Research of Industrial Heat Sources Detection Method Based on Thermal Infrared Satellite Data

2022 ◽  
pp. 163-172
Author(s):  
Jie Wang ◽  
Yu Liu ◽  
Hongzhong Lu ◽  
Jianwei Qi ◽  
Ping Ai
Keyword(s):  
Satellite Data ◽  
Detection Method ◽  
Thermal Infrared ◽  
Heat Sources

scholarly journals A Robust Thermal Infrared Vehicle and Pedestrian Detection Method in Complex Scenes

Sensors ◽  
2021 ◽  
Vol 21 (4) ◽  
pp. 1240
Author(s):  
Yang Liu ◽  
Hailong Su ◽  
Cao Zeng ◽  
Xiaoli Li
Keyword(s):  
Detection Method ◽  
Selection Process ◽  
Pedestrian Detection ◽  
Thermal Infrared ◽  
Single Shot ◽  
Detection Algorithms ◽  
Complex Scenes ◽  
Thermal Infrared Images ◽  
Online Feature Selection ◽  
Huge Challenge

In complex scenes, it is a huge challenge to accurately detect motion-blurred, tiny, and dense objects in the thermal infrared images. To solve this problem, robust thermal infrared vehicle and pedestrian detection method is proposed in this paper. An important weight parameter β is first proposed to reconstruct the loss function of the feature selective anchor-free (FSAF) module in its online feature selection process, and the FSAF module is optimized to enhance the detection performance of motion-blurred objects. The proposal of parameter β provides an effective solution to the challenge of motion-blurred object detection. Then, the optimized anchor-free branches of the FSAF module are plugged into the YOLOv3 single-shot detector and work jointly with the anchor-based branches of the YOLOv3 detector in both training and inference, which efficiently improves the detection precision of the detector for tiny and dense objects. Experimental results show that the method proposed is superior to other typical thermal infrared vehicle and pedestrian detection algorithms due to 72.2% mean average precision (mAP).

Combining SMOS with visible and near/shortwave/thermal infrared satellite data for high resolution soil moisture estimates

2014 ◽  
Vol 516 ◽  
pp. 273-283 ◽  
Author(s):  
Sergio Sánchez-Ruiz ◽  
María Piles ◽  
Nilda Sánchez ◽  
José Martínez-Fernández ◽  
Mercè Vall-llossera ◽  
...  
Keyword(s):  
Soil Moisture ◽  
High Resolution ◽  
Satellite Data ◽  
Thermal Infrared

scholarly journals New Asia Dust Storm Detection Method Based on the Thermal Infrared Spectral Signature

2014 ◽  
Vol 7 (1) ◽  
pp. 51-71 ◽  
Author(s):  
Hui Xu ◽  
Tianhai Cheng ◽  
Xingfa Gu ◽  
Tao Yu ◽  
Yu Wu ◽  
...  
Keyword(s):  
Dust Storm ◽  
Detection Method ◽  
Thermal Infrared ◽  
Spectral Signature ◽  
Infrared Spectral

Thermal infrared anomalies associated with multi-year earthquakes in the Tibet region based on China’s FY-2E satellite data

2016 ◽  
Vol 58 (6) ◽  
pp. 989-1001 ◽  
Author(s):  
X. Lu ◽  
Q.Y. Meng ◽  
X.F. Gu ◽  
X.D. Zhang ◽  
T. Xie ◽  
...  
Keyword(s):  
Satellite Data ◽  
Thermal Infrared ◽  
Thermal Infrared Anomalies

scholarly journals Estimation of Land Surface Temperature from Landsat-8 OLI Thermal Infrared Satellite Data. A Comparative Analysis of Two Cities in Ghana

2021 ◽  
Vol 10 (04) ◽  
pp. 131-149
Author(s):  
Yaw A. Twumasi ◽  
Edmund C. Merem ◽  
John B. Namwamba ◽  
Olipa S. Mwakimi ◽  
Tomas Ayala-Silva ◽  
...  
Keyword(s):  
Comparative Analysis ◽  
Surface Temperature ◽  
Land Surface Temperature ◽  
Satellite Data ◽  
Land Surface ◽  
Thermal Infrared ◽  
Landsat 8 ◽  
Landsat 8 Oli ◽  
Two Cities

Developing a dust storm detection method combining Support Vector Machine and satellite data in typical dust regions of Asia

2020 ◽  
Vol 65 (4) ◽  
pp. 1263-1278
Author(s):  
Lamei Shi ◽  
Jiahua Zhang ◽  
Da Zhang ◽  
Tertsea Igbawua ◽  
Yuqin Liu
Keyword(s):  
Support Vector Machine ◽  
Satellite Data ◽  
Dust Storm ◽  
Detection Method ◽  
Support Vector
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