Video smoke detection with domain knowledge and transfer learning from deep convolutional neural networks
Sign Up to like & getrecommendations! Published in 2021 at "Optik"
DOI: 10.1016/j.ijleo.2021.166947
Abstract: Abstract Video smoke detection (VSD) is a prospective and effective solution for fire detection in spacious buildings and forests. Most of the deep learning based VSD model are end-to-end models, and the intrinsical knowledge of… read more here.
Keywords: smoke; transfer learning; domain knowledge; smoke detection ... See more keywords
Forest fire smoke detection under complex backgrounds using TRPCA and TSVB
Sign Up to like & getrecommendations! Published in 2021 at "International Journal of Wildland Fire"
DOI: 10.1071/wf20086
Abstract: It is difficult to detect forest fires in complex backgrounds owing to the many interfering factors in forest fire smoke. In this paper, a novel method that combines Time Domain Robust Principal Component Analysis (TRPCA)… read more here.
Keywords: forest fire; fire smoke; smoke; fire ... See more keywords
Edge Intelligence-Assisted Smoke Detection in Foggy Surveillance Environments
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2019.2915592
Abstract: Smoke detection in foggy surveillance environments is a challenging task and plays a key role in disaster management for industrial systems. The current smoke detection methods are applicable to only normal surveillance videos, providing unsatisfactory… read more here.
Keywords: detection foggy; foggy surveillance; surveillance environments; smoke detection ... See more keywords
Early smoke detection of forest fires based on SVM image segmentation
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Forest Science"
DOI: 10.17221/82/2018-jfs
Abstract: A smoke detection method is proposed in single-frame video sequence images for forest fire detection in large space and complex scenes. A new superpixel merging algorithm is further studied to improve the existing horizon detection… read more here.
Keywords: smoke detection; image segmentation; detection;
Semi-supervised wildfire smoke detection based on smoke-aware consistency
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Plant Science"
DOI: 10.3389/fpls.2022.980425
Abstract: The semi-transparency property of smoke integrates it highly with the background contextual information in the image, which results in great visual differences in different areas. In addition, the limited annotation of smoke images from real… read more here.
Keywords: consistency; smoke; semi supervised; smoke detection ... See more keywords
Automatic Fire and Smoke Detection Method for Surveillance Systems Based on Dilated CNNs
Sign Up to like & getrecommendations! Published in 2020 at "Atmosphere"
DOI: 10.3390/atmos11111241
Abstract: The technologies underlying fire and smoke detection systems play a crucial role in ensuring and delivering optimal performance in modern surveillance environments. In fact, fire can cause significant damage to lives and properties. Considering that… read more here.
Keywords: fire smoke; smoke detection; detection; method ... See more keywords