Towards trustworthy wildfire detection: integrating explainability and uncertainty in deep learning models

Khidirova Dilrabo Rasuljon qizi

Management and Economics Scientific Research Journal · 2026-yil

Annotatsiya

Wildfires are now a climate-driven, year-round hazard, raising the value of deep learning for early visual detection. This study presents BlazeVeritas AI, a wildfire detection framework integrating CNN, ResNet-18 [8], and DenseNet-121 [5] with Grad-CAM [7] explainability and uncertainty calibration via Monte Carlo Dropout [9] and Temperature Scaling, deployed through FastAPI and Streamlit. Results show that pairing explanation with calibrated uncertainty improves the reliability of wildfire decision-support systems.

Maqola ma’lumotlari
MualliflarKhidirova Dilrabo Rasuljon qizi
JurnalManagement and Economics Scientific Research Journal
NashriyotТошкент менежмент ва иқтисодиёт институти
Nashr sanasi2026-05-21
Jild3
Son3
Betlar113-119
TilIngliz
Indeksga qo‘shilgan2026-10-11

Maqolaning asl sahifasi

Kalit so‘zlar

trustworthy artificial intelligence; wildfire detection; Grad-CAM; uncertainty calibration; deep learning.

Iqtibos keltirish

APAKhidirova Dilrabo Rasuljon qizi (2026). TOWARDS TRUSTWORTHY WILDFIRE DETECTION: INTEGRATING EXPLAINABILITY AND UNCERTAINTY IN DEEP LEARNING MODELS. Management and Economics Scientific Research Journal, 3(3), 113-119. https://journals.timeedu.uz/index.php/mesr/article/view/121
GOST (OAK)Khidirova Dilrabo Rasuljon qizi TOWARDS TRUSTWORTHY WILDFIRE DETECTION: INTEGRATING EXPLAINABILITY AND UNCERTAINTY IN DEEP LEARNING MODELS // Management and Economics Scientific Research Journal. – 2026. – T. 3, № 3. – P. 113-119.
MLAKhidirova Dilrabo Rasuljon qizi. “TOWARDS TRUSTWORTHY WILDFIRE DETECTION: INTEGRATING EXPLAINABILITY AND UNCERTAINTY IN DEEP LEARNING MODELS.” Management and Economics Scientific Research Journal, 3(3), 113-119, 2026. https://journals.timeedu.uz/index.php/mesr/article/view/121
ChicagoKhidirova Dilrabo Rasuljon qizi. “TOWARDS TRUSTWORTHY WILDFIRE DETECTION: INTEGRATING EXPLAINABILITY AND UNCERTAINTY IN DEEP LEARNING MODELS.” Management and Economics Scientific Research Journal, 3(3), 113-119 (2026). https://journals.timeedu.uz/index.php/mesr/article/view/121
HarvardKhidirova Dilrabo Rasuljon qizi (2026) ‘TOWARDS TRUSTWORTHY WILDFIRE DETECTION: INTEGRATING EXPLAINABILITY AND UNCERTAINTY IN DEEP LEARNING MODELS’, Management and Economics Scientific Research Journal, 3(3), 113-119. https://journals.timeedu.uz/index.php/mesr/article/view/121
BibTeX
@article{khidirovadilraborasuljonqizi2026,
  title = {TOWARDS TRUSTWORTHY WILDFIRE DETECTION: INTEGRATING EXPLAINABILITY AND UNCERTAINTY IN DEEP LEARNING MODELS},
  author = {Khidirova Dilrabo Rasuljon qizi},
  journal = {Management and Economics Scientific Research Journal},
  year = {2026},
  volume = {3},
  number = {3},
  pages = {113-119},
  url = {https://journals.timeedu.uz/index.php/mesr/article/view/121}
}

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