Update README.md

README.md

@@ -28,7 +28,6 @@ The data were collected using **SilentWear**, an unobtrusive, ultra-low-power EM
 ![SilentWear Signals](./images/signals.png)
 
 ---
-
 # Dataset Description
 
 The dataset includes recordings from:
@@ -50,10 +49,7 @@ Further details on the data collection methodology are available at:
 https://arxiv.org/placeholder
 
 ---
-
 # Repository Organization
-
-
 The repository contains two subfolders:
 ### 1️⃣ `data_raw_and_filt`
 
@@ -65,7 +61,7 @@ Each file:
 - Contains filtered EMG signals (4th-order high-pass at 20 Hz + 50 Hz notch)
 - Is stored in `.h5` format\
 - Uses the HDF5 key `"emg"`
-
+- 
 Directory structure example:
 
 ```text
@@ -97,7 +93,6 @@ import pandas as pd
 df = pd.read_hdf("data_raw_and_filt/S01/silent/sess_1_batch_1.h5", key="emg")
 df.head()
 ```
-
 ------------------------------------------------------------------------
 
 #### File Content Structure (`data_raw_and_filt`)
@@ -111,14 +106,12 @@ Each `.h5` file contains:
 | Labels       | `Label_int`, `Label_str` | Integer and string class labels |
 | Metadata     | `session_id`, `batch_id` | Session and batch identifiers   |
 
-
 ### 2️⃣ `wins_and_features`
 - Non-overlapping windowed segments  
 - Raw and filtered signals  
 - Extracted time-frequency features  
 
 These files can be directly used for model training or benchmarking.  
-
 ---
 
 # Code and Usage
@@ -144,9 +137,6 @@ Alternatively, you may directly use the `data_raw_and_filt` folder to:
 
 ---
 
-
-# 
-
 # Contributing
 
 We aim to promote standardized evaluation and fair comparison across models.
@@ -158,7 +148,6 @@ https://github.com/pulp-bio/silent_wear
 Please refer to the repository README for submission guidelines.
 
 ---
-
 # Citation
 
 If you use this dataset, please cite:
@@ -171,8 +160,6 @@ If you use this dataset, please cite:
   url = {coming soon}
 }
 ```
-
-
 ## 📄 License
 
 See the `LICENSE` file for the full license text.
@@ -181,4 +168,18 @@ This project makes use of the following licenses:
 
 - Apache License 2.0 — See the `LICENSE` file for the full license text.
 
-- Images are under the the Creative Commons Attribution 4.0 International License - see the `LICENSE.images` file for details.
+- Images are under the the Creative Commons Attribution 4.0 International License - see the `LICENSE.images` file for details.
+
+
+## 👨‍💻 Contributors
+
+_Silent-Wear_ has been developed at _ETH Zürich_, by the _PULP-Bio_ [Biomedical Circuits, System](https://iis-projects.ee.ethz.ch/index.php?title=Biomedical_Circuits,_Systems,_and_Applications):
+
+- Giusy Spacone [Scholar](https://scholar.google.com/citations?user=dGE8uMEAAAAJ&hl=en) (Conceptualization, Experimental Design, Development)
+- Sebastian Frey [Scholar](https://scholar.google.com/citations?user=7jhiqz4AAAAJ&hl=en) (PCB design, Firmware, Documentation)
+- Fiona Meier (Hardware Development)
+- Giovanni Pollo [Scholar](https://scholar.google.com/citations?hl=it&user=znSV3doAAAAJ&view_op=list_works&sortby=pubdate) (Experimental Desing, Data Collection, Documentation)
+
+- Luca Benini [Scholar](https://scholar.google.com/citations?user=8riq3sYAAAAJ&hl=en)(Supervision, Conceptualization)
+- Andrea Cossettini [Scholar](https://scholar.google.com/citations?user=d8O91jIAAAAJ&hl=en)(Supervision, Project administration)
+-