Early fire detection using convolutional neural networks during surveillance for effective disaster management

Muhammad, Khan, Ahmad, Jamil, Baik, Sung Wook·2018·Neurocomputing

Cited by (558)

Items 101–200 of 558

  1. SWVR: A Lightweight Deep Learning Algorithm for Forest Fire Detection and Recognition
    Li Jin, Yanqi Yu, Jianing Zhou, Di Bai, Haifeng Lin, Hongping Zhou · 2024 · Forests
  2. Comparison of new individual and hybrid machine learning algorithms for modeling and mapping fire hazard: a supplementary analysis of fire hazard in different counties of Golestan Province in Iran
    Saeedeh Eskandari, Mahdis Amiri, Nitheshnirmal Sãdhasivam, Hamid Reza Pourghasemi · 2020 · Natural Hazards
  3. An Alertness-Adjustable Cloud/Fog IoT Solution for Timely Environmental Monitoring Based on Wildfire Risk Forecasting
    Athanasios Tsipis, Asterios Papamichail, Ioannis Angelis, George Koufoudakis, Georgios Tsoumanis, Κωνσταντίνος Οικονόμου · 2020 · Energies
  4. A Robust Fire Detection Model via Convolution Neural Networks for Intelligent Robot Vision Sensing
    Qing An, Xijiang Chen, Junqian Zhang, Ruizhe Shi, Yuanjun Yang, Wei Huang · 2022 · Sensors
  5. Fire Detection Based on Fractal Analysis and Spatio-Temporal Features
    Monir Torabian, Hossein Pourghassem, Homayoun Mahdavi‐Nasab · 2021 · Fire Technology
  6. Multi-sourced sensing and support vector machine classification for effective detection of fire hazard in early stage
    Siyuan Chen, Jinchang Ren, Yijun Yan, Meijun Sun, Fuyuan Hu, Huimin Zhao · 2022 · Computers & Electrical Engineering
  7. The Use of Decision Support in Search and Rescue: A Systematic Literature Review
    Wajeeha Nasar, Ricardo da Silva Torres, Odd Erik Gundersen, Anniken Thoresen Karlsen · 2023 · ISPRS Int. J. Geo Inf.
  8. A Deep Separable Convolutional Neural Network for Multiscale Image-Based Smoke Detection
    Yinuo Huo, Qixing Zhang, Yang Jia, Dongcai Liu, Jinfu Guan, Gaohua Lin, Yongming Zhang · 2022 · Fire Technology
  9. Fog Computing and Deep CNN Based Efficient Approach to Early Forest Fire Detection with Unmanned Aerial Vehicles
    Kethavath Srinivas, Mohit Dua · 2019 · Lecture notes in networks and systems
  10. A visualized fire detection method based on convolutional neural network beyond anchor
    Yuming Li, Wei Zhang, Yanyan Liu, Yao Jin · 2022 · Applied Intelligence
  11. A multi-neural network fusion algorithm for fire warning in tunnels
    Bin Sun, Zhao‐Dong Xu · 2022 · Applied Soft Computing
  12. Human Detection and Action Recognition for Search and Rescue in Disasters Using YOLOv3 Algorithm
    B. Valarmathi, Jain Kshitij, Rajpurohit Dimple, Nitish Gupta, Harold Robinson, G. Arulkumaran, Tadesse Mulu · 2023 · Journal of Electrical and Computer Engineering
  13. Recent Advances and Emerging Directions in Fire Detection Systems Based on Machine Learning Algorithms
    Bogdan Diaconu · 2023 · Fire
  14. Enhancing real-time fire detection: an effective multi-attention network and a fire benchmark
    Taimoor Khan, Zulfiqar Ahmad Khan, Chang Choi · 2023 · Neural Computing and Applications
  15. DeepStar: Detecting Starring Characters in Movies
    Ijaz Ul Haq, Khan Muhammad, Amin Ullah, Sung Wook Baik · 2019 · IEEE Access
  16. Multilabel Image Classification with Deep Transfer Learning for Decision Support on Wildfire Response
    Minsoo Park, Dai Quoc Tran, Seungsoo Lee, Seunghee Park · 2021 · Remote Sensing
  17. A modified vision transformer architecture with scratch learning capabilities for effective fire detection
    Hikmat Yar, Zulfiqar Ahmad Khan, Tanveer Hussain, Sung Wook Baik · 2024 · Expert Systems with Applications
  18. A Highly Effective Deep Learning Based Escape Route Recognition Module for Autonomous Robots in Crisis and Emergency Situations
    Ricardo Buettner, Hermann Baumgartl · 2019 · Hawaii International Conference on System Sciences (HICSS)
  19. Personalized Movie Summarization Using Deep CNN‐Assisted Facial Expression Recognition
    Ijaz Ul Haq, Amin Ullah, Khan Muhammad, Mi Young Lee, Sung Wook Baik · 2019 · Complexity
  20. Fire Detection and Recognition Optimization Based on Virtual Reality Video Image
    Xinchu Huang, Lin Du · 2020 · IEEE Access
  21. Wildfire Susceptibility Mapping Using Deep Learning Algorithms in Two Satellite Imagery Dataset
    Nazanin Bahadori, Seyed Vahid Razavi-Termeh, Abolghasem Sadeghi‐Niaraki, Khalifa M. Al‐Kindi, Tamer Abuhmed, Behrokh Nazeri, Soo-Mi Choi · 2023 · Forests
  22. A Review of Non-Contact Water Level Measurement Based on Computer Vision and Radar Technology
    Zeheng Wu, Yu Huang, Kailin Huang, Kang Yan, Hua Chen · 2023 · Water
  23. Energy-Efficient Monitoring of Fire Scenes for Intelligent Networks
    Khan Muhammad, Joel J. P. C. Rodrigues, S. A. Kozlov, Francesco Piccialli, Victor Hugo C. de Albuquerque · 2020 · IEEE Network
  24. Internet-of-Things Enabled Forest Fire Detection System
    Kaushal Mehta, Sachin Sharma, Dipankar Mishra · 2021 · International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)
  25. Twin support vector machine based on improved artificial fish swarm algorithm with application to flame recognition
    Yikai Gao, Linbo Xie, Zhengdao Zhang, Qigao Fan · 2020 · Applied Intelligence
  26. Time Series Forest Fire Prediction Based on Improved Transformer
    Xinyu Miao, Jian Li, Yunjie Mu, Cheng He, Yunfei Ma, Jie Chen, Wentao Wei, Demin Gao · 2023 · Forests
  27. Classification of potential fire outbreaks: A fuzzy modeling approach based on thermal images
    Maria João Sousa, Alexandra Moutinho, Miguel Almeida · 2019 · Expert Systems with Applications
  28. Wildfire detection in aerial images using deep learning
    Hoor Ul Ain Tahir, Abdullah Waqar, Shehzad Khalid, Syed Muhammad Usman · 2022 · International Conference on Digital Futures and Transformative Technologies (ICoDT2)
  29. Fire Detection Using Deep Transfer Learning on Surveillance Videos
    Abdul Bari, Tapas Saini, Anoop Kumar · 2021 · International Conference on Intelligent Communication Technologies and Virtual Mobile Networks (ICICV)
  30. Improving wildland fire spread prediction using deep U-Nets
    Fadoua Khennou, Moulay A. Akhloufi · 2023 · Science of Remote Sensing
  31. Applications of Artificial Intelligence in Disaster Management
    Tanu Gupta, Sudip Kumar Roy · 2024 · International Conference on Computing and Artificial Intelligence (ICCAI)
  32. Gas Leakage Detection System with Alarming System
    Muhammad Ahmad Baballe, Mukhtar Ibrahim Bello · 2022 · Review of Computer Engineering Research
  33. CS-CNN: Enabling Robust and Efficient Convolutional Neural Networks Inference for Internet-of-Things Applications
    Yiran Shen, Tao Han, Qing Yang, Xu Yang, Yong Wang, Feng Li, Hongkai Wen · 2018 · IEEE Access
  34. A Novel Forest Fire Detection System Using Fuzzy Entropy Optimized Thresholding and STN-based CNN
    Suresh Babu Avula, SatyaJaswanth Badri, Gokul Reddy P · 2020 · International Conference on Communication Systems & Networks (COMSNETS)
  35. A chip-less and battery-less subharmonic tag for wireless sensing with parametrically enhanced sensitivity and dynamic range
    Hussein M. E. Hussein, Matteo Rinaldi, Marvin Onabajo, Cristian Cassella · 2021 · Scientific Reports
  36. FireNet-v2: Improved Lightweight Fire Detection Model for Real-Time IoT Applications
    Anwer Shees, Mohd. Samar Ansari, Akshay Varshney, Mamoona Naveed Asghar, Nadia Kanwal · 2023 · Procedia Computer Science
  37. Intelligent fire location detection approach for extrawide immersed tunnels
    Zhen Zhang, Liang Wang, Songlin Liu, Yunfei Yin · 2023 · Expert Systems with Applications
  38. Multiscale network based on feature fusion for fire disaster detection in complex scenes
    Jian Feng, Yu Sun · 2023 · Expert Systems with Applications
  39. Application of a Novel Multiscale Global Graph Convolutional Neural Network to Improve the Accuracy of Forest Type Classification Using Aerial Photographs
    Huiqing Pei, Toshiaki Owari, Satoshi Tsuyuki, Yunfang Zhong · 2023 · Remote Sensing
  40. A Reinforcement Learning-based Fire Warning and Suppression System Using Unmanned Aerial Vehicles
    Fereidoun H. Panahi, Farzad H. Panahi, Tomoaki Otsuki Ohtsuki · 2022 · IEEE Transactions on Instrumentation and Measurement
  41. False Positive Decremented Research for Fire and Smoke Detection in Surveillance Camera using Spatial and Temporal Features Based on Deep Learning
    Yeunghak Lee, Jaechang Shim · 2019 · Electronics
  42. A survey on event detection approaches for sensor based IoT
    Manish Kumar, Pramod Kumar Singh, Manish Kumar Maurya, Anubhav Shivhare · 2023 · Internet of Things
  43. Real-Time Forest Fire Detection with Lightweight CNN Using Hierarchical Multi-Task Knowledge Distillation
    Ismail El Madafri, Marta Peña, Noelia Olmedo Torre · 2024 · Fire
  44. FLAME: fire detection in videos combining a deep neural network with a model-based motion analysis
    Diego Gragnaniello, Antonio Greco, Carlo Sansone, Bruno Vento · 2025 · Neural computing & applications (Print)
  45. Nemo: An Open-Source Transformer-Supercharged Benchmark for Fine-Grained Wildfire Smoke Detection
    Amirhessam Yazdi, Heyang Qin, Connor B. Jordan, Lei Yang, Feng Yan · 2022 · Remote Sensing
  46. People and Vehicles in Danger - A Fire and Flood Detection System in Social Media
    Panagiotis Giannakeris, Konstantinos Avgerinakis, Αναστάσιος Καρακώστας, Stefanos Vrochidis, Ioannis Yiannis Kompatsiaris · 2018 · Multidimensional Signal Processing Workshop
  47. To ensure the safety of storage: Enhancing accuracy of fire detection in warehouses with deep learning models
    Qi Zhang, Yongfu Tian, Jianguo Chen, Xiaole Zhang, Qi Zhang · 2024 · Process Safety and Environmental Protection
  48. Lightweight Forest Fire Detection Based on Deep Learning
    Ruixian Fan, Mingtao Pei · 2021 · Machine learning for signal processing ...
  49. Early indoor occluded fire detection based on firelight reflection characteristics
    Yakun Xie, Jun Zhu, Yukun Guo, Jigang You, Dejun Feng, Yungang Cao · 2022 · Fire Safety Journal
  50. Spain on fire: A novel wildfire risk assessment model based on image satellite processing and atmospheric information
    Helena Liz, Javier Huertas‐Tato, Jorge Pérez‐Aracil, Carlos Casanova-Mateo, Julia Sanz, David Camacho · 2023 · Knowledge-Based Systems
  51. Deep Learning for Scene Classification: A Survey
    Delu Zeng, Minyu Liao, Mohammad Tavakolian, Yulan Guo, Bolei Zhou, Dewen Hu, Matti Pietikäinen, Li Liu · 2021 · arXiv (Cornell University)
  52. A Review of Forest Fire Combating Efforts, Challenges and Future Directions in Peninsular Malaysia, Sabah, and Sarawak
    Yee Jian Chew, Ooi Shih Yin, Ying Han Pang, Kok‐Seng Wong · 2022 · Forests
  53. Locating and deploying essential goods and equipment in disasters using AI-enabled approaches: A systematic literature review
    Shima Farazmehr, Yong Chun Wu · 2023 · Progress in Disaster Science
  54. Deep Learning and Stereo Vision Based Detection of Post-Earthquake Fire Geolocation for Smart Cities within the Scope of Disaster Management: İstanbul Case
    Tacettin Kustu, Alev Taskin · 2022 · International Journal of Disaster Risk Reduction
  55. A Yolo-based Approach for Fire and Smoke Detection in IoT Surveillance Systems
    Dawei Zhang · 2024 · International Journal of Advanced Computer Science and Applications
  56. Swarm‐based optimizer for convolutional neural network: An application for flood susceptibility mapping
    Tien‐Yin Chou, Thanh Van Hoang, Yao‐Min Fang, Quoc‐Huy Nguyen, Tuan Anh Lai, Van‐Manh Pham, Van‐Manh Vu, Quang‐Thanh Bui · 2020 · Transactions in GIS
  57. Optimized cross-module attention network and medium-scale dataset for effective fire detection
    Zulfiqar Ahmad Khan, Fath U Min Ullah, Hikmat Yar, Waseem Ullah, Noman Khan, Min Je Kim, Sung Wook Baik · 2024 · Pattern Recognition
  58. A Comprehensive Review of Advanced Sensor Technologies for Fire Detection with a Focus on Gasistor-Based Sensors
    Mohsin Ali, Ibtisam Ahmad, Ik Geun, Syed Ameer Hamza, Umar Ijaz, Yuseong Jang, Jahoon Koo, Young‐Gab Kim, Hee‐Dong Kim · 2025 · Chemosensors
  59. Patchwise dictionary learning for video forest fire smoke detection in wavelet domain
    Xuehui Wu, Yichao Cao, Xiaobo Lu, Henry Leung · 2021 · Neural Computing and Applications
  60. Computer Vision Based Industrial and Forest Fire Detection Using Support Vector Machine (SVM)
    Md. Abdur Rahman, Sayed Tanimun Hasan, Mohammed Abdul Kader · 2022 · International Conference on Innovations in Science, Engineering and Technology (ICISET)
  61. FSH-DETR: An Efficient End-to-End Fire Smoke and Human Detection Based on a Deformable DEtection TRansformer (DETR)
    Tianyu Liang, Guigen Zeng · 2024 · Sensors
  62. Beyond boundaries: Advancements in fire and smoke detection for indoor and outdoor surveillance feeds
    Rafaqat Alam Khan, Usama Ijaz Bajwa, Rana Hammad Raza, Muhammad Waqas Anwar · 2025 · Engineering Applications of Artificial Intelligence
  63. Emergency management systems using mobile cloud computing: A survey
    Sarmistha Nanda, Chhabi Rani Panigrahi, Bibudhendu Pati · 2020 · International Journal of Communication Systems
  64. Tackling Small Data Challenges in Visual Fire Detection: A Deep Convolutional Generative Adversarial Network Approach
    Zhaoyi Xu, Yanjie Guo, Joseph Homer Saleh · 2020 · IEEE Access
  65. Fire Detection inImages Using FrameworkBased on Image Processing, Motion Detection and Convolutional Neural Network
    Yavuz Selim Taşpınar, Murat Köklü, Mustafa Altin · 2021 · International Journal of Intelligent Systems and Applications in Engineering
  66. Characteristics Based Fire Detection System Under the Effect of Electric Fields With Improved Yolo-v4 and ViBe
    Shuai Zhao, Boyun Liu, Zheng Chi, Taiwei Li, Shengnan Li · 2022 · IEEE Access
  67. Predicting catastrophic temperature changes based on past events via a CNN-LSTM regression mechanism
    Syed Adnan Yusuf, Abdulrahman A. Alshdadi, Madini Obad Alassafi, Rayed A. AlGhamdi, Abdul Samad · 2021 · Neural Computing and Applications
  68. Unveiling the frontiers of deep learning: Innovations shaping diverse domains
    Shams Forruque Ahmed, Md. Sakib Bin Alam, Maliha Kabir, Shaila Afrin, Sabiha Jannat Rafa, Aanushka Mehjabin, Amir H. Gandomi · 2025 · Applied Intelligence
  69. Development and Application of Fire Video Image Detection Technology in China's Road Tunnels
    Wentao Dai, Jixun Jiang, Guofeng Ding, Zhigang Liu · 2019 · Civil Engineering Journal
  70. A Novel Method for Smart Fire Detection Using Acoustic Measurements and Machine Learning: Proof of Concept
    John Martinsson, Marcus Runefors, Håkan Frantzich, Dag Glebe, Margaret McNamee, Olof Mogren · 2022 · Fire Technology
  71. Inverse tracing of fire source in a single room based on CFD simulation and deep learning
    Xiaobo Shen, Zhaoyang Cao, Haifeng Liu, Beihua Cong, Feng Zhou, Yun‐Sheng Ma, Xiong Zou, Shengke Wei · 2023 · Journal of Building Engineering
  72. Dark-channel based attention and classifier retraining for smoke detection in foggy environments
    Xiaoli Gong, Hangyu Hu, Zhengwei Wu, Lijun He, Le Yang, Fan Li · 2022 · Digital Signal Processing
  73. Real-Time Smoke Detection in Surveillance Videos Using an Enhanced RT-DETR Framework with Triplet Attention and HS-FPN
    Lanyan Yang, Yuanhang Cheng, Fang Xu, Boning Li, Xiaoxu Li · 2024 · Fire
  74. YOLO-LFD: A Lightweight and Fast Model for Forest Fire Detection
    Honglin Wang, Yangyang Zhang, Cheng Zhu · 2024 · Computers, materials & continua/Computers, materials & continua (Print)
  75. Influence of temperature on acoustic emission source location accuracy in underground structure
    Long-jun DONG, Qing TAO, Qingchun Hu · 2021 · Transactions of Nonferrous Metals Society of China
  76. A lightweight network for real-time smoke semantic segmentation based on dual paths
    Yuming Li, Wei Zhang, Yanyan Liu, Xiaorui Shao · 2022 · Neurocomputing
  77. A fire alarm judgment method using multiple smoke alarms based on Bayesian estimation
    Gang Liu, Hongyong Yuan, Lida Huang · 2023 · Fire Safety Journal
  78. Visual Intelligence in Smart Cities: A Lightweight Deep Learning Model for Fire Detection in an IoT Environment
    Muhammad Nadeem, Naqqash Dilshad, Norah Saleh Alghamdi, L. Minh Dang, Hyoung‐Kyu Song, Junyoung Nam, Hyeonjoon Moon · 2023 · Smart Cities
  79. Wildfire susceptibility mapping by incorporating damage proxy maps, differenced normalized burn Ratio, and deep learning algorithms based on sentinel-1/2 data: a case study on Maui Island, Hawaii
    Suci Ramayanti, Bong-Chan Kim, Sungjae Park, Chang-Wook Lee · 2024 · GIScience & Remote Sensing
  80. Comparative study on machine learning algorithms for early fire forest detection system using geodata.
    Mohammed Zouiten, Chaaouan Hanae, Larbi Setti · 2020 · International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering
  81. Retracted: Convolution Neural Network based Specialized Restaurant Rating Using Facial Expression Detection
    D. Sivabalaselvamani, B. Soorya · 2020 · International Conference on Inventive Computation Technologies (ICICT) · Retracted
  82. An Early Flame Detection System Based on Image Block Threshold Selection Using Knowledge of Local and Global Feature Analysis
    Ting Wei Hsu, Shreya Pare, Mahendra Singh Meena, Deepak Kumar Jain, Dong Lin Li, Amit Kumar Saxena, Mukesh Prasad, Chin‐Teng Lin · 2020 · Sustainability
  83. A Lightweight Convolutional Neural Network Flame Detection Algorithm
    Wenzheng Li, Zongyang Yu · 2021 · IEEE International Conference on Electronics Information and Emergency Communication
  84. L2 regularized deep convolutional neural networks for fire detection
    Sanjiban Sekhar Roy, Vatsal Goti, Aditya K. Sood, Harsh Roy, Tania Bogdana Gavrila, D. Floroian, Nicolae Paraschiv, Behnam Mohammadi-Ivatloo · 2022 · Journal of Intelligent & Fuzzy Systems
  85. Fire Detection Approach Based on Vision Transformer
    Otabek Khudayberdiev, Jiashu Zhang, Ahmed Elkhalil, Lansana Balde · 2022 · Lecture notes in computer science
  86. Fire and Smoke Detection Using Capsule Network
    Rafaqat Alam Khan, Hussain Ali, Usama Ijaz Bajwa, Rana Hammad Raza, Muhammad Waqas Anwar · 2022 · Fire Technology
  87. Fire Early Warning Using Fire Sensors, Microcontroller and SMS Gateway
    Rizqi Sukma Kharisma, Ardi Setiyansah · 2020 · Journal of Robotics and Control (JRC)
  88. Assessing the Impact of the Loss Function, Architecture and Image Type for Deep Learning-Based Wildfire Segmentation
    Jorge Francisco Ciprián-Sánchez, Gilberto Ochoa‐Ruiz, Lucile Rossi, Frédéric Morandini · 2021 · Applied Sciences
  89. Fire detection in video surveillance using superpixel-based region proposal and ESE-ShuffleNet
    Pengyu Wang, Jianmei Zhang, Hongqing Zhu · 2021 · Multimedia Tools and Applications
  90. A Novel Disaster Image Data-set and Characteristics Analysis using Attention Model
    Fahim Faisal Niloy, Arif, Abu Bakar Siddik Nayem, Anis Sarker, Ovi Paul, M. Ashraful Amin, Amin Ahsan Ali, Moinul Islam Zaber, AKM Mahbubur Rahman · 2021 · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition
  91. Efficient and Fast Objects Detection Technique for Intelligent Video Surveillance Using Transfer Learning and Fine-Tuning
    Mahmoud Ahmadi, Wael Ouarda, Adel M. Alimi · 2019 · Arabian Journal for Science and Engineering
  92. DLNR-SIQA: Deep Learning-Based No-Reference Stitched Image Quality Assessment
    Hayat Ullah, Muhammad Irfan, Kyungjin Han, Jong Weon Lee · 2020 · Sensors
  93. Preparation of High-Efficiency Flame-Retardant and Superhydrophobic Cotton Fabric by a Multi-Step Dipping
    Jingda Huang, Mengmeng Li, Changying Ren, Wentao Huang, Qiang Wu, Qian Li, Wenbiao Zhang, Siqun Wang · 2021 · Coatings
  94. Time-Efficient Fire Detection Convolutional Neural Network Coupled with Transfer Learning
    Hanan A. Hosni Mahmoud, Amal H. Alharbi, Norah Saleh Alghamdi · 2021 · Intelligent Automation & Soft Computing
  95. Forest Fire Detection via Feature Entropy Guided Neural Network
    Zhenwei Guan, Feng Min, Wei He, Wenhua Fang, Tao Lü · 2022 · Entropy
  96. Dynamic prediction of global monthly burned area with hybrid deep neural networks
    Guoli Zhang, Ming Wang, Kai Liu · 2022 · Ecological Applications
  97. FuF-Det: An Early Forest Fire Detection Method under Fog
    Yaxuan Pang, Yiquan Wu, Yubin Yuan · 2023 · Remote Sensing
  98. FoSp: Focus and Separation Network for Early Smoke Segmentation
    Lujian Yao, Haitao Zhao, Jingchao Peng, Zhongze Wang, Kaijie Zhao · 2024 · Proceedings of the AAAI Conference on Artificial Intelligence
  99. Combining machine learning (ML) and participatory rural appraisal (PRA) for disaster risk preparedness (DRP): Evidence from the poorest region of Luzon, Philippines
    Emmanuel Azcarraga Onsay, Jomar F. Rabajante · 2024 · International Journal of Disaster Risk Reduction
  100. Dual-agent intelligent fire detection method for large commercial spaces based on numerical databases and artificial intelligence
    Gang Liu, Zenghui Liu, Guanhua Qu, Lei Ren, Lan Wang, Ming Gao Yan · 2024 · Process Safety and Environmental Protection