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Mobiusi/Garden-Flower-Conical-Hydrangea-Image-Recognition-Dataset

Garden Flower Conical Hydrangea Image Recognition Dataset With the rapid development of the landscaping industry, garden plants, especially flowers, have a wide variety, making accurate identification and classification a major challenge for the industry. Existing manual identification and traditional image recognition methods have shortcomings such as being time-consuming and having low accuracy. The construction of this dataset aims to enhance the accuracy and efficiency of… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Garden-Flower-Conical-Hydrangea-Image-Recognition-Dataset.

sourceHugging Facecc-by-nc-sa-4.0updated 7mo agoView on Hugging Face

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Dataset Card

Garden Flower Conical Hydrangea Image Recognition Dataset

With the rapid development of the landscaping industry, garden plants, especially flowers, have a wide variety, making accurate identification and classification a major challenge for the industry. Existing manual identification and traditional image recognition methods have shortcomings such as being time-consuming and having low accuracy. The construction of this dataset aims to enhance the accuracy and efficiency of robotic systems in automatically recognizing garden flowers, addressing key technical issues in automated flower recognition. Data collection was conducted using professional HD cameras under various weather and lighting conditions to ensure sample diversity. The data underwent rigorous multi-round manual annotation and consistency checks, reviewed by botanical experts to ensure high-quality annotation. The annotation team consists of five botanical experts and ten image processing professionals, making it a large-scale operation. Data preprocessing includes image enhancement, noise reduction, and white balance adjustment, and is finally stored and organized in standard JPG format for easy retrieval and access.

Technical Specifications

Field	Type	Description
file_name	string	File name
quality	string	Resolution
flower_type	string	The specific type of flower identified in the image.
bloom_stage	string	The current blooming stage of the flower, such as bud, full bloom, or wilting.
color	string	The primary color of the flower.
leaf_presence	boolean	Indicates whether there are leaves present in the image.
background_clarity	string	The clarity of the image background, described as clear, blurry, etc.
lighting_cond	string	The lighting conditions during the photo capture, such as sunlight or shade.
image_quality	string	An assessment of the overall quality of the image, such as high, medium, or low.
numberofflowers	integer	The number of flowers present in the image.
flower_health	string	The health status of the flower, such as healthy, diseased, or damaged.
distancetosubject	float	The distance from the capturing device to the flower subject, measured in meters.

Compliance Statement

<table> <tr> <td>Authorization Type</td> <td>CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)</td> </tr> <tr> <td>Commercial Use</td> <td>Requires exclusive subscription or authorization contract (monthly or per-invocation charging)</td> </tr> <tr> <td>Privacy and Anonymization</td> <td>No PII, no real company names, simulated scenarios follow industry standards</td> </tr> <tr> <td>Compliance System</td> <td>Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs</td> </tr> </table>

Source & Contact

If you need more dataset details, please visit Mobiusi. or contact us via contact@mobiusi.com