Intelligent Imaging Lab
ECE 51300: Digital Cameras and Fourier Optics
Professor Stanley H. Chan, Purdue University, Fall 2025
Course Information
- Lecture: MWF 12:30pm - 1:20pm
- Room: WANG 2555
- Instructor: Professor Stanley H. Chan
- Email: stanchan@purdue.edu
- Office Hour: By email appointment.
Syllabus
Description
This course covers the basics of digital cameras. Part 1 includes camera design, image formation, and basic camera parameters such as depth of field, focal length, exposure, and autofocus. Part 2 covers the fundamentals of Fourier optics, including 2D Fourier analysis, scalar diffraction theory, Fresnel and Fraunhofer diffraction theory, lens models, and frequency analysis of optical systems. Part 3 covers digital image sensors, including CMOS pixels, photon shot noise, dark current, pixel non-uniformity, conversion gain, and analog-to-digital conversion.
Learning Objectives
- Familiarity with parameters of digital cameras.
- Understanding of the basic principles of Fourier optics.
- Understanding of the basic principles of digital image sensors.
Grading
- 20% Exam 1
- 20% Exam 2
- 20% Exam 3
- 20% Exam 4
- 20% Attendance
Exam Policy
- Closed book.
- One-page, single-sided cheat sheet allowed.
- “Standard” calculators allowed (no cell phones).
- Approved makeups (due to medical/conference emergency) are cumulative and given during final exam week.
Bonus Projects
- Up to 5 bonus points per exam for photo submissions aligning with class themes:
- Theme 1: Worlds within (Close-up tiny objects) Due 9/14
- Theme 2: Time-Stretched (Light/star trails, water) Due 10/9
- Theme 3: Focus of Focus (Depth of field effects) Due 11/6
- Theme 4: Dark Knight (Low-light/WDR photography) Due 12/11
- Photos must contain camera parameters (model, exposure, aperture, ISO) and must be taken locally (West Lafayette).
Lecture Videos & Materials
Week 1
- Lecture 1: Camera History (Aug 25, 2025)
- Lecture 2: Basics of a Camera (Aug 27, 2025)
- Lecture 3: Auto-Focus (Aug 29, 2025)
Week 2
- Labor Day (Sep 1, 2025) - No Class
- Lecture 4: Auto-Exposure (Sep 3, 2025)
- Lecture 5: 2D Fourier Analysis (Sep 5, 2025)
Week 3
- Lecture 6: 2D Linear Systems (Sep 8, 2025)
- Lecture 7: 2D Sampling Theory (Sep 10, 2025)
- Lecture 8: Maxwell’s Equation, Scalar Diffraction (Sep 12, 2025)
Week 4
- Exam 1 (Sep 15, 2025) - In-person
- Lecture 9: Helmholtz Equation (Sep 17, 2025)
- Lecture 10: Kirchoff Boundary Conditions (Sep 19, 2025)
Week 5
- Lecture 11: Rayleigh Sommerfeld Diffraction (Sep 22, 2025)
- Lecture 12: Huygen Fresnel Principle (Sep 24, 2025)
- Lecture 13: Fresnel and Fraunhofer Approximations (Sep 26, 2025)
Week 6
- Lecture 14: Angular Spectrum (Sep 29, 2025)
- Lecture 15: Thin Lens Model (Oct 1, 2025)
- Lecture 16: Lens Configurations and Analysis (Oct 3, 2025)
Week 7
- Lecture 17: Image Formation (Oct 6, 2025)
- Lecture 18: General Imaging System (Oct 8, 2025)
- Exam 2 (Oct 10, 2025) - In-person
Week 8
- October Break (Oct 13 & 15, 2025) - No Class
- Lecture 19: Frequency Analysis of Optical Systems (Oct 17, 2025)
Week 9
- Lecture 20: Aberrations (Oct 20, 2025)
- Lecture 21: Film and Photodiodes (Oct 22, 2025)
- Lecture 22: CCD and CMOS (Oct 24, 2025)
Week 10
- Lecture 23: Gaussian Distributions (Oct 27, 2025)
- Lecture 24: Poisson Distributions (Oct 29, 2025)
- Lecture 25: Shot Noise (Oct 31, 2025)
Week 11
- Lecture 26: Lux (Nov 3, 2025)
- Lecture 27: Bose-Einstein, Thermal, and KTC Noise (Nov 5, 2025)
- Exam 3 (Nov 7, 2025) - In-person
Week 12
- Lecture 28: Random Telegraph Noise (Nov 10, 2025)
- Lecture 29: Dark and Read Noise (Nov 12, 2025)
- Lecture 30: Conversion Gain (Nov 14, 2025)
Week 13
- Lecture 31: PRNU (Nov 17, 2025)
- Lecture 32: Overall CMOS Model (Nov 19, 2025)
- Lecture 33: Image Denoising (Nov 21, 2025)
Week 14
- Thanksgiving Break (Nov 24, 26, & 28, 2025) - No Class
Week 15
- Lecture 34: Image Demosaicking (Dec 1, 2025)
- Lecture 35: HDR Processing (Dec 3, 2025)
- Lecture 36: Quanta Image Sensor (Dec 5, 2025)
Week 16
- Lecture 37: Single Photon LiDAR (Dec 8, 2025)
- Lecture 38: Phase Retrieval (Dec 10, 2025)
- Exam 4 (Dec 12, 2025) - In-person