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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 +7 more
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A Scene Detection Complexity Metric for Infrared Small Target Detection [PDF]
SensorsInfrared small target detection is widely used in aerospace surveillance, maritime search and rescue, and military reconnaissance. However, the performance of detection algorithms is highly dependent on scene characteristics, and methods that perform ...
Zhiyuan Huang, Zhiyong Zhang
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IR-WSANet: A lightweight network with frequency-spatial joint optimization for infrared small target detection [PDF]
Scientific ReportsInfrared Small Target Detection (IRSTD) holds significant application value in military operations, early warning and surveillance, aerospace, and other fields.
Zhan Jin, Haonan Chen, Jiaxiang Chen
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Cross-Frequency Context-Guided Mamba Network for Infrared Small Target Detection [PDF]
SensorsInfrared small target detection remains challenging because small targets, cloud edges, sea reflections, building heat sources, and sensor noise often share similar high-frequency responses.
Hongxin Li, Nan Li, Lin Tian
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Engineered ScienceInfrared small target detection (ISTD) plays a crucial role in applications such as security surveillance, maritime rescue, and satellite remote sensing.
Lingyan Ran +3 more
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Infrared Dim Small Target Detection Networks: A Review
SensorsIn 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 +3 more
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CourtNet for Infrared Small-Target Detection
CoRR, 2022 Infrared small-target detection (ISTD) is an important computer vision task. ISTD aims at separating small targets from complex background clutter. The infrared radiation decays over distances, making the targets highly dim and prone to confusion with the background clutter, which makes the detector challenging to balance the precision and recall rate.
Jingchao Peng +4 more
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Asymmetric Contextual Modulation for Infrared Small Target Detection [PDF]
2021 IEEE Winter Conference on Applications of Computer Vision (WACV), 2021 Single-frame infrared small target detection remains a challenge not only due to the scarcity of intrinsic target characteristics but also because of lacking a public dataset. In this paper, we first contribute an open dataset with high-quality annotations to advance the research in this field. We also propose an asymmetric contextual modulation module
Yimian Dai +3 more
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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 +6 more
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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 +5 more
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