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- W4322760107 abstract "Change detection for aerial imagery involves locating and identifying changes associated with the areas of interest between co-registered bi-temporal or multi-temporal images of a geographical location. Farm ponds are man-made structures belonging to the category of minor irrigation structures used to collect surface run-off water for future irrigation purposes. Detection of farm ponds from aerial imagery and their evolution over time helps in land surveying to analyze the agricultural shifts, policy implementation, seasonal effects and climate changes. In this paper, we introduce a publicly available object detection and instance segmentation (OD/IS) dataset for localizing farm ponds from aerial imagery. We also collected and annotated the bi-temporal data over a time-span of 14 years across 17 villages, resulting in a binary change detection dataset called textbf{F}arm textbf{P}ond textbf{C}hange textbf{D}etection Dataset (textbf{FPCD}). We have benchmarked and analyzed the performance of various object detection and instance segmentation methods on our OD/IS dataset and the change detection methods over the FPCD dataset. The datasets are publicly accessible at this page: textit{url{https://huggingface.co/datasets/ctundia/FPCD}}" @default.
- W4322760107 created "2023-03-03" @default.
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- W4322760107 date "2023-02-28" @default.
- W4322760107 modified "2023-09-26" @default.
- W4322760107 title "FPCD: An Open Aerial VHR Dataset for Farm Pond Change Detection" @default.
- W4322760107 doi "https://doi.org/10.48550/arxiv.2302.14554" @default.
- W4322760107 hasPublicationYear "2023" @default.
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