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Thesis Proposal - Image-Similarity Algorithms for Detection of Faulty Units in Production Tests

Syntronic Aktiebolag
  • OrtGävle
  • OmfattningHeltid
  • Sista ansökan28 dagar kvar
  • Publicerad9 okt.

Om tjänsten

Background

Electronic production-testing is the process of verifying proper functionality of manufactured electronics before they are shipped

to customers or integrated into systems. Certain types of functionality require external cameras that capture an image of the

device under test (DUT) and use that image to determine if the DUT is functional or not. This can for example be achieved by

matching images of a DUT in production against images of a working reference and thereby determining if the unit is working or

not.

Because it is very costly to approve faulty DUTs, the algorithms that process these images of produced units need to be accurate

and robust to the varying conditions in a typical production-facility such as lighting.

Description of the thesis proposal

The student will evaluate pros and cons associated with different image-similarity algorithms and evaluate them against an

appropriate benchmark. The student might, for example, evaluate histogram-based solutions or CNN-based solutions. But the student

is free to explore any class of methods they see fit or develop their own algorithms.

For successful thesis work, we believe that the applicants should have

Basic knowledge of Signal Processing, especially Image Processing.
  • Strong skills in Python for AI, data processing and mathematical computations.

For example: Tensorflow or Pytorch, Numpy.

Theoretical knowledge of Convolutional Neural Networks
Basic knowledge of mathematical statistics
Good knowledge in both Swedish and English, speaking and writing.
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To give you the best possible support during your thesis, we’d like you to be able to come to the office connected to the project

and spend most of your time working from there.

Application:

We look forward to receiving your resume, and preferably, a personal letter in which you explain why you want to write your thesis

with Syntronic.

We screen and evaluate applications on an ongoing basis. The thesis project may be filled before the application deadline.