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OliveTreeCrownsDb: A high-resolution UAV dataset for detection and segmentation in agricultural computer vision.

Data in brief · 22 Mar 2025 · 10.1016/j.dib.2025.111515

Abstract

This article introduces OliveTreeCrownsDb, a comprehensive dataset of high-resolution images captured by a DJI Phantom 4 RTK drone. The dataset includes 46 images covering an entire olive farm, focusing on the detection and analysis of olive tree crowns and supporting segmentation tasks. Each image is accompanied by detailed metadata, such as focal distance, capture altitude, GPS coordinates, and other essential parameters for accurate tree mapping and localization. OliveTreeCrownsDb is publicly accessible, promoting research in precision agriculture, including tree crown detection, segmentation, geometric shape analysis, automation, yield estimation, and computer vision applications. It facilitates the development of innovative algorithms to optimize resource allocation and improve crop management. By enabling studies on tree crown analysis and farm monitoring, OliveTreeCrownsDb advances agricultural technologies and enhances management practices in olive cultivation.

Plant phenotyping relevance

オリーブ樹冠の画像検出・セグメンテーションと幾何形状解析を可能にする公開データセットが研究の中心であり、植物の樹冠形態を抽出する再利用可能な基盤に該当する。

abstractThis article introduces OliveTreeCrownsDb, a comprehensive dataset of high-resolution images captured by a DJI Phantom 4 RTK drone.
abstractThe dataset includes 46 images covering an entire olive farm, focusing on the detection and analysis of olive tree crowns and supporting segmentation tasks.
abstractIt facilitates the development of innovative algorithms to optimize resource allocation and improve crop management. By enabling studies on tree crown analysis and farm monitoring, OliveTreeCrownsDb advances agricultural technologies and enhances management practices in olive cultivation.

Code and data availability

The paper's own UAV olive tree crown dataset (images, annotations, point cloud, DEM) is publicly deposited on Mendeley Data with explicit direct URL and DOI.

Datasetpublic

/ Town / Region: Meknas farm site Country: Morocco The GPS coordinates of the olive farm are 33°53′17"N 5°25′22"W, or in decimal format: 33.88802°N, -5.42281°W. Data accessibility Repository name: OliveTreeCrownsDb Data identification number : doi: 10.17632/xym8rd2srf.2 Direct URL to data: Instructions for accessing these data: https://data.mendeley.com/datasets/xym8rd2srf/2 Related research article none 1. Value of the Data The OliveTreeCrownsDb dataset is a valuable resource for research in computer vision and precision agriculture. Here are the key aspects that highlight its importance: • Unique and Specialized Source: OliveTreeCrownsDb offers an exclusive high-resolution dataset specific

Open resource ↗10.17632/xym8rd2srf.2 · lines:1-54

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