EPFL Communication Systems - master program SC_EPFL
Systèmes de communication SC Communication Systems SC
F optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Systèmes de communication - master, 2024-2025, Master semestre 4 Communication Systems - master program, 2024-2025, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 4 MA4 ETE Master semester 4 MA4 Systèmes de communication - master SC_EPFL Communication Systems - master program SC_EPFL
Systèmes de communication SC Communication Systems SC
F optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
Mineur en Imaging, 2024-2025, Semestre printemps Minor in Imaging, 2024-2025, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Semestre printemps E ETE Spring semester E Mineur en Imaging MIN_IMG Minor in Imaging MIN_IMG
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
2 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Süsstrunk Sabine 125681
Systèmes de communication SC Communication Systems SC
This course will be last given in spring 2025 1888831981 Computational photography Computational photography 6
Pendant le semestre During the semester Crédit Credits 6 Session été Session summer ETE ETE
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