基于Harris图像拼接的全景视频稳像算法 |
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引用本文: | 王正家,吴春林,柯黎明,陈文重,刘城逍. 基于Harris图像拼接的全景视频稳像算法[J]. 红外技术, 2022, 44(11): 1203-1209 |
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作者姓名: | 王正家 吴春林 柯黎明 陈文重 刘城逍 |
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作者单位: | 1.湖北工业大学 现代制造质量工程重点实验室, 湖北 武汉 430068 |
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基金项目: | 国家自然科学基金51275158 |
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摘 要: | 对于背景变换和抖动分量比较小的视频序列,传统稳像算法不能直接适用,本文提出一种基于Harris图像拼接的全景稳像算法。首先采用Prewitt算子提取出图像的边缘信息,在此基础上进行分区的Harris特征点检测;然后结合NCC(normalized cross correlation)算法与RANSAC(random sample consensus)算法实现图像间的特征点精确匹配,接着利用加权平均融合的方法进行图像融合;最后对融合后的全景图像进行剪裁,完成图像补偿,输出稳定的视频序列。实验结果表明:改进的Harris算法提高了算法效率以及正确特征点数量,并且本文稳像算法实时性较好,能够有效消除视频抖动并输出稳定的视频序列。
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关 键 词: | 图像拼接 全景稳像算法 Harris特征点检测 图像补偿 |
收稿时间: | 2021-12-08 |
Panoramic Video Image Stabilization Algorithm Based on Harris Image Stitching |
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Affiliation: | 1.Key Laboratory of Modern Manufacturing Quality Engineering, Hubei University of Technology, Wuhan 430068, China2.State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan 430068, China |
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Abstract: | Traditional image stabilization algorithms cannot be directly applicable for video sequences with small background transformation and jitter components. In this study, a panoramic image stabilization algorithm based on the Harris image mosaic is proposed. First, the Prewitt operator was used to extract the edge information of the image, and then, Harris feature points were detected. Subsequently, both NCC and RANSAC algorithms are combined to achieve the exact matching of feature points between images, and the weighted average fusion method is used for image fusion. Finally, the fused panoramic image is clipped to complete image compensation and output a stable video sequence. The experimental results show that the improved Harris algorithm improves the algorithm efficiency and number of correct feature points. Moreover, the image stabilization algorithm in this study demonstrated good real-time performance, which can effectively eliminate video jitter and output stable video sequences. |
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