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The Plumb-Line Matching Algorithm for UAV Oblique Photographic Photos

斜格 摄影测量学 计算机科学 计算机视觉 特征(语言学) 人工智能 匹配(统计) 失真(音乐) 直线(几何图形) 交叉口(航空) 算法 数学 几何学 地理 放大器 计算机网络 哲学 语言学 统计 地图学 带宽(计算)
作者
Xinnai Zhang,Jiuyun Sun,Jingxiang Gao,Kai‐Jie Yu,Sheng Zhang
出处
期刊:Remote Sensing [Multidisciplinary Digital Publishing Institute]
卷期号:15 (22): 5290-5290
标识
DOI:10.3390/rs15225290
摘要

Building facades has always been a challenge for feature matching in oblique photogrammetry due to weak textures, non-Lambertian objects, severe occlusion, and distortion. Plumb lines are essential building geometry structural feature lines in building facades, which show strong spatial relevance to these problems. Achieving plumb line matching has great application potential for optimizing the process and products of oblique photogrammetry. Thus, we proposed a novel matching algorithm for plumb lines based on spatial and color hybrid constraints according to its central projection imaging characteristics. Firstly, based on vanishing point theory, the plumb lines from photos were back-calculated to determine the matching target set; secondly, the property of its large elevation ranges was exploited to calculate the homonymous points as spatial constraints by projecting plumb lines onto the stratified spatial planes; thirdly, the neighboring primary colors on both sides of the plumb lines were extracted as feature descriptors and compared by colorimetry; then, the greedy strategy was employed to successively filter out the locally optimal solutions satisfying the spatial and color hybrid constraints to complete the initial matching; finally, the intersection-over-union analysis of the solution plane and the verticalness evaluation of the matching results were implemented to eliminate errors. The results show that the proposed algorithm can achieve an average accuracy of 97.29% and 78.41% in the forward and lateral overlap experiments from multi-scenes, respectively, displaying a strong adaptability to poor texture, inconsistency, and distortion. In conclusion, thanks to the plumb-line-oriented matching strategy, this algorithm owns inherent advantages in theory and computational complexity. It is suitable for all building-oriented oblique photogrammetry tasks and is highly worthy of promotion and application.

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