findflower-find10k

Hugging Face2026-08-31 更新2026-09-01 收录

开花植物图像分类

植物物种识别

数据链接：

https://huggingface.co/datasets/gsor56/findflower-find10k 数据链接链接失效反馈

官方服务：

资源简介：

FindFlower Find10K Flowering Plants 是一个精选的开花植物图像数据集，由FindFlower平台维护，用于训练其Flora-Ultra开花植物分类引擎。数据集基于iNaturalist 2021的10,000标签分类法，但排除了动物、真菌、藻类、苔藓、蕨类、针叶树等非开花类群，仅包含被子植物（单子叶植物和真双子叶植物）。当前版本包含3,969个经过验证的开花物种，每个类别恰好有300张图像，总图像数量约119万张。所有图像均为RGB JPEG格式，分辨率统一为448×448像素，数据来源于iNaturalist和GBIF的开放许可记录。图像经过最低分辨率、曝光度和拉普拉斯锐度门槛筛选，并通过MD5哈希去除精确重复，利用256位感知dHash索引去除近似重复。处理过程以原子方式按类进行，确保每类完整发布。数据集专门用于研究和识别辅助目的，支持Flora-Ultra的评估与训练，不应用于医疗、农业或法律决策。用户必须遵守每张图像的原始许可和归属条款。

FindFlower Find10K Flowering Plants is a curated dataset of flowering plant images, maintained by the FindFlower platform for training its Flora-Ultra flowering plant classification engine. The dataset is based on the iNaturalist 2021 10,000-label taxonomy, but excludes non-flowering groups such as animals, fungi, algae, mosses, ferns, and conifers, containing only angiosperms (monocots and eudicots). The current version includes 3,969 verified flowering species, with exactly 300 images per class, totaling approximately 1.19 million images. All images are in RGB JPEG format, uniformly resized to 448×448 pixels, sourced from open-licensed records on iNaturalist and GBIF. Images are filtered by minimum resolution, exposure, and Laplacian sharpness thresholds, deduplicated exactly via MD5 hashing, and near-duplicates removed using a 256-bit perceptual dHash index. Processing is performed atomically per class to ensure complete publication of each class. The dataset is intended solely for research and identification assistance purposes, supporting the evaluation and training of Flora-Ultra, and should not be used for medical, agricultural, or legal decisions. Users must comply with the original license and attribution terms for each image.

创建时间：

2026-08-27

原始信息汇总