Internship - Deep learning-based enhancement of parametric stereo audio compression

Internship - Deep learning-based enhancement of parametric stereo audio compression

Project Title: Deep learning-based enhancement of parametric stereo audio compression

Project Duration: 6 months

Background: In parametric stereo coding, a stereo audio signal is downmixed to a mono signal, and stereo parameters are estimated and transmitted to the decoder. At the decoder, the stereo signal is reconstructed using the mono downmix and the transmitted stereo parameters. While performance has been promising, further improvements and evaluations are necessary.

Project Summary: This non-thesis project aims to advance our current work on neural network-based parametric stereo coding. The objective is to improve the quality of the decoded signal while maintaining coding efficiency relative to the baseline signal processing based parametric stereo coder.

Key Tasks and Deliverables:

• Literature Review and Familiarization
• System Performance Verification
• Quantizer Integration and Evaluation
• Latent variable size analysis
• Exploration of Alternate Architectures
• Final Report and Presentation

Required Skills:

• Master’s student in the field of Electrical Engineering\ Computer Engineering with good understanding and enthusiasm for learning about neural networks and deep learning frameworks.
• Proficiency in Python and relevant libraries (PyTorch, Torchaudio).
• Familiarity with audio signal processing/coding concepts (e.g., down/up-mixing, quantization).
• Analytical skills to evaluate different neural network architectures.

Supervision and Support: The student will have access to the necessary computational resources and audio datasets required for the project. Regular meetings will be held to discuss progress, address challenges, and refine approaches.

Project Assessment: The student’s performance will be assessed based on regular progress reports, the final report, the quality of the proposed solutions, and the effectiveness of the implemented modifications.

How we work together
We believe that we are better together than apart. For our office-based teams, this means working in-person at least 3 days per week.Onsite roles require full-time presence in the company’s facilities.

About Philips
We are a health technology company. We built our entire company around the belief that every human matters, and we won't stop until everybody everywhere has access to the quality healthcare that we all deserve. Do the work of your life to help the lives of others.

Our intern remuneration package:

• Monthly full-time allowance between €500 - €700 gross, depending on educational level and if you would need to relocate to The Netherlands. If you will perform a part-time internship you will receive the allowance pro-rata.
• Housing compensation, in case of relocating to the vicinity of the office, €300 net if location is in the vicinity of Amsterdam, €255 net for all other Philips locations. You need to provide a rental contract of the landlord, and your normal home-work travel distance needs to be more than 50 km or travel time (one way trip) needs to be more than 1.5 hours.
• Travel compensation, if you are not eligible for a free public transport card; you will receive max. €192 net depending on the distance between your home address and the Philips location.
• Paid holidays per internship term.
• The opportunity to buy Philips equipment at our Philips shop

Please note that to be considered for an internship, you need to be registered as a student during the entire internship period. Formal documentation of which may be requested at any time. Please note that the contents of our regular internship assignments are not suitable for professionals (and/or MBA students) with professional work experience

Embrace the unexpected

Over 125 years ago, Frederik and Gerard Philips started a small light bulb company in Eindhoven. Little did they realize that it would become a global force of innovation, committed to improving billions of lives worldwide. But it did.

Today, Philips is a world leading health technology company with a vision to make life better for people worldwide through meaningful innovation. Making good on this promise depends on our passionate, inspirational, collaborative and diverse team.

We have over 80,000+ brilliant people around the world but are always looking for more. Like-minded, motivated, focused minds to join us in creating a healthier, more connected society while transforming themselves personally and professionally.

Working at Philips is more than a job. It's an experience filled with unexpected moments that will transform you in lasting and positive ways. Help us improve the world for the better while building a career that no one could have planned for. Even you.