Uncovering local aggregated air quality index with smartphone captured images leveraging efficient deep convolutional neural network
In this research, we vigorously analyze the difficulties of predicting location-specific PM2.5 concentration from photos captured by smartphone cameras. Here, we particularly focus on Dhaka, the capital of Bangladesh, considering its very high level of air pollution exposure to a huge number of its dwellers. In our research, we develop a Deep Convolutional Neural Network (DCNN) and train it using more than a thousand outdoor photos captured and labeled by us. We capture the photos at various locations in Dhaka, Bangladesh, and label them based on PM2.5 concentration data extracted from the local US consulate as computed by the NowCast algorithm. During training with the dataset, our model learns a correlation index through supervised learning, which improves the model's ability to act as a Picture-based Predictor of PM2.5 Concentration (PPPC) making it capable of detecting comparable daily aggregated AQI index from a photo captured by a smartphone. The code and dataset is made publicly available here.
The dataset is available via Zenodo.
- Published to Nature Scientific Reports. Link.
If you have used this dataset, please cite the following paper:
[1] Mondal, J.J., Islam, M.F., Islam, R. et al. Uncovering local aggregated air quality index with smartphone captured images leveraging efficient deep convolutional neural network. Sci Rep 14, 1627 (2024). https://doi.org/10.1038/s41598-023-51015-1
@article{Mondal_2024,
title={Uncovering local aggregated air quality index with smartphone captured images leveraging efficient deep convolutional neural network},
volume={14},
ISSN={2045-2322},
url={http://dx.doi.org/10.1038/s41598-023-51015-1},
DOI={10.1038/s41598-023-51015-1},
number={1},
journal={Scientific Reports},
publisher={Springer Science and Business Media LLC},
author={Mondal, Joyanta Jyoti and Islam, Md. Farhadul and Islam, Raima and Rhidi, Nowsin Kabir and Newaz, Sarfaraz and Manab, Meem Arafat and Islam, A. B. M. Alim Al and Noor, Jannatun},
year={2024},
month=jan }