About Solar Photovoltaic Panel Annotation
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About Solar Photovoltaic Panel Annotation video introduction
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6 FAQs about [Solar Photovoltaic Panel Annotation]
How many annotated solar panels are there?
The dataset contains 2,542 annotated solar panels. This dataset may be used independently to develop detection models uniquely applicable to satellite imagery or in conjunction with existing solar panel aerial imagery datasets to support generalized detection models.
How does manual solar panel annotation work?
Manual solar panel annotation on the scale of this dataset (over 19,000 distinct objects) required steps to ensure quality and to prevent incorrect labelling or omission of solar arrays. To ensure each solar array was accurately identified in the data, two annotators processed each image file independently.
What is the information gap in distributed solar photovoltaic (PV) arrays?
Here, we focus on the information gap in distributed solar photovoltaic (PV) arrays, of which there is limited public data on solar PV deployments at small geographic scales. We created a dataset of solar PV arrays to initiate and develop the process of automatically identifying solar PV locations using remote sensing imagery.
Are annotated solar panels available in native resolution and HD satellite imagery?
To the best knowledge of the authors, there are no publicly available datasets including annotated solar panels in native resolution and HD satellite imagery. The process for creating the paired native resolution and HD image tiles and associated labels is described in the paper. Both sets of components contain three image tiles and 2,542 annotated solar panels.
Are solar panel datasets available?
Prior research has generated a multitude of PV datasets, including global-scale datasets such as the Global Development Potential PV Indices . However, the availability of solar panel data obtained from high-resolution aerial/satellite images and labeled with semantic information is limited, and only available for certain regions .
What do the pink annotations on solar panels mean?
Here, the pink annotations indicate the solar panel, which is defined as the foreground class, and regions without panels are defined as the background class. In quantitative terms, the majority of images exhibit a ratio of PV panels of less than 10 %, with only a few images containing a high proportion of PV area.
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