Update README.md

Author: alexarje

README.md

@@ -5,11 +5,11 @@
 [![CI](https://github.com/fourMs/MGT-python/actions/workflows/ci.yml/badge.svg)](https://github.com/fourMs/MGT-python/actions/workflows/ci.yml)
 [![Documentation](https://github.com/fourMs/MGT-python/actions/workflows/docs.yml/badge.svg)](https://fourms.github.io/MGT-python/)
 
-The **Musical Gestures Toolbox for Python** is a comprehensive collection of tools for visualization and analysis of audio and video, with a focus on motion capture and musical gesture analysis.
+The **Musical Gestures Toolbox for Python** is a collection of tools for visualizing and analysing audio and video files.
 
 ![MGT python](https://raw.githubusercontent.com/fourMs/MGT-python/master/musicalgestures/documentation/figures/promo/ipython_example.gif)
 
-📖 **[📚 Full Documentation & Examples](https://fourms.github.io/MGT-python/)**
+📖 **[Documentation & Examples](https://fourms.github.io/MGT-python/)**
 
 ## Quick Start
 
@@ -25,66 +25,64 @@ pip install musicalgestures
 import musicalgestures as mg
 
 # Load a video
-mv = mg.MgVideo('dance.avi')
-
-# Perform motion analysis
-motion = mv.motion()
+v = mg.MgVideo('dance.avi')
 
 # Create visualizations
-motiongrams = mv.motiongrams()
-average = mv.average()
+v.grid()
+v.videograms()
+v.average()
+v.history()
+
+# Perform motion analysis
+v.motion()
 
 # Audio analysis
-spectrogram = mv.audio.spectrogram()
+v.audio.waveform()
+v.audio.spectrogram()
+v.audio.tempogram()
 ```
 
 ### Try Online
 
 [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/fourMs/MGT-python/blob/master/musicalgestures/MusicalGesturesToolbox.ipynb)
 
-## Documentation
-
-📚 **Complete documentation is available at: [https://fourms.github.io/MGT-python/](https://fourms.github.io/MGT-python/)**
-
 ### Quick Links
 
-- **[Installation Guide](docs/installation.md)** - Setup instructions
-- **[Quick Start Tutorial](docs/quickstart.md)** - Get started in minutes  
-- **[Examples & Tutorials](docs/examples.md)** - Comprehensive examples
-- **[User Guide](docs/user-guide/core-classes.md)** - Detailed documentation
-- **[API Reference](docs/musicalgestures/index.md)** - Complete API docs
-- **[Contributing](docs/contributing.md)** - How to contribute
+- [Installation Guide](docs/installation.md)
+- [Quick Start Tutorial](docs/quickstart.md)
+- [Examples & Tutorials](docs/examples.md)
+- [User Guide](docs/user-guide/core-classes.md)
+- [API Reference](docs/musicalgestures/index.md)
+- [Contributing](docs/contributing.md)
 
 ## Features
 
 - **Video Analysis**: Motion detection, optical flow, pose estimation
 - **Audio Processing**: Spectrograms, audio descriptors, tempo analysis
 - **Visualizations**: Motiongrams, videograms, motion history
-- **Integration**: Works with NumPy, SciPy, Matplotlib ecosystem
+- **Integration**: Works with NumPy, SciPy, and Matplotlib ecosystems
 - **Cross-platform**: Linux, macOS, Windows support
 
 ## Requirements
 
 - Python 3.7+
-- FFmpeg (for video processing)
+- FFmpeg
 - See [installation guide](docs/installation.md) for complete requirements
 
 ## Research Background
 
-This toolbox builds on the [Musical Gestures Toolbox for Matlab](https://github.com/fourMs/MGT-matlab/), which again builds on the [Musical Gestures Toolbox for Max](https://www.uio.no/ritmo/english/research/labs/fourms/software/musicalgesturestoolbox/mgt-max/).
+This toolbox builds on the [Musical Gestures Toolbox for Matlab](https://github.com/fourMs/MGT-matlab/), which again builds on the [Musical Gestures Toolbox for Max](https://www.uio.no/ritmo/english/research/labs/fourms/software/musicalgesturestoolbox/mgt-max/). Many researchers and research assistants have helped its development over the years, including [Balint Laczko](https://github.com/balintlaczko), [Joachim Poutaraud](https://github.com/joachimpoutaraud), [Frida Furmyr](https://github.com/fridafu), [Marcus Widmer](https://github.com/marcuswidmer), [Alexander Refsum Jensenius](https://github.com/alexarje/)
 
 The software is currently maintained by the [fourMs lab](https://github.com/fourMs) at [RITMO Centre for Interdisciplinary Studies in Rhythm, Time and Motion](https://www.uio.no/ritmo/english/) at the University of Oslo.
 
+[![nordicsmc2021-thumbnail_640](https://github.com/user-attachments/assets/150b1143-0730-4083-af52-8c062a080deb)](https://www.youtube.com/watch?v=tZVX_lDFrwc)
+
 ## Reference
 
 If you use this toolbox in your research, please cite this article:
 
 - Laczkó, B., & Jensenius, A. R. (2021). [Reflections on the Development of the Musical Gestures Toolbox for Python](https://www.duo.uio.no/bitstream/handle/10852/89331/Laczk%25C3%25B3_et_al_2021_Reflections_on_the_Development_of_the.pdf?sequence=2&isAllowed=y). *Proceedings of the Nordic Sound and Music Computing Conference*, Copenhagen.
 
-## Credits
-
-Developers: [Balint Laczko](https://github.com/balintlaczko), [Joachim Poutaraud](https://github.com/joachimpoutaraud), [Frida Furmyr](https://github.com/fridafu), [Marcus Widmer](https://github.com/marcuswidmer), [Alexander Refsum Jensenius](https://github.com/alexarje/)
-
 ## License
 
 This toolbox is released under the [GNU General Public License 3.0 license](https://www.gnu.org/licenses/gpl-3.0.en.html).