Quantitative imaging for engineers
Summary
This course will arm students with knowledge of different imaging techniques for practical measurements in many different fields of engineering. Modalities will range from drone imaging all the way down to x-ray microscopy with practical sessions
Content
This course will be given by Edward Andò (and possibly others) from the Center for Imaging over 14 weeks.
This course is essentially the same as CIVIL-510 but is now in the MICRO section.
The material covered will be roughly as follows:
- Introductory lecture: Images and measurements
- Image acquisition basics: sensors and optics
- Image quality basics: noise, blur, contrast
- Practical session 1: Microscope characterisation
- Object detection and characterisation
- Depth measurement: structured light, time of flight
- Practical Session 2: Building a 21st centry sandbox, projecting height map onto sand
- Practical Session 3: Drone flight to scan building on EPFL campus
- (x-ray) Tomography: acquiring and analysing 3D volume images
- Practical session 3: 3D evaluation of a concrete specimen on PIXE
- Advanced image analysis: tracking movement with image correlation
- Crack detection and characterisation
This will finish with a written, short-answer, exam
Keywords
- quantitative imaging
- image analysis
- drone imaging
- photography
- microscopy
- x-ray tomography
Learning Prerequisites
Required courses
- Physique générale : mécanique (PHYS-101) -- or equivalent
- Analyse I (MATH-111) -- or equivalent
- Géométrie (MATH-123(b)) -- or equivalent
- Algèbre linéaire (MATH-111) -- or equivalent
Important concepts to start the course
Matrix manipulation
Gaussian/Normal distributions
3D geometry
Learning Outcomes
By the end of the course, the student must be able to:
- Analyze an image-based measurement system
- Interpret quantitative image-based measurements
- Propose suitable image-based measurement tool for different practical problems
- Quantify measurement errors and their source
Transversal skills
- Use both general and domain specific IT resources and tools
- Access and evaluate appropriate sources of information.
- Collect data.
Teaching methods
The course is built around a number of lectures that will indroduce concepts related to quantitative imaging, which is the idea of using images (photography, microscopy, x-ray imaging, hyperspectral imaging) in order to make a precise measurement (of dimensions, deformations, structure).
There will be practical exercise classes, using examples from civil, mechanical and possibly even biomedical engineering, to cement the knowledge gained during the course.
Expected student activities
Attendance and active participation at lectures/excercise sessions
Attendance and active participation in practical sessions
Assessment methods
The final mark will be given based on a single final exam in week 14, which will be written and closed-book.
This exam will have no numerical questions, and instead be composed of numerous questions with short answers, which someone understanding the main points of the course should have no problem in passing
In the programs
- Semester: Fall
- Exam form: During the semester (winter session)
- Subject examined: Quantitative imaging for engineers
- Courses: 2 Hour(s) per week x 14 weeks
- Exercises: 1 Hour(s) per week x 14 weeks
- Type: optional
- Semester: Fall
- Exam form: During the semester (winter session)
- Subject examined: Quantitative imaging for engineers
- Courses: 2 Hour(s) per week x 14 weeks
- Exercises: 1 Hour(s) per week x 14 weeks
- Type: optional
- Semester: Fall
- Exam form: During the semester (winter session)
- Subject examined: Quantitative imaging for engineers
- Courses: 2 Hour(s) per week x 14 weeks
- Exercises: 1 Hour(s) per week x 14 weeks
- Type: optional
- Semester: Fall
- Exam form: During the semester (winter session)
- Subject examined: Quantitative imaging for engineers
- Courses: 2 Hour(s) per week x 14 weeks
- Exercises: 1 Hour(s) per week x 14 weeks
- Type: optional
- Semester: Fall
- Exam form: During the semester (winter session)
- Subject examined: Quantitative imaging for engineers
- Courses: 2 Hour(s) per week x 14 weeks
- Exercises: 1 Hour(s) per week x 14 weeks
- Type: optional
- Semester: Fall
- Exam form: During the semester (winter session)
- Subject examined: Quantitative imaging for engineers
- Courses: 2 Hour(s) per week x 14 weeks
- Exercises: 1 Hour(s) per week x 14 weeks
- Type: optional
- Semester: Fall
- Exam form: During the semester (winter session)
- Subject examined: Quantitative imaging for engineers
- Courses: 2 Hour(s) per week x 14 weeks
- Exercises: 1 Hour(s) per week x 14 weeks
- Type: optional