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New Results on Small and Dim Infrared Target Detection [PDF]

Sensors, 2021
Real-time small infrared (IR) target detection is critical to the performance of the situational awareness system in high-altitude aircraft. However, current IR target detection systems are generally hardware-unfriendly and have difficulty in achieving a
Hao Wang, Zehao Zhao, Chiman Kwan, Geqiang Zhou, Yaohong Chen   +4 more
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Deep asymmetric extraction and aggregation for infrared small target detection [PDF]

Scientific Reports, 2023
Infrared small target detection is widely applied in military and civilian fields. Due to the small size of infrared targets, textural detail is missing.
Zhongwu Lin, Yuhao Ma, Ruixing Ming, Guohui Yao, Zhuo Lei, Qinghui Zhou, Min Huang   +6 more
doaj   +2 more sources

SDDNet: Infrared small and dim target detection network

CAAI Transactions on Intelligence Technology, 2023
This study focuses on developing deep learning methods for small and dim target detection. We model infrared images as the union of the target region and background region.
Ma Long, Shu Cong, Huang Shanshan, Wei Zoujian, Wang Xuhao, Wei Yanxi   +5 more
doaj   +2 more sources

Infrared Dim Small Target Detection Networks: A Review

Sensors
In recent years, with the rapid development of deep learning and its outstanding capabilities in target detection, innovative methods have been introduced for infrared dim small target detection.
Yongbo Cheng, Xuefeng Lai, Yucheng Xia, Jinmei Zhou   +3 more
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Infrared Small Target Detection via Modified Random Walks [PDF]

Remote Sensing, 2018
Infrared small target detection under intricate background and heavy noise is one of the crucial tasks in the field of remote sensing. Conventional algorithms can fail in detecting small targets due to the low signal-to-noise ratios of the images.
Chaoqun Xia, Xiaorun Li, Liaoying Zhao
doaj   +2 more sources

CCRANet: A Two-Stage Local Attention Network for Single-Frame Low-Resolution Infrared Small Target Detection

Remote Sensing, 2023
Infrared small target detection technology is widely used in infrared search and tracking, infrared precision guidance, low and slow small aircraft detection, and other projects. Its detection ability is very important in terms of finding unknown targets
Wenjing Wang, Chengwang Xiao, Haofeng Dou, Ruixiang Liang, Huaibin Yuan, Guanghui Zhao, Zhiwei Chen, Yuhang Huang   +7 more
doaj   +1 more source

CA-U2-Net: Contour Detection and Attention in U2-Net for Infrared Dim and Small Target Detection

IEEE Access, 2023
With the development of infrared technology, infrared dim and small target detection plays an essential role in precision guidance and early warning systems.
Leihong Zhang, Weihong Lin, Zimin Shen, Dawei Zhang, Banglian Xu, Kaimin Wang, Jian Chen   +6 more
doaj   +1 more source

Prior-Guided Data Augmentation for Infrared Small Target Detection

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022
Recently, a lot of deep learning (DL) methods have been proposed for infrared small target detection (ISTD). A DL-based model for the ISTD task needs large amounts of samples.
Ao Wang, Wei Li, Zhanchao Huang, Xin Wu, Feiran Jie, Ran Tao   +5 more
doaj   +1 more source

Thermodynamics-Inspired Multi-Feature Network for Infrared Small Target Detection

Remote Sensing, 2023
Infrared small target detection (IRSTD) is widely used in many fields such as detection and guidance systems and is of great research importance. However, small targets in infrared images are typically small, blurry, feature-poor, and prone to being ...
Mingjin Zhang, Handi Yang, Ke Yue, Xiaoyu Zhang, Yuqi Zhu, Yunsong Li   +5 more
doaj   +1 more source

Infrared Single-Frame Small Target Detection Based on Block-Matching

Sensors, 2022
The robust detection of small targets is one of the crucial techniques in an infrared system. It is still a challenge to detect small targets under complex backgrounds.
Yi Man, Qingyun Yang, Tao Chen
doaj   +1 more source