PROJECTS

Student project topics within CASPR

If you are interested in doing a semester project (preferably in the 7th—10th semester) with us, and you are already enrolled at Aalborg University, then feel free to contact us. Note that currently we do not have any internship positions available.

Technical disciplines such as statistical signal processing, information theory, or machine learning will typically be used in projects in CASPR. Examples of research topics for semester projects are provided below:

  • Statistical signal processing for hearing assistive devices.
  • Deep learning for speech enhancement.
  • Machine learning, including deep learning for speech processing and classification.
  • Statistical signal processing that compensates or complements the auditory system.
  • Acoustic echo and feedback cancellation in wireless environments.
  • Speech and audio compression for wireless networks.
  • Information theory and the human auditory system.
  • Multi-modal signal processing for hearing assistive devices.

Student Projects 2026

  1. Project title: Agentic AI Engineering.
    Student: Bikash Giri.
    Education: Computer Engineering (AI, Vision, and Sound)—9th-semester project.
    Supervisors: Nikolai Lund Kühne, Zheng-Hua Tan.
  2. Project title: Which Way Are You Listening? Decoding the Direction of Auditory Attention from EEG.
    Students: Aksel Porsborg Andersen, Aldrick Windzerem Yiran.
    Education: Computer Engineering (AI, Vision, and Sound)—9th-semester project.
    Supervisors: Prithvi Ravi Kantan, Jan Østergaard.
  3. Project title: How Fast Is Fast Enough? Benchmarking Real-Time EEG Artifact Removal for Closed-Loop Neurofeedback.
    Student: Riccardo Zanda.
    Education: Electronic Systems—joint 9/10th-semester Master’s thesis.
    Supervisors: Prithvi Ravi Kantan, Jan Østergaard.
  4. Project title: Electroencephalography Phase Synchrony Discriminates Linguistic Violations During Retention of Noisy Speech.
    Student: Sif Bjerre Lindby.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Zheng-Hua Tan, Jesper Jensen.
  5. Project title: Universal Speech Enhancement—A Speech Language Modelling Perspective.
    Student: Nikolai Lund Kühne.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Jan Østergaard, Jesper Jensen.
  6. Project title: Sound Bubbles for Hearing Aids: A Study of Microphone Configurations and Synthetic Data Augmentation.
    Student: Nicolaj Boelt Pedersen.
    Education: Computer Engineering (AI, Vision, and Sound)—10th-semester Master’s thesis.
    Supervisors: Niels Overby, Svend Feldt, Jesper Jensen, Jan Østergaard.
  7. Project title: Multimodal Learning for Understanding Human Behavior.
    Students: Andreas Peter Juhl Hansen, Jeppe Roden Münster, Simon Bock Segaard.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis with the University of Southern California (visiting Prof. Shrikanth Narayanan).
    Supervisor: Zheng-Hua Tan.
  8. Project title: Neural Decoding of the Lexical Competition Using Deep Learning and EEG Signals.
    Students: Mads Dyrbjerg Andersen, Mary Andrea Folkedal Hole, Signe Strøm Møller Christensen, Philip Jacob Pedersen.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio, Sif Bjerre Lindby.
  9. Project title: Employing Dynamic Neural Networks for Speech Enhancement on Hearing Aid Devices.
    Students: Aran Huarte Domec, Deian Orlando Petrovics, Max Bohk, Melina Søndergård Rasmussen.
    Education: Computer Engineering (AI, Vision, and Sound)—8th-semester project with Oticon A/S.
    Supervisors: Peter Asbjørn Leer Bysted, Zheng-Hua Tan.
  10. Project title: Sound Bubbles for Neural Multi-Channel Speech Enhancement.
    Student: Nicolaj Boelt Pedersen.
    Education: Computer Engineering (AI, Vision, and Sound)—9th-semester project.
    Supervisors: Niels Overby, Svend Feldt, Jesper Jensen.

Student Projects 2025

  1. Project title: Electroencephalography Phase Synchrony Discriminates Linguistic Violations During Retention of Noisy Speech.
    Student: Sif Bjerre Lindby.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Zheng-Hua Tan, Jesper Jensen.
  2. Project title: Universal Speech Enhancement—A Speech Language Modelling Perspective.
    Student: Nikolai Lund Kühne.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Jan Østergaard, Jesper Jensen.
  3. Project title: Adaptive Acoustic Noise Cancellation.
    Student: Jacob El-Omar.
    Education: Electronic Systems—joint 9/10th-semester Master’s thesis.
    Supervisor: Jan Østergaard.
  4. Project title: Data-Driven Self-Supervised Machine Learning Using Sound Data.
    Student: Rune Drongesen.
    Education: Electronic Systems—10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Kevin Wilkinghoff, Nicolai Bæk Thomsen.
  5. Project title: On the Performance of Sound Bubbles: An Analysis of Directional Performance and Underlying Acoustic Principles.
    Student: Emil Lunau Bentsen.
    Education: Electronic Systems—10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan, Svend Feldt, Jesper Jensen.
  6. Project title: Study and Test of a Deep Learning-Based Sound Bubble System.
    Students: Magnus Ørum Bastrup Poulsen, Fillip Blücher Brink, Casper Tinggaard Kjeldsen, Nicolai Borup Jespersen.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Zheng-Hua Tan, Svend Feldt, Jesper Jensen.
  7. Project title: Deep Target Conversation Identification for Hearing Aids.
    Students: Jeppe Roden Münster, Andreas Peter Juhl Hansen, Simon Bock Segaard.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Zheng-Hua Tan, Poul Hoang, Jesper Jensen.
  8. Project title: Single-Channel Speech Enhancement with Layer-Wise Mixture of Experts.
    Student: Zexu Han.
    Education: Computer Engineering (AI, Vision, and Sound)—8th-semester project.
    Supervisors: Zheng-Hua Tan, Peter Asbjørn Leer Bysted, Jesper Jensen.
Student Projects 2024
  1. Project title: Electroencephalography Phase Synchrony Discriminates Linguistic Violations During Retention of Noisy Speech.
    Student: Sif Bjerre Lindby.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Zheng-Hua Tan, Jesper Jensen.
  2. Project title: Universal Speech Enhancement—A Speech Language Modelling Perspective.
    Student: Nikolai Lund Kühne.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Jan Østergaard, Jesper Jensen.
  3. Project title: Adaptive Acoustic Noise Cancellation.
    Student: Jacob El-Omar.
    Education: Electronic Systems—joint 9/10th-semester Master’s thesis.
    Supervisor: Jan Østergaard.
  4. Project title: ML-Based Classification of Audio and Speech Codecs.
    Student: Simon Loi Baks.
    Education: Computer Engineering—9th-semester project.
    Supervisors:
  5. Project title: Shaping the Distribution of the Quantization Noise of Lattice Vector Quantizers.
    Student: Alexander Topholm Bertelsen.
    Education: Mathematical Engineering—9th-semester project.
    Supervisors:
  6. Project title: TUNE: Thinking, Understanding, and Navigating Environments with Spatial Sound using Large Language Models.
    Students: Jeppe Roden Münster, Søren Pilegaard Rasmussen, Rasmus Erik Villadsen, Simon Bock Segaard, Marcus Grøn, Andreas Peter Juhl Hansen.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Christophe Biscio, Zheng-Hua Tan.
  7. Project title: Packet Loss Resilient Multiple-Description Autoencoder for Speech Transmission.
    Students: Sif Bjerre Lindby, Mads Lindeborg Larsen.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio.
  8. Project title: VQ-Based Generative DNN Models for Low Delay Speech and Audio Coding.
    Student: Lukas Bisgaard.
    Education: Computer Engineering (AI, Vision, and Sound).
    Supervisors:
  9. Project title: Approximate Computing for Resource-Constrained DNNs.
    Students: Simon D. Jepsen, Albert B. Hansen.
    Education: Electronic Systems—10th-semester Master’s thesis.
    Supervisors:
  10. Project title: Evaluating Multi-Window Multi-Head Attention for Automatic Speech Recognition.
    Student: Nikolai Lund Kühne.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Sarthak Yadav, Zheng-Hua Tan.
  11. Project title: Fourier Based Vision Transformer: Using FNet Type Architectures for Audio Classification.
    Student: Jakob Olavi Grangaard Olesen.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Zheng-Hua Tan, Sarthak Yadav.
  12. Project title: A Multimodal Large Language Model for Music Captioning.
    Students: Jakob Olsen, Anders Højbak Lysgaard Lauridsen, Jacob Mørk.
    Education: Mathematical Engineering—10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Sven Ewan Shepstone, Pablo Martinez-Nuevo, Francesc Lluís Salvadó.
  13. Project title: Indoor Radar Data Analysis for Estimating Room Geometry.
    Student: Máté Tallósi.
    Education: Computer Engineering (AI, Vision, and Sound)—10th-semester Master’s thesis.
    Supervisors:
  14. Project title: Robust Speaker Embeddings Through Speech Synthesis.
    Students: Tonko Emil W. Bossen, Sameer Aqib Hashmi, Yu-ling Cheng, Marko Putak.
    Education: Computer Engineering (AI, Vision, and Sound)—8th-semester project.
    Supervisors:
  15. Project title: Fast  and  Fourier:  Shifting  Gears  in  Audio  Processing:  Fourier  Approximation  of  Attention  for  Efficient  Keyword  Spotting.
    Students: Mohamad Dalal, Susanne Miranda Aalestrup, Valentina Correa Bejarano, and Vasiliki Ismiroglou.
    Education: Computer Engineering (AI, Vision, and Sound)—8th-semester project.
    Supervisors: Zheng-Hua Tan, Sarthak Yadav.

Student Projects 2023

  1. Project title: Convolutional Neural Networks for Auditory Attention Decoding.
    Students: Mads Lindeborg Larsen, Jakob Olavi Grangaard Olesen, Sif Bjerre Lindby.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio.
  2. Project title: Distinguishing Between the Eyes Open and Eyes Closed Brain States Using Permutation Entropy.
    Students: Stine Byrjalsen, Christian Dausel Jensen, Laurits Randers, Julie Timmermann Werge.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio.
  3. Project title: AI-Driven Bass Enhancement.
    Student: Tudor-Razvan Tatar.
    Education: Electronic Systems—9th-semester project.
    Supervisors:
  4. Project title: Dependency Analysis of Electroencephalography Signals: A Theoretical and Data Driven Approach to Quantifying Dependencies in Multivariate Signals.
    Students: Frederik Appel Vardinghus-Nielsen, Magnus Berg Ladefoged, Alexander Djupnes Fuglkjær.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Christophe Biscio.
  5. Project title: COINing a New Sound: Compressing Audio with Implicit Neural Representations.
    Students: Christos Kantas, Rasmus Munksø, Mathias Viborg Andersen, Bjørk Antoniussen, Apostolos Ntelopoulos, Shobhit Kotnala.
    Education: Computer Engineering (AI, Vision, and Sound)—8th-semester project.
    Supervisors: Jan Østergaard, Mohammad Bokaei.
  6. Project title: Combining Algorithm Unrolling with Self-Supervised Learning: Image Super-Resolution.
    Students: Mads Arnløv Jørgensen, Magnus Jónhardsson, and Andreas Kühne Larsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Christophe Biscio.
  7. Project title: Robustness of Keyword Spotting Using Self-Supervised Deep Learning.
    Student: Gergely Kiss.
    Education: Signal Processing and Acoustics—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Holger Severin Bovbjerg.
  8. Project title: Automatic Speech Recognition-Driven Speech Enhancement Deep Neural Network.
    Student: Michail Kampitakis.
    Education: Signal Processing and Acoustics—10th-semester Master’s thesis.
    Supervisors: Iván López-Espejo, Zheng-Hua Tan, Jesper Jensen.
  9. Project title: Speech Enhancement and Deep Learning Speaker Separation: Separation, Identification, and Enhancement of a Conversational Partner in a Cocktail Party Environment.
    Students: Jonas Kronborg Busk, Morten Andersen, Rasmus Nielsen.
    Education: Signal Processing and Acoustics—10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Jesper Jensen, Poul Hoang.

Student Projects 2022

  1. Project title: Dependency Analysis of Electroencephalography Signals: A Theoretical and Data Driven Approach to Quantifying Dependencies in Multivariate Signals.
    Students: Frederik Appel Vardinghus-Nielsen, Magnus Berg Ladefoged, Alexander Djupnes Fuglkjær.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Christophe Biscio.
  2. Project title: Combining Algorithm Unrolling with Self-Supervised Learning: Image Super-Resolution.
    Students: Mads Arnløv Jørgensen, Magnus Jónhardsson, and Andreas Kühne Larsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Christophe Biscio.
  3. Project title: Robustness of Keyword Spotting Using Self-Supervised Deep Learning.
    Student: Gergely Kiss.
    Education: Signal Processing and Acoustics—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Holger Severin Bovbjerg.
  4. Project title: Deep Sound Zones.
    Students: Magnus Munk Jensen, Ujjwal Bagauria, Mikel Jauregui.
    Education: Electronic Systems—7th-semester project.
    Supervisors: Jan Østergaard, José Miguel Cadavid Tobón.
  5. Project title: Recurrent Neural Network for Estimating Mutual Information of a Gaussian Process.
    Students: Anders Højbak Lysgaard Lauridsen, Jakob Olsen, Jacob Mørk, Martin Møller Sørensen.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Jan Østergaard, Payam Shahsavari Baboukani, Christophe Biscio.
  6. Project title: Proposing Minimum Mutual Information as Redundancy Measure in the Framework of Partial Information Decomposition.
    Students: Kevin Graversgaard Jepsen, Jakob Kaltoft Søndergaard, Alexander Topholm Bertelsen, Niklas Keuer Frandsen.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio.
  7. Project title: Self-supervised Keyword Spotting using Data2Vec Pretraining.
    Student: Holger Severin Bovbjerg.
    Education: Signal Processing and Acoustics—10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan.
  8. Project title: A Human Pose Recognition Method Based on Self-Supervised Learning.
    Student: Yuheng Wang.
    Education: Control and Automation—10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan.
  9. Project title: Sign Language Recognition in the Context of Education.
    Student: Daria Oskina.
    Education: Vision, Graphics and Interactive Systems—10th-semester Master’s thesis.
    Supervisors:
  10. Project title: Zero-Delay Multiple-Descriptions Source Coding of Stationary AR(p) Sources Using Feedback.
    Student: Kristian Søgaard.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Andreas Jonas Fuglsig.
  11. Project title: Analysis of Scale-Invariance in EEG Microstates due to Acoustic Stimuli.
    Student: Rasmus Vestergaard Lykke.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Jesper Møller.
  12. Project title: Greedy Deep Sparse Representation Learning: Electroencephalogram Signal Analysis.
    Students: Frederik Appel Vardinghus-Nielsen, Magnus Berg Ladefoged, Mads Arnløv Jørgensen, Andreas Kühne Larsen, Alexander Djupnes Fuglkjær.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio, Manuel Morante.
  13. Project title: EEG Signal Analysis Using K-SVD.
    Students: Sisse Hyldig Pedersen, Benjamin Bitsch Knudsen, Frederik Christensen, Magnus Jónhardsson.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio, Manuel Morante.

Student Projects 2021

  1. Project title: Zero-Delay Multiple-Descriptions Source Coding of Stationary AR(p) Sources Using Feedback.
    Student: Kristian Søgaard.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Andreas Jonas Fuglsig.
  2. Project title: Analysis of Scale-Invariance in EEG Microstates due to Acoustic Stimuli.
    Student: Rasmus Vestergaard Lykke.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Jesper Møller.
  3. Project title: Improved Audio-Visual Speech Inpainting.
    Students: Dennis Grøndahl Andersen, Mikkel Fjord Olsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors:
  4. Project title: Eye-Gaze Steered Beamforming for Hearing Aids.
    Student: Simone Birk Bols Thomsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors:
  5. Project title: Real-Time Voice Activity Detector based on Machine Learning.
    Student: Claus Meyer Larsen.
    Education: Signal Processing and Acoustics—joint 9/10th-semester Master’s thesis.
    Supervisors:
  6. Project title: Separating Mixed Speaker Signals into Individual Audio Tracks.
    Students: Gustav Juul Lind Pedersen, Jacob Alexander Rasmussen, Frederik Sidenius Dam.
    Education: Signal Processing and Acoustics—7th-semester project.
    Supervisors:
  7. Project title: Training a DNN Music Codec with the Information Bottleneck Method.
    Students: Frederik Appel Vardinghus-Nielsen, Sisse Hyldig Pedersen, Frederik Christensen, Benjamin Bitsch Knudsen, Magnus Jónhardsson.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio.
  8. Project title: MSE with Cross Entropy of Magnitude Spectra as Loss Function for Audio Compression DNNs.
    Students: Magnus Berg Ladefoged, Mads Arnløv Jørgensen, Andreas Kühne Larsen, Gustav Wagner Zakarias, Alexander Djupnes Fuglkjær.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Jan Østergaard, Christophe Biscio.
  9. Project title: Control of Sound Zones with Wireless Speakers.
    Students: Klaus Nørholm Frandsen Hammer, Martin Christensen, Niels Christian Paredes Dyrberg.
    Education: Electronics and IT—6th-semester Bachelor’s thesis.
    Supervisors:
  10. Project title: iVAE-GAN: Identifiable VAE-GAN Models for Latent Representation Learning.
    Students: Bjørn Uttrup Dideriksen, Kristoffer Calundan Derosche.
    Education: Signal Processing and Acoustics—joint 9/10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan.
  11. Project title: Predictability-Based Objective Evaluation of Sound.
    Student: Thor Pilgaard Knudsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jesper Jensen, Jesper Møller.
  12. Project title: Fourier Neural Operators for Virtual Microphones in the Time Domain.
    Students: Kristian Søgaard, Simone Birk Bols Thomsen, Martin Voigt Vejling.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors:
  13. Project title: Bias-Free Convolutional Neural Networks for Speech Enhancement.
    Students: James Peter Harris, Jakob Krarup Thomsen.
    Education: Signal Processing and Acoustics—10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Jesper Jensen. 

Student Projects 2020

  1. Project title: Improved Audio-Visual Speech Inpainting.
    Students: Dennis Grøndahl Andersen, Mikkel Fjord Olsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors:
  2. Project title: Eye-Gaze Steered Beamforming for Hearing Aids.
    Student: Simone Birk Bols Thomsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors:
  3. Project title: Real-Time Voice Activity Detector based on Machine Learning.
    Student: Claus Meyer Larsen.
    Education: Signal Processing and Acoustics—joint 9/10th-semester Master’s thesis.
    Supervisors:
  4. Project title: iVAE-GAN: Identifiable VAE-GAN Models for Latent Representation Learning.
    Students: Bjørn Uttrup Dideriksen, Kristoffer Calundan Derosche.
    Education: Signal Processing and Acoustics—joint 9/10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan.
  5. Project title: Predictability-Based Objective Evaluation of Sound.
    Student: Thor Pilgaard Knudsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jesper Jensen, Jesper Møller.
  6. Project title: Relative Transfer Function Estimation for Adaptive Beamformers in Hearing Aids Using Deep Learning.
    Students: Dennis Grøndahl Andersen, Kristian Søgaard, Mikkel Fjord Olsen, Simone Birk Bols Thomsen.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Poul Hoang, Jesper Jensen, Jaron Skovsted Gundersen.
  7. Project title: Deep Neural Networks on Constrained Devices.
    Students: Andreas Anton Andersen, Martin Voigt Vejling, Morten Stig Kaaber, Daniel Bernard van Diepen.
    Education: Mathematical Engineering    —7th-semester project.
    Supervisors:
  8. Project title: An Experimental Study of Statistical Properties of Error Signals from the CELT Codec.
    Students: Lars Vedel Friis, Lukas Menholt, Nicolai André Weinreich.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Jan     Østergaard, Jaron Skovsted Gundersen, Andreas Jonas Fuglsig.
  9. Project title: Designing an Ad-Hoc Document Ranking System for Bank Financial Advisors.
    Students: Michael Damsbo Lyngs, Mathias Huus Olsen.
    Education: Engineering Psychology—10th-semester Master’s thesis.
    Supervisors:
  10. Project title: Machine Learning Based Evaluation of Feedback Cancellation Systems in Hearing Aids.
    Student: Jakob Sloth Lauridsen.
    Education: Signal Processing and Acoustics—10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Jesper Jensen.
  11. Project title: Deep Learning Based Adversarial Audio Example Detection.
    Student: Christian Heider Nielsen.
    Education: Vision, Graphics and Interactive Systems—10th-semester Master’s thesis.
    Supervisors:
  12. Project title: Adaptive Acoustic Beamforming for Sound Zones.
    Students: Thomas Damsgaard, Mads Hulegaard Jensen.
    Education: Signal Processing and Acoustics—10th-semester Master’s thesis.
    Supervisors:
  13. Project title: Reliable Estimation of Causal Conditional Entropy From Multivariate Time-Series Data.
    Student: Martin Kamp Dalgaard.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Jesper Møller.
  14. Project title: Sparse Bayesian Learning for EEG Source Recovery.
    Students: Trine Nyholm Kragh, Laura Nyrup Mogensen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan     Østergaard, Rasmus Plenge Waagepetersen.
  15. Project title: Compressed Singular Value Decomposition With Applications in Deep Learning.
    Student: Kasper Steensig Jensen.
    Education: Signal Processing and Acoustics—8th-semester project.
    Supervisors:     Morten Østergaard Nielsen, Zheng-Hua Tan.

Student Projects 2019

  1. Project title: Reliable Estimation of Causal Conditional Entropy From Multivariate Time-Series Data.
    Student: Martin Kamp Dalgaard.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Jesper Møller.
  2. Project title: Sparse Bayesian Learning for EEG Source Recovery.
    Students: Trine Nyholm Kragh, Laura Nyrup Mogensen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan     Østergaard, Rasmus Plenge Waagepetersen.
  3. Project title: Noise Covariance Estimation for Acoustic MVDR Beamforming Using Gender-Specific DNNs.
    Students: Jonas Witting Rabjerg, Kristian Juul Tilsted, Rasmus Vestergaard Lykke,
    Thor Pilgaard Knudsen.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: Jesper Jensen, Jan Østergaard, Oliver Wilhelm Gnilke.
  4. Project title: Deep Learning Based Approach to Classification of EEG Signals.
    Students: Mads Bangshaab, Thomas Damsgaard, Mads Hulegaard Jensen.
    Education: Signal Processing and Acoustics—9th-semester project.
    Supervisors: Jan Østergaard.
  5. Project title: Low Latency Packet Loss Concealment Using Neural Networks.
    Students: Filip Mathias Lillelund Jørgensen, Jonas Koldkjær Jensen.
    Education: Signal Processing and Acoustics—9th-semester project.
    Supervisors: Søren Holdt Jensen, Mathias Bach Pedersen.
  6. Project title: The Benefit and User Experience of Hearing Aids Controlled by User Behavior During Face-To-Face Communication.
    Student: Lucca Julie Nelleman.
    Education: Product and Design Psychology—10th-semester Master’s thesis.
    Supervisors:
  7. Project title: Own-Voice Retrieval for Hearing Assistive Devices: A Combined DNN-Beamforming Approach.
    Student: Julius Garde.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jesper Jensen, Zheng-Hua Tan, Wai-Yip Geoffrey Chan.
  8. Project title: Deep Learning Based Adversarial Examples Detection for Speech Recognition: A Comparative Study of Speech Processing Methods
    Students:  Jacob Theilgaard Lassen, Amalie Vistoft Petersen, and Sebastian Biegel Schiøler.
    Education: Signal Processing and Acoustics—10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan.
  9. Project title: Music Signal Prediction Using Deep Learning.
    Student: Christina Dorf Falberg Pedersen.
    Education: Mathematical Engineering—6th-semester Bachelor’s thesis.
    Supervisors: Jan Østergaard, Jesper Møller.
  10. Project title: Zero-Delay Multiple Descriptions of Stationary Scalar Gauss-Markov Sources Using Feedback.
    Student: Andreas Jonas Fuglsig.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisor: Jan Østergaard.
  11. Project title: Speech Coding Using Deep Neural Networks and the Information Bottleneck Principle.
    Student: Barbara Martinovic.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisor: Jan Østergaard.
  12. Project title: Classification of Room Characteristics Using Convolutional Neural Networks: Machine Learning and Room Acoustics.
    Students: Sanne Damhus Nielsen and Morten Østergaard Nielsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Henrik Garde,     Sven Ewan Shepstone, Martin Bo Møller, Pablo Martinez-Nuevo.

Student Projects 2018

  1. Project title: Own-Voice Retrieval for Hearing Assistive Devices: A Combined DNN-Beamforming Approach.
    Student: Julius Garde.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jesper Jensen, Zheng-Hua Tan, Wai-Yip Geoffrey Chan.
  2. Project title: Zero-Delay Multiple Descriptions of Stationary Scalar Gauss-Markov Sources Using Feedback.
    Student: Andreas Jonas Fuglsig.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisor: Jan Østergaard.
  3. Project title: Speech Coding Using Deep Neural Networks and the Information Bottleneck Principle.
    Student: Barbara Martinovic.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisor: Jan Østergaard.
  4. Project title: Classification of Room Characteristics Using Convolutional Neural Networks: Machine Learning and Room Acoustics.
    Students: Sanne Damhus Nielsen and Morten Østergaard Nielsen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Jan Østergaard, Henrik Garde,     Sven Ewan Shepstone, Martin Bo Møller, Pablo Martinez-Nuevo.
  5. Project title: Keyword Spotting Using Machine Learning.
    Student: Jacob Theilgaard Lassen.
    Education: Signal Processing and Acoustics—9th-semester project.
    Supervisors:
  6. Project title: Data Compression in Distributed Optimization.
    Students: Jakob Sloth Lauridsen, Jonas Koldkjær Jensen, Mads Bangshaab, Thomas Damgaard.
    Education: Signal Processing and Acoustics—7th-semester project.
    Supervisors: 
  7. Project title: A Hybrid Approach for Speech Enhancement with DNN Supported Acoustic Beamforming.
    Student: Poul Hoang.
    Education: Signal Processing and Computing—10th-semester Master’s thesis.
    Supervisors: Jesper Jensen, Zheng-Hua Tan.
  8. Project title: Speaker De-Identification using a Factorized Hierarchical Variational Autoencoder.
    Student: Mathias Bülow Kastbjerg.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan.
  9. Project title: Indoor Visual Navigation using Deep Reinforcement Learning.
    Student: Søren Skov.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Morten Kolbæk.
  10. Project title: What Are the Users Doing? An Exploration of Contextual Features in the Home.
    Students: Andrea Lucena Coifman, Péter Rohoska.
    Education: Vision, Graphics and Interactive Systems—joint 9/10th-semester Master’s thesis.
    Supervisors:
  11. Project title: Convolution Framelets for High-Quality Multi-Channel Audio Coding.
    Students: Mathias Bach Pedersen, Thomas Rune Hansen, Hoza B. Maniragaba.
    Education: Mathematical Engineering—10th-semester Master’s thesis.
    Supervisors:
  12. Project title: Acoustic Source Localization in Small Rooms Using Compressive Sensing.
    Students: Morten Østergaard Nielsen, Sanne Damhus Nielsen, Julius Garde.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors:
  13. Project title: Single-Channel BLSTM Enhancement for Language Identification.
    Student: Peter Sibbern Frederiksen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors:

Student Projects 2017

  1. Project title: Speaker De-Identification using a Factorized Hierarchical Variational Autoencoder.
    Student: Mathias Bülow Kastbjerg.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan.
  2. Project title: Indoor Visual Navigation using Deep Reinforcement Learning.
    Student: Søren Skov.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors: Zheng-Hua Tan, Morten Kolbæk.
  3. Project title: What Are the Users Doing? An Exploration of Contextual Features in the Home.
    Students: Andrea Lucena Coifman, Péter Rohoska.
    Education: Vision, Graphics and Interactive Systems—joint 9/10th-semester Master’s thesis.
    Supervisors: 
  4. Project title: Single-Channel BLSTM Enhancement for Language Identification.
    Student: Peter Sibbern Frederiksen.
    Education: Mathematical Engineering—joint 9/10th-semester Master’s thesis.
    Supervisors:
  5. Project title: Data Compression in Feed-Forward Neural Networks.
    Students: Morten Østergaard Nielsen, Sanne Damhus Nielsen, Barbara Martinovic.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: 
  6. Project title: Information Theory in Deep Neural Networks.
    Students: Kasper Ramsgaard-Jensen, Julius Garde, Kristoffer Stern, Andreas Jonas Fuglsig.
    Education: Mathematical Engineering—7th-semester project.
    Supervisors: 
  7. Project title: Convolution Framelets for Speech Denoising.
    Students: Mathias Bach Pedersen, Thomas Rune Hansen, Hoza B. Maniragaba.
    Education: Mathematical Engineering—9th-semester project.
    Supervisors: Jan Østergaard, Morten Nielsen.
  8. Project title: On Dynamic Sound Zones.
    Student: Poul Hoang.
    Education: Signal Processing and Computing—9th-semester project.
    Supervisors: Jan Østergaard, Martin Bo Møller.
  9. Project title: Sound Source Localization for Hearing Aids Using Body Signals.
    Students: Emil Skovfoged Gregersen, Martin Mølbach Nissen, Mathias Bach Pedersen, Hoza Benjamin Maniragaba.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Jan Østergaard, Jesper Møller, Jesper Jensen.
  10. Project title: Deep Denoising Autoencoder for Speech Enhancement.
    Students: Peter Sibbern Frederiksen, Mathias Bülow Kastbjerg, Søren Skov.
    Education: Mathematical Engineering—8th-semester project.
    Supervisors: Zheng-Hua Tan, Jesper Jensen, Jesper Møller.
  11. Project title: Speech Enhancement using Conditional Generative Adversarial Networks.
    Students: Casper Benjamin Andersen, Barbara Martinovic, Jacob Johansen.
    Education: Mathematical Engineering—6th-semester Bachelor’s thesis.
    Supervisors: Zheng-Hua Tan, Morten Nielsen.
  12. Project title: Generative Adversarial Networks for Speech Processing.
    Student: Daniel Michelsanti.
    Education: Vision, Graphics and Interactive Systems—10th-semester Master’s thesis.
    Supervisor: Zheng-Hua Tan.