A building height dataset across China in 2017 estimated by the spatially-informed approachAs a fundamental aspect of the urban form, building height is a key attribute for reflecting human activities and human-environment interactions in the urban context. However, openly accessible building height ...
Thus, the goal of this study is to use the spatially-informed Gaussian process regression (Si-GPR) to create a wall-to-wall 1 km resolution building height dataset across China in 2017. For validation, the estimated building height was compared to cadastral references and reliable open data....
However, openly accessible building height maps covering the whole China remain sorely limited, particularly for spatially informed data. Here we developed a 1km×1km resolution building height dataset across China in 2017 using Spatially-informed Gaussian process regression (Si-GPR) and open-access ...
A building height dataset across China in 2017 estimated by the spatially-informed approach Sci. Data, 9 (2022), pp. 1-11, 10.1038/s41597-022-01192-x View in ScopusGoogle Scholar Zhang and Chen, 2020 X. Zhang, Z. Chen Precise Transformation Method and Program Realization Between WGS84 and...
First, we inter-compared the performance of the radar features, the optical features, as well as a synergistic combination of both on the Berlin dataset. This dataset contains a large number of potential samples, as well as a good distribution among height classes (Table 2), which we attribut...
When manually labeling the ScanBank dataset, the captions of the respective figures were included in their respective boxes to be consistent withDeepFigures. In total, 3,375 figures were labeled across the entire dataset of 10,182 page images. ...
(Al Ain, UAE; Hafar-al-Batin and Medina, Saudi Arabia; Zahedan, Iran). We then masked out all individual MUA grid cells with open water area ≥50%, using the Global 1-km Consensus Land Cover dataset42. After that, individual MUA size ranged from 389 grid cells (Guangzhou+, China) ...
Memoization becomes beneficial if your dataset undergoes frequent updates or transformations. It prevents unnecessary recalculations and re-renders, improving the efficiency of your components. Avoid direct DOM manipulation. Let React handle the DOM updates. Avoid direct manipulation using D3 that might ...
The proposed method is validated by a dataset of natural factory scenes, demonstrating the effectiveness of the method. The workflow of the human-in-the-loop security system can be summarized as Fig. 9 in which the artificial intelligence algorithm and humans (experts or crowd-sourcing workers) ...
In dataset B we start with 1,337 labeled buildings and our preprocessing step is able to find 80 % when generating about 240,000 candidates. To put this in perspective, without this preprocessing step, because the centers can be any pixel, the width and height can be any combination (non...