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Magalhaes

IMPORTANT - the code assumes that the data is stored in the /media/magalhaes directory, please change the paths accordingly.

Project collectively developed by the team at INESC-ID.

Includes the work done for the thesis of Diogo Ferrão: Data Augmentation for Urban Environmental Sound Classification on Edge Devices.

Setup

conda env create -f environment.yml

or

pip install -r requirements.txt

Vision

Models

Data

Sound

Models

Data

Media structure

We also provide a more detailed description of the media structure in /media/magalhaes/README.md

/media/magalhaes
├── DAWN
│   ├── Sand
│   ├── Snow
│   ├── Fog
│   │   ├── images
│   │   └── labels
│   └── Rain
│       ├── images
│       └── labels
├── ESC-50
│   └── audio
├── ExDark
│   ├── images
│   └── labels
├── FSD50K
│   └── dev_audio
├── coco
│   ├── images
│   │   └── val2017
│   └── labels
│       └── val2017
├── emergency_vehicles
│   ├── images
│   └── labels
├── schreder
│   ├── labels
│   └── images
├── schreder_sound
│   ├── 15_12_2022
│   │   └── ground_truth
│   ├── 16_12_2022
│   │   └── ground_truth
│   ├── 18_12_2022
│   │   └── ground_truth
│   ├── 21_12_2022
│   │   └── ground_truth
│   ├── 22_9_2022
│   |   └── ground_truth
│   ...
│   └── outdoor_silence
├── sound
│   ├── checkpoints
│   ├── datasets
│   ├── onnx
│   ├── pretrained
│   └── spectograms
└── vision
    ├── checkpoints
    ├── datasets
    ├── onnx
    └── pretrained

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