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Master-Thesis (m/f/d) – Lightweight Environment Classification for hearables
* Part Time
* Hybrid
* Gewerbegebiet, Am Wolfsmantel 33, 91058 Erlangen, Deutschland
* Without Professional Experience
* 10/23/24
The Fraunhofer-Gesellschaft (www.fraunhofer.com) currently operates 76 institutes and research institutions throughout Germany and is the world’s leading applied research organization. Around 30 800 employees work with an annual research budget of 3 billion euros.
You are interested in combining research and practices and would like to write a Master-Thesis about the above topic?
Then have a look at our offer!
What you will do
Abstract:
Adaptive transparence/noise cancellation is an emerging feature that is becoming available on hearables (such as the AirPods in iOS 17). While one could solve this problem via a soundscape adaptation approach, a more computationally simple method might be to classify the current environment and then based on the classification define whether ANC/Transparency/Or neither should be active – this could even be user defined.
The main part of this task would be based on the low-complexity acoustic scene classification problem presented at DCASE [1]], where a minimal footprint ML approach would be defined for environment classification. The study could then consider the creation of a decision tree based on user preference tests (or user defined protocol) for when ANC/Transparency/Neither should be active.
[1] https://dcase.community/challenge2023/task-low-complexity-acoustic-scene-classification
What you bring to the table
* You are currently studying Computer science, Electrical engineering or similar
* Confident in python programming, optimally some experience in the domain of signal processing
* Knowledgeable in the field of machine learning, and experience working with TensorFlow or PyTorch.
What you can expect
* Flexible working hours
* Open and friendly team work
* Networking with scientists
* Active contribution in applied research
* Interesting an innovative projects
Your start date and weekly working hours will be determined individually with you. After your studies, there are attractive opportunities to join the institute on a full time or part time basis.
We would be happy to offer you the opportunity to write a master's thesis in cooperation with us in the above-mentioned subject area. The thesis will be assigned and carried out in accordance with the rules of your university. For this reason, please discuss the thesis with a professor who can advise you over the course of the project.
We value and promote the diversity of our employees' skills and therefore welcome all applications - regardless of age, gender, nationality, ethnic and social origin, religion, ideology, disability, sexual orientation and identity.
Interested?
Apply online now (PDF: cover letter, CV, transcripts).
We look forward to getting to know you!
Fraunhofer-Institute for Integrated Circuits IIS
www.iis.fraunhofer.de/en
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