| Author | Paper | Method | Own Dataset | Link |
|---|---|---|---|---|
| Dunnings et al. | Yes | Deep CNN classification (InceptionV3) + superpix. loc. | Yes | https://github.com/tobybreckon/fire-detection-cnn |
| hojak99 | No | background substraction + red channel rule | No | https://github.com/hojak99/fire-detection |
| Yes | https://github.com/cair/Fire-Detection-Image-Dataset | |||
| Steffens et al. | Yes | Deep CNN classification (InceptionV3) | Yes | https://github.com/steffensbola/furg-fire-dataset |
| Deep CNN classification (custom arch) + Raspberry Pi | Yes | https://github.com/arpit-jadon | ||
| Foggia et al. | Color + Shape + Motion Features | https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7014233 | ||
| Zhang et al. | Deep CNN detection (R-CNN) | Synthetic | https://www.sciencedirect.com/science/article/pii/S1877705817362574 | |
https://github.com/ckyrkou/AIDER https://github.com/ckyrkou/EmergencyNet
| Dataset | Samples | Annotations | Link |
|---|---|---|---|
| Foggia et al. | Per-video | https://mivia.unisa.it/datasets/video-analysis-datasets/fire-detection-dataset/ | |
| Aligarh Muslim University | https://drive.google.com/drive/folders/1HznoBFEd6yjaLFlSmkUGARwCUzzG4whq | ||
| Dunnings, Breckon | https://collections.durham.ac.uk/downloads/r2d217qp536 | ||
| VisiFire | http://signal.ee.bilkent.edu.tr/VisiFire/ |
| Application | Platform | Code |
|---|---|---|
| AR Drone Fire Detection | AR Drone | https://github.com/Sanderi44/AR-Drone-Fire-Detection.git |
Community-Empowered Air Quality Monitoring System, CMU RI, https://arxiv.org/pdf/1804.03293.pdf
Project RISE, CMU RI, https://smoke.createlab.org/faq.html