https://github.com/robertanto/real-time-sound-event-detection

This repository contains the python implementation of a Sound Event Detection systems working in real time.
https://github.com/robertanto/real-time-sound-event-detection

Last synced: about 2 months ago
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This repository contains the python implementation of a Sound Event Detection systems working in real time.

• Host: GitHub
• URL: https://github.com/robertanto/real-time-sound-event-detection
• Owner: robertanto
• Created: 2021-05-16T14:36:08.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-10-10T11:26:30.000Z (about 2 years ago)
• Last Synced: 2023-07-25T23:27:54.912Z (over 1 year ago)
• Language: Python
• Homepage:
• Size: 13.4 MB
• Stars: 10
• Watchers: 1
• Forks: 3
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Real-Time Sound Event Detection

This repository contains the python implementation of a Sound Event Detection system working in real time. 



## Getting started

Execute the following commands to setup you project.

```bash 

git clone https://github.com/robertanto/Real-Time-Sound-Event-Detection.git

cd Real-Time-Sound-Event-Detection

pip3 install -r requirements.txt

```

At this point you have only to execute the demo by running the following command:

```bash 

python3 ./sound_event_detection.py

```

### Change the classes to detect

To modify the classes to visualize in the plot, change the event's ids in the file `sound_event_detection.py` at the line 16:

```python

plt_classes = [0,132,420,494] # Speech, Music, Explosion, Silence 

```

You can find the full list of 521 audio events in `keras_yamnet\yamnet_class_map.csv`. It follows the list of the first 50 audio events:

    0, Speech

    1, Child speech, kid speaking

    2, Conversation

    3, Narration, monologue

    4, Babbling

    5, Speech synthesizer

    6, Shout

    7, Bellow

    8, Whoop

    9, Yell

    10, Children shouting

    11, Screaming

    12, Whispering

    13, Laughter

    14, Baby laughter

    15, Giggle

    16, Snicker

    17, Belly laugh

    18, Chuckle, chortle

    19, Crying, sobbing

    20, Baby cry, infant cry

    21, Whimper

    22, Wail, moan

    23, Sigh

    24, Singing

    25, Choir

    26, Yodeling

    27, Chant

    28, Mantra

    29, Child singing

    30, Synthetic singing

    31, Rapping

    32, Humming

    33, Groan

    34, Grunt

    35, Whistling

    36, Breathing

    37, Wheeze

    38, Snoring

    39, Gasp

    40, Pant

    41, Snort

    42, Cough

    43, Throat clearing

    44, Sneeze

    45, Sniff

    46, Run

    47, Shuffle

    48, Walk, footsteps

    49, Chewing, mastication

    50, Biting