Master Thesis Visual-to-Thermal Image Translation for Deep Learning Model Training
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Posted on:
17 hours ago
Vacancies:
1 Vacancy
Job Summary
Job Title
Job Description
Category
Computer Vision Deep Learning Image Processing
Scope
Two students completing a Masters Thesis (30 hp each).
Background
In the METS organization at Axis we develop a wide variety of products. These include thermal cameras and corresponding analytics solutions. A common use-case in analytics for surveillance is detection of objects such as people and vehicles. Modern approaches based on deep learning use large image datasets for training and testing of object detection models. However annotated datasets with thermal images are typically much smaller compared to their visual (RGB) counterparts. To leverage the existing large visual datasets for thermal object detection we would like to explore different techniques of translating visual images into thermal-looking ones. With the translated images available we want to evaluate the impact of using these for training thermal object detection models.
Goal
The goal of this thesis project is to evaluate the effectiveness of using thermal-looking images translated from visual (RGB) images for training thermal object detection models in the domain of surveillance. Specific objectives include:
- Implementing visual-to-thermal image translation using different techniques from deep learning and traditional image processing.
- Evaluating the performance of object detection models trained on thermal-looking images.
Requirements
We are looking for students in the final stages of their Masters program with a strong interest in computer vision and machine learning. Experience with Python and deep learning frameworks like TensorFlow or PyTorch is essential.
OK I am interested! What do I do now
You are valuable to us how nice that you are interested in one of our proposals! There are a few things for you to keep in mind when applying.
- Applications are accepted in both Swedish and English and you apply via the proposal advert.
- The announced thesis is open only to students affiliated with a Swedish University/College either directly or via an exchange program.
- When the thesis proposal states that it includes two students working together we would like you to apply in these cases send one application each but make sure to clearly state in your application who your co-applicant is. If you have any questions regarding this please do not hesitate to contact us.
- Please attach your CV and University/College grade summary.
Who to contact for any questions regarding the position!
Josefine Öder ()
Marcus Thelander Andrén ()
Type of Employment
Thesis Worker (Fixed Term)Posting End Date
Certain roles at Axis require background checks which means applicable verifications will be done in these recruitments. Notice will be provided before we take any action.
About Axis Communications
We enable a smarter safer world by creating innovative solutions for improving security and business performance. As a network technology company and industry leader we offer solutions in video surveillance access control intercom and audio systems enhanced by intelligent analytics applications.
With around 5000 committed employees in over 50 countries we collaborate with partners worldwide. Together we thrive in our friendly open and collaborative culture and inspire each other to think beyond the expected. United by our commitment to inclusion diversity and sustainability we consistently seek to develop our skills and way of working.
Lets create a smarter safer world
For more information about Axis please visit our website .
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Key Skills
- Python
- C/C++
- Fortran
- R
- Data Mining
- Matlab
- Data Modeling
- Laboratory Techniques
- MongoDB
- SAS
- Systems Analysis
- Dancing
About Company
Your challenges fuel our innovation. From the world’s first network camera to our 9th generation system-on-chip, we create solutions that help you reach new heights.
