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Controlled imaging dataset of sugarcane stems for varietal classification studies

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dc.contributor.author Angelis, André Franceschi de
dc.contributor.author Lemos, Julio Cesar de
dc.date 2026-01-27
dc.date.accessioned 2025-10-29
dc.date.accessioned 2026-01-29T01:11:43Z
dc.date.available 2026-01-29T01:11:43Z
dc.identifier.uri https://doi.org/10.25824/redu/EX1MQD
dc.identifier.uri https://redu.unicamp.br/dataset.xhtml?amp;persistentId=doi:10.25824/redu/EX1MQD
dc.description This repository contains a dataset of high-quality images of sugarcane stems from two varieties—Vertix 03 and Vertix 12—collected at approximately ten months of growth. The images were produced under controlled laboratory conditions following a dedicated acquisition protocol specifically developed to ensure high image quality and consistency. The dataset was originally created for Lemos’ doctoral research, in which it served as the foundation for training and evaluating artificial intelligence models aimed at varietal classification of sugarcane. To the best of our knowledge, all samples were obtained from healthy plants. Each image depicts a single sugarcane stem photographed against a neutral black background under standardized lighting conditions. The images are stored in JPEG format, with a resolution of approximately 24 megapixels (6000 × 4000 pixels) and an average file size of about 5 megabytes. No post-processing was applied. The dataset is organized as follows: • 1 PDF file (this document): Description and metadata of the repository • 4 JPEG files: Random image samples illustrating the dataset contents • 1 ZIP file: Images of the empty background • 1 ZIP file: Images of the studio and the image acquisition setup • 2 ZIP files: Images of Vertix 03 (parts 1 and 2), for focal distances of 35 mm • 2 ZIP files: Images of Vertix 03 (parts 1 and 2), for focal distances of 50 mm • 1 ZIP file: References for Vertix 03 * • 2 ZIP files: Images of Vertix 12 (parts 1 and 2), for focal distances of 35 mm • 2 ZIP files: Images of Vertix 12 (parts 1 and 2), for focal distances of 50 mm • 1 ZIP file: References for Vertix 12 * * Reference images, such as sugarcane stems photographed alongside rulers or pens for scale calibration. This dataset is intended primarily for research in varietal classification and related fields such as computer vision, plant phenotyping, and machine learning applied to agricultural analysis. Details about the photographic setup and acquisition parameters are provided in the following sections of this document.
dc.description.sponsorship Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
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dc.language English
dc.publisher Angelis, André Franceschi de
dc.subject Agricultural Sciences
dc.subject Computer and Information Science
dc.subject Earth and Environmental Sciences
dc.title Controlled imaging dataset of sugarcane stems for varietal classification studies
dc.description.sponsorshipId CAPES: 001


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