Early Fire and Smoke Detection Using Deep Learning: A Comprehensive Review of Models, Datasets, and Challenges

Research article (Applied Sciences, 2025) · cited 15× · AI/ML
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Early Fire and Smoke Detection Using Deep Learning: A Comprehensive Review of Models, Datasets, and Challenges

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Early Fire and Smoke Detection Using Deep Learning: A Comprehensive Review of Models, Datasets, and Challenges is a scholarly article[1].

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  • Early Fire and Smoke Detection Using Deep Learning: A Comprehensive Review of Models, Datasets, and Challenges's instance of is recorded as scholarly article[2].

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APA 4ort.xyz Knowledge Graph. (2026). Early Fire and Smoke Detection Using Deep Learning: A Comprehensive Review of Models, Datasets, and Challenges. Retrieved May 24, 2026, from https://4ort.xyz/entity/early-fire-and-smoke-detection-using-deep-learning-a-comprehensive-review-of-models-datasets-and-challenges
MLA “Early Fire and Smoke Detection Using Deep Learning: A Comprehensive Review of Models, Datasets, and Challenges.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/early-fire-and-smoke-detection-using-deep-learning-a-comprehensive-review-of-models-datasets-and-challenges.
BibTeX @misc{4ortxyz_early-fire-and-smoke-detection-using-deep-learning-a-comprehensive-review-of-models-datasets-and-challenges_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Early Fire and Smoke Detection Using Deep Learning: A Comprehensive Review of Models, Datasets, and Challenges}}, year = {2026}, url = {https://4ort.xyz/entity/early-fire-and-smoke-detection-using-deep-learning-a-comprehensive-review-of-models-datasets-and-challenges}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Early Fire and Smoke Detection Using Deep Learning: A Comprehensive Review of Models, Datasets, and Challenges — https://4ort.xyz/entity/early-fire-and-smoke-detection-using-deep-learning-a-comprehensive-review-of-models-datasets-and-challenges (retrieved 2026-05-24)

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