Table 2.
A list of articles that has been selected for the final review.
| Authors | Year | Title |
|---|---|---|
| Zhao et al. [11] | 2018 | Saliency detection and deep learning-based wildfire identification in UAV imagery |
| Wang et al. [64] | 2019 | Early Forest Fire Region Segmentation Based on Deep Learning |
| Toan et al. [65] | 2019 | A deep learning approach for early wildfire detection from hyperspectral satellite images |
| Priya et al. [66] | 2019 | Deep Learning Based Forest Fire Classification and Detection in Satellite Images |
| Jiao et al. [67] | 2019 | A Deep Learning Based Forest Fire Detection Approach Using UAV and YOLOv3 |
| Hung et al. [68] | 2019 | Wildfire Detection in Video Images Using Deep Learning and HMM for Early Fire Notification System |
| Ban et al. [69] | 2020 | Near Real-Time Wildfire Progression Monitoring with Sentinel-1 SAR Time Series and Deep Learning |
| Arteaga et al. [2] | 2020 | Deep Learning Applied to Forest Fire Detection |
| de Almeida et al. [43] | 2020 | Bee2Fire: A deep learning powered forest fire detection system |
| Rahul et al. [70] | 2020 | Early detection of forest fire using deep learning |
| Khryashchev and Larionov [42] | 2020 | Wildfire Segmentation on Satellite Images using Deep Learning |
| Benzekri et al. [71] | 2020 | Early forest fire detection system using wireless sensor network and deep learning |
| Li et al. [52] | 2021 | Early Forest Fire Segmentation Based on Deep Learning |
| Ciprián-Sánchez et al. [72] | 2021 | FIRe-GAN: a novel deep learning-based infrared-visible fusion method for wildfire imagery |
| Jiang et al. [73] | 2021 | Deep learning of qinling forest fire anomaly detection based on genetic algorithm optimization |
| Bai et al. [74] | 2021 | Research on Forest Fire Detection Technology Based on Deep Learning |
| Fan and Pei [75] | 2021 | Lightweight Forest Fire Detection Based on Deep Learning |
| Ciprián-Sánchez et al. [59] | 2021 | Assessing the impact of the loss function, architecture and image type for deep learning-based wildfire segmentation |
| Li et al. [76] | 2021 | Early Forest Fire Detection Based on Deep Learning |
| Mohnish et al. [40] | 2022 | Deep Learning based Forest Fire Detection and Alert System |
| Seydi et al. [6] | 2022 | Fire-Net: A Deep Learning Framework for Active Forest Fire Detection |
| Ghali et al. [77] | 2022 | Deep Learning and Transformer Approaches for UAV-Based Wildfire Detection and Segmentation |
| Khan and Khan [78] | 2022 | FFireNet: Deep Learning Based Forest Fire Classification and Detection in Smart Cities |
| Sun [79] | 2022 | Analyzing Multispectral Satellite Imagery of South American Wildfires Using Deep Learning |
| Gayathri et al. [80] | 2022 | Prediction and Detection of Forest Fires based on Deep Learning Approach |
| Mohammed [39] | 2022 | A real-time forest fire and smoke detection system using deep learning |
| Mohammad et al. [81] | 2022 | Hardware Implementation of Forest Fire Detection System using Deep Learning Architectures |
| Kang et al. [82] | 2022 | A deep learning model using geostationary satellite data for forest fire detection with reduced detection latency |
| Ghosh and Kumar [83] | 2022 | A hybrid deep learning model by combining convolutional neural network and recurrent neural network to detect forest fire |
| Wang et al. [84] | 2022 | Forest Fire Detection Method Based on Deep Learning |
| Li et al. [85] | 2022 | A Deep Learning Method based on SRN-YOLO for Forest Fire Detection |
| Tahir et al. [86] | 2022 | Wildfire detection in aerial images using deep learning |
| Wei et al. [87] | 2022 | An Intelligent Wildfire Detection Approach through Cameras Based on Deep Learning |
| Peng and Wang [88] | 2022 | Automatic wildfire monitoring system based on deep learning |
| Tran et al. [89] | 2022 | Forest-Fire Response System Using Deep-Learning-Based Approaches with CCTV Images and Weather Data |
| Mashraqi, et al. [90] | 2022 | Drone Imagery Forest Fire Detection and Classification Using Modified Deep Learning Model |
| Almasoud [91] | 2023 | Intelligent Deep Learning Enabled Wild Forest Fire Detection System |
| Alice et al. [92] | 2023 | Automated Forest Fire Detection using Atom Search Optimizer with Deep Transfer Learning Model |
| Xie and Huang [93] | 2023 | Aerial Forest Fire Detection based on Transfer Learning and Improved Faster RCNN |