Infrared Dim and Small Target Sequence Dataset Generation Method Based on Generative Adversarial Networks

doi:10.3390/electronics12173625

CIOMP OpenIR

	Infrared Dim and Small Target Sequence Dataset Generation Method Based on Generative Adversarial Networks
	L. H. Zhang, W. H. Lin, Z. M. Shen, D. W. Zhang, B. L. Xu, K. M. Wang and J. Chen
	2023
发表期刊	Electronics
卷号	12 期号:17 页码:16
摘要	With the development of infrared technology, infrared dim and small target detection plays a vital role in precision guidance applications. To address the problems of insufficient dataset coverage and huge actual shooting costs in infrared dim and small target detection methods, this paper proposes a method for generating infrared dim and small target sequence datasets based on generative adversarial networks (GANs). Specifically, first, the improved deep convolutional generative adversarial network (DCGAN) model is used to generate clear images of the infrared sky background. Then, target-background sequence images are constructed using multi-scale feature extraction and improved conditional generative adversarial networks. This method fully considers the infrared characteristics of the target and the background, which can achieve effective expansion of the image data and provide a test set for the infrared small target detection and recognition algorithm. In addition, the classifier's performance can be improved by expanding the training set, which enhances the accuracy and effect of infrared dim and small target detection based on deep learning. After experimental evaluation, the dataset generated by this method is similar to the real infrared dataset, and the model detection accuracy can be improved after training with the latest deep learning model.
DOI	10.3390/electronics12173625
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收录类别	sci
语种	英语
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/68184
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	L. H. Zhang, W. H. Lin, Z. M. Shen, D. W. Zhang, B. L. Xu, K. M. Wang and J. Chen. Infrared Dim and Small Target Sequence Dataset Generation Method Based on Generative Adversarial Networks[J]. Electronics,2023,12(17):16.
APA	L. H. Zhang, W. H. Lin, Z. M. Shen, D. W. Zhang, B. L. Xu, K. M. Wang and J. Chen.(2023).Infrared Dim and Small Target Sequence Dataset Generation Method Based on Generative Adversarial Networks.Electronics,12(17),16.
MLA	L. H. Zhang, W. H. Lin, Z. M. Shen, D. W. Zhang, B. L. Xu, K. M. Wang and J. Chen."Infrared Dim and Small Target Sequence Dataset Generation Method Based on Generative Adversarial Networks".Electronics 12.17(2023):16.

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