Visionary vigilance: Optimized YOLOV8 for fallen person detection with large-scale benchmark dataset

H Khan, I Ullah, M Shabaz, MF Omer, MT Usman… - Image and Vision …, 2024 - Elsevier
Falls pose a significant risk to elderly people, patients with diseases such as neurological
disorders, cardiovascular diseases, and disabled children. This highlights the need for real …

[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] Esfd-yolov8n: early smoke and fire detection method based on an improved yolov8n model

D Mamadaliev, PLM Touko, JH Kim, SC Kim - Fire, 2024 - mdpi.com
Ensuring fire safety is essential to protect life and property, but modern infrastructure and
complex settings require advanced fire detection methods. Traditional object detection …

Fsh-detr: An efficient end-to-end fire smoke and human detection based on a deformable detection transformer (detr)

T Liang, G Zeng - Sensors, 2024 - mdpi.com
Fire is a significant security threat that can lead to casualties, property damage, and
environmental damage. Despite the availability of object-detection algorithms, challenges …

[HTML][HTML] Improving Fire Detection Accuracy through Enhanced Convolutional Neural Networks and Contour Techniques

AS Buriboev, K Rakhmanov, T Soqiyev, AJ Choi - Sensors, 2024 - mdpi.com
In this study, a novel method combining contour analysis with deep CNN is applied for fire
detection. The method was made for fire detection using two main algorithms: one which …

Dehazing Algorithm Integration with YOLO-v10 for Ship Fire Detection

F Akhmedov, R Nasimov, A Abdusalomov - Fire, 2024 - search.proquest.com
Ship fire detection presents significant challenges in computer vision-based approaches
due to factors such as the considerable distances from which ships must be detected and …

[HTML][HTML] Early Poplar (Populus) Leaf-Based Disease Detection through Computer Vision, YOLOv8, and Contrast Stretching Technique

F Bolikulov, A Abdusalomov, R Nasimov, F Akhmedov… - Sensors, 2024 - mdpi.com
Poplar (Populus) trees play a vital role in various industries and in environmental
sustainability. They are widely used for paper production, timber, and as windbreaks, in …

A forest fire recognition method based on modified deep CNN model

S Zheng, X Zou, P Gao, Q Zhang, F Hu, Y Zhou, Z Wu… - Forests, 2024 - mdpi.com
Controlling and extinguishing spreading forest fires is a challenging task that often leads to
irreversible losses. Moreover, large-scale forest fires generate smoke and dust, causing …

Robust Forest Fire Detection Method for Surveillance Systems Based on You Only Look Once Version 8 and Transfer Learning Approaches

N Yunusov, BMDS Islam, A Abdusalomov, W Kim - Processes, 2024 - mdpi.com
Forest fires have emerged as a significant global concern, exacerbated by both global
warming and the expanding human population. Several adverse outcomes can result from …

[HTML][HTML] Smoke Detection Transformer: An Improved Real-Time Detection Transformer Smoke Detection Model for Early Fire Warning

B Sun, X Cheng - Fire, 2024 - mdpi.com
As one of the important features in the early stage of fires, the detection of smoke can
provide a faster early warning of a fire, thus suppressing the spread of the fire in time …