Automatic Recognition of Indoor Fire and Combustible Material with Material-Auxiliary Fire Dataset

Early and timely fire detection within enclosed spaces notably diminishes the response time for emergency aid. Previous methods have mostly focused on singularly detecting either fire or combustible materials, rarely integrating both aspects, leading to a lack of a comprehensive understanding of ind...

Full description

Bibliographic Details
Published in:	Mathematics
Main Authors:	Feifei Hou, Wenqing Zhao, Xinyu Fan
Format:	Article
Language:	English
Published:	MDPI AG 2023-12-01
Subjects:	fire detection combustible material recognition deep learning indoor fire scene semantic segmentation
Online Access:	https://www.mdpi.com/2227-7390/12/1/54

Similar Items

Three-Dimensional Indoor Fire Evacuation Routing
by: Yan Zhou, et al.
Published: (2020-09-01)

Early Fire Detection: A New Indoor Laboratory Dataset and Data Distribution Analysis
by: Amril Nazir, et al.
Published: (2022-01-01)

Determining the Temperature and Time of Wood Combustion from Char Layer Parameters: Methodological Guidelines for Fire Investigators
by: I. S. Taubkin
Published: (2017-12-01)

Intelligent Methods for Forest Fire Detection Using Unmanned Aerial Vehicles
by: Nikolay Abramov, et al.
Published: (2024-03-01)

Development of an agent-based indoor evacuation model for local fire risks analysis
by: Rui Feng Cao, et al.
Published: (2023-03-01)

UAV-StrawFire: A visible and infrared dataset for real-time straw-fire monitoring with deep learning and image fusion
by: Xikun Hu, et al.
Published: (2025-07-01)

Research progress and development trend of mine fire prevention and extinguishing materials
by: Yingxin ZHANG, et al.
Published: (2023-10-01)

Video Fire Detection Methods Based on Deep Learning: Datasets, Methods, and Future Directions
by: Chengtuo Jin, et al.
Published: (2023-08-01)

Data-Driven Prediction Methods for Real-Time Indoor Fire Scenario Inferences
by: Lu Zhang, et al.
Published: (2023-10-01)

Combustible Material Content vs. Fire Properties of Electric Cables
by: Katarzyna Kaczorek-Chrobak, et al.
Published: (2020-11-01)

Updating regional fire hazard scales for forest areas of Krasnoyarsk Krai
by: V. A. Ivanov, et al.
Published: (2023-12-01)

Land8Fire: A Complete Study on Wildfire Segmentation Through Comprehensive Review, Human-Annotated Multispectral Dataset, and Extensive Benchmarking
by: Anh Tran, et al.
Published: (2025-08-01)

Non-combustible composite materials for fire curtains: thermal analysis and microscopy
by: Gravit Marina, et al.
Published: (2024-05-01)

The Sinkhole Phenomenon—Changes in Compartment Fire Characteristics Due to Incomplete Combustion before Flame Ejection
by: Hong-Seok Yun, et al.
Published: (2022-11-01)

The Limiting Content of Combustibles to Prevent Minestone from the Spreading of Fire
by: Boleslav Taraba, et al.
Published: (2023-06-01)

Influence of Compartment Fire Behavior at Ignition and Combustion Development Stages on the Operation of Fire Detectors
by: Alena Zhdanova, et al.
Published: (2022-06-01)

Mathematical Modeling of Heat Transfer in an Element of Combustible Plant Material When Exposed to Radiation from a Forest Fire
by: Nikolay Baranovskiy, et al.
Published: (2019-08-01)

Predict Future Transient Fire Heat Release Rates Based on Fire Imagery and Deep Learning
by: Lei Xu, et al.
Published: (2024-06-01)

Enhancing drone-based fire detection with flame-specific attention and optimized feature fusion
by: Qiang Wang, et al.
Published: (2025-08-01)

Fire Resistance of Building Structures and Fire Protection Materials: Bibliometric Analysis
by: Marina Victorovna Gravit, et al.
Published: (2024-12-01)

On the Special Conceptual Framework for the Fire Forensics
by: I. S. Taubkin
Published: (2020-10-01)

Study on temperature field characteristics of window glass unexposed surfaces under varying indoor fire source conditions
by: Zhihan Li, et al.
Published: (2025-09-01)

Recognition of Stages of Endogenous Fire Outbreak and Development in Coal Mines
by: Nurlan Suleimenov, et al.
Published: (2025-10-01)

Current situation and new technology prospects of hidden fire source location detection of residual coal spontaneous combustion in goaf
by: Duo ZHANG, et al.
Published: (2024-11-01)

Fire behavior simulation of Xintian forest fire in 2022 using WRF-fire model
by: Hongmei Hu, et al.
Published: (2024-08-01)

The Impact of Structural and Material Solutions for Glazing Connections on Deformation During Fire
by: Konrad Podawca, et al.
Published: (2019-06-01)

Modeling and mechanism of propagation of underground coal smoldering fires with thermal buoyancy driven
by: Shaotang HUI, et al.
Published: (2024-02-01)

Simulation-Based Investigation of the Effectiveness of Fire Suppression Techniques for Residential Furnishing
by: Wenqi Song, et al.
Published: (2025-08-01)

Multi-scale Segformer: image segmentation algorithm for electric vehicles in fire accident
by: Mengqi Lei, et al.
Published: (2024-12-01)

Size-resolved particulate matter inside selected fire stations and preliminary evaluation of the effectiveness of washing machines in reducing its concentrations
by: Karolina Bralewska, et al.
Published: (2024-08-01)

Study on Coupled Combustion Behavior of Two Parallel Line Fires
by: Qiong Liu, et al.
Published: (2022-01-01)

Analysis of combustion characteristics of wood stack and absolute ethanol in fire extinguishing experiment
by: Chunxiao Liu, et al.
Published: (2023-12-01)

Development and Validation of a Zone Fire Model Embedding Multi-Fuel Combustion
by: Bernard Porterie, et al.
Published: (2022-04-01)

Analysis on combustion characteristics of pool fire in the confined space with horizontal ceiling openings
by: Chen Bing, et al.
Published: (2019-10-01)

Experimental study of fire exposed expanded polystyrene (EPS) insulation protected by selected coverings
by: Brynhild Garberg Olsø, et al.
Published: (2024-02-01)

Damage analysis and assessment of concrete T-girder bridge based on fire scene numerical reconstruction
by: Yingzhen Chen, et al.
Published: (2024-10-01)

An Indoor Fire Detection Method Based on Multi-Sensor Fusion and a Lightweight Convolutional Neural Network
by: Xinwei Deng, et al.
Published: (2023-12-01)

Optimizing Deep Learning Models for Fire Detection, Classification, and Segmentation Using Satellite Images
by: Abdallah Waleed Ali, et al.
Published: (2025-01-01)

Transformer-Based Fire Detection in Videos
by: Konstantina Mardani, et al.
Published: (2023-03-01)

SIMULATION OF INITIAL STAGE OF STATIONARY FLAME FIRE IN INDOOR AREAS
by: V. V. Nevdakh, et al.
Published: (2014-06-01)