There is a newer version of the record available.

Published July 29, 2024 | Version v1

Ground Truth Data

Authors/Creators

Description

 

The repository contains a dataset of labeled RGB and NDVI tree images with health statuses used for training classification models. The dataset images are generated from the original images using geometric transformations from the Albumentations library. The labels folder contains three CSV files, each representing a health status. Health status 1 is labeled as Asymptomatic, 2 as Mild symptoms, and 3 and 4 as Evident symptomatic/compromised. We decided to merge labels 3 and 4 to create a more balanced dataset.

The leading number "i_" indicates that the image has been generated through augmentation. This means that the original image has been modified to create this new version. The original unmodified image would be named "DJI_" without the leading number.

For example:

Original image: DJI_20240525124035_0032_NDVI_0.JPG

Augmented images: 1_DJI_20240525124035_0032_NDVI_0.JPG, 2_DJI_20240525124055_0042_RGB_0.JPG, ...

Files

labels.zip

Files (4.1 GB)

Name Size
md5:2c82f46e4dc89ad220e0475fa112cebe
26.9 kB Preview Download
md5:7776f7a83eb2a828695e63c9356c4bb6
1.7 GB Preview Download
md5:589a90caaa43fd993db1046299e2eaee
2.4 GB Preview Download