About

This website provides the slides & materials for the lecture Computational Analysis of Sound and Music, which will be held during the summer semester 2024 at the TU Ilmenau.

Please contact Dr.-Ing. Jakob Abeßer @ jakob.abesser@idmt.fraunhofer.de for questions.

Last update: 01.05.2024

Licence

All lecture material is licensed under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)

Schedule

• Lecture 1: Tuesday 9:00-10:30, Seminar room H1519
• Lecture 2: Thursday 9:00-10:30, Seminar room K2039

Week	Lecture 1	Lecture 2
1 (08.04.-14.04.2024)	A1	A2
2 (15.04.-21.04.2024)	A3	D1
3 (22.04.-28.04.2024)	D2	D3
4 (29.04.-05.05.2024)	M1 (P*)	M2
5 (06.05.-12.05.2024)	M3	(public holiday)
6 (13.05.-19.05.2024)	M4	M5
7 (20.05.-26.05.2024)	M6	E1
8 (27.05.-02.06.2024)	E2	E3
9 (03.06.-09.06.2024)	E4	P1
10 (10.06.-16.06.2024)	P2	P3
11 (17.06.-22.06.2024)	P4	P5
12 (24.06.-30.06.2024)	P6	P7(**)

• (P*) Topic presentation for research project
• (**) Submission deadline for research paper + Presentation of research papers (5 min) at Fraunhofer IDMT

Lecture Content

Audio Processing

• A1 - Introduction & Audio Domains
  • Slides: Part 1 (PDF), Slides: Part 2 (PDF),
  • Seminar Jupyter Notebook (direct download)
  • Seminar Jupyter Notebook (will open in Google Colab)
• A2 - Audio & Time Frequency Representations
  • Slides (PDF)
  • Seminar Jupyter Notebook (direct download)
  • Seminar Jupyter Notebook (will open in Google Colab)
• A3 - Sound Perception
  • Slides (PDF)
  • Seminar Jupyter Notebook (direct download)
  • Seminar Jupyter Notebook (will open in Google Colab)

Machine Learning / Deep Learning

• D1 - Machine Learning
  • Slides (PDF)
  • Seminar Jupyter Notebook (direct download)
  • Seminar Jupyter Notebook (will open in Google Colab)
• D2 - Deep Learning - Fundamentals
  • Slides (PDF)
  • Seminar Jupyter Notebook (direct download)
  • Seminar Jupyter Notebook (will open in Google Colab)
• D3 - Deep Learning – Network Architectures
  • Slides (PDF)
  • Seminar Jupyter Notebook (direct download)
  • Seminar Jupyter Notebook (will open in Google Colab)

Music Information Retrieval

• M1 - Rhythmic Analysis
  • Slides (PDF)
  • Possible Research Projects (PDF)
• M2 - Harmonic Analysis
  • Slides (PDF)
  • Seminar Jupyter Notebook (direct download)
  • Seminar Jupyter Notebook (will open in Google Colab)
• M3 - Music Transcription 1/2
• M4 - Music Transcription 2/2
• M5 - Source Separation
• M6 - Music Tagging & Similarity

Environmental Sound Analysis

• E1 - Sound Event Detection 1/2
• E2 - Sound Event Detection 2/2
• E3 - Acoustic Scene Analysis
• E4 - Acoustic Anomaly Detection

Research Project

• P1 - Introduction
• P2 - Literature Review
• P3 - Dataset Review
• P4 - Processing Pipeline
• P5 - Evaluation & Metrics
• P6 - Scientific Writing & Visualization
• P7 - Research Project Presentation (@Fraunhofer IDMT)