[HTML][HTML] Real-time vehicle detection based on improved yolo v5

Y Zhang, Z Guo, J Wu, Y Tian, H Tang, X Guo - Sustainability, 2022 - mdpi.com
To reduce the false detection rate of vehicle targets caused by occlusion, an improved
method of vehicle detection in different traffic scenarios based on an improved YOLO v5 …

[HTML][HTML] Binary Neural Networks in FPGAs: Architectures, Tool Flows and Hardware Comparisons

Y Su, KP Seng, LM Ang, J Smith - Sensors, 2023 - mdpi.com
Binary neural networks (BNNs) are variations of artificial/deep neural network (ANN/DNN)
architectures that constrain the real values of weights to the binary set of numbers {− 1, 1} …

[HTML][HTML] Wildfire and smoke detection using staged YOLO model and ensemble CNN

C Bahhar, A Ksibi, M Ayadi, MM Jamjoom, Z Ullah… - Electronics, 2023 - mdpi.com
One of the most expensive and fatal natural disasters in the world is forest fires. For this
reason, early discovery of forest fires helps minimize mortality and harm to ecosystems and …

[HTML][HTML] Review of Modern Forest Fire Detection Techniques: Innovations in Image Processing and Deep Learning

B Özel, MS Alam, MU Khan - Information, 2024 - mdpi.com
Fire detection and extinguishing systems are critical for safeguarding lives and minimizing
property damage. These systems are especially vital in combating forest fires. In recent …

[HTML][HTML] Real-time forest fire detection by ensemble lightweight YOLOX-L and defogging method

J Huang, Z He, Y Guan, H Zhang - Sensors, 2023 - mdpi.com
Forest fires can destroy forest and inflict great damage to the ecosystem. Fortunately, forest
fire detection with video has achieved remarkable results in enabling timely and accurate …

[HTML][HTML] Forest fire smoke detection based on deep learning approaches and unmanned aerial vehicle images

SY Kim, A Muminov - Sensors, 2023 - mdpi.com
Wildfire poses a significant threat and is considered a severe natural disaster, which
endangers forest resources, wildlife, and human livelihoods. In recent times, there has been …

[HTML][HTML] Early smoke and flame detection based on transformer

X Wang, M Li, M Gao, Q Liu, Z Li, L Kou - Journal of Safety Science and …, 2023 - Elsevier
Fire-detection technology plays a critical role in ensuring public safety and facilitating the
development of smart cities. Early fire detection is imperative to mitigate potential hazards …

[HTML][HTML] An efficient forest fire target detection model based on improved YOLOv5

L Zhang, J Li, F Zhang - Fire, 2023 - mdpi.com
To tackle the problem of missed detections in long-range detection scenarios caused by the
small size of forest fire targets, initiatives have been undertaken to enhance the feature …

Fire situation detection method for unmanned fire-fighting vessel based on coordinate attention structure-based deep learning network

S Wang, Y Zhang, TH Hsieh, W Liu, F Yin, B Liu - Ocean Engineering, 2022 - Elsevier
In the process of offshore fire protection, discovering the fire situation and grasping the
development trend of the fire situation are the premise and basis for formulating scientific …

[HTML][HTML] Edge AI-based tree trunk detection for forestry monitoring robotics

DQ da Silva, FN dos Santos, V Filipe, AJ Sousa… - Robotics, 2022 - mdpi.com
Object identification, such as tree trunk detection, is fundamental for forest robotics.
Intelligent vision systems are of paramount importance in order to improve robotic …