tags:
- Image Classification
- Object Recognition
- Crop Monitoring
- Smart Agriculture
- Precision Farming
license: cc-by-nc-sa-4.0
task_categories:
- image-classification
language:
- en
pretty_name: Field Pumpkin Recognition Dataset
size_categories:
- 1B<n<10B
Field Pumpkin Recognition Dataset
The current agriculture industry faces challenges such as low efficiency in crop recognition and difficulty in pest monitoring. Existing solutions often rely on manual identification, which is inefficient and prone to errors. This dataset aims to support the training of machine learning models by providing high-quality pumpkin image data, enhancing the accuracy and speed of pumpkin recognition. Data is primarily collected in the field using high-resolution cameras, ensuring clear and representative images. Data quality control includes multiple rounds of annotation and expert review to ensure consistency and accuracy in annotation. Data is stored in JPG format, organized by category, making it easy for users to find and use. The core advantage of this dataset lies in its high annotation precision (99%), strong annotation consistency, support for large-scale data augmentation techniques, and a 15% improvement in recognition accuracy through optimized algorithms. Additionally, the dataset can be widely applied in scenarios such as agricultural monitoring and precision fertilization, with significant economic benefits.
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| pumpkin_type | string | The type of pumpkin in the image, such as acorn squash, chestnut squash, etc. |
| maturity_level | string | The maturity level of the pumpkin in the image, such as immature, mature, or overripe. |
| color | string | The primary color of the pumpkin in the image, such as green, yellow, or orange. |
| size_category | string | The approximate size category of the pumpkin in the image, such as small, medium, or large. |
| damage_presence | boolean | Indicates whether there is visible damage on the surface of the pumpkin in the image. |
| ambient_conditions | string | The environmental conditions when the pumpkin was photographed, such as sunny, cloudy, or indoors. |
Compliance Statement
| Authorization Type | CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike) |
| Commercial Use | Requires exclusive subscription or authorization contract (monthly or per-invocation charging) |
| Privacy and Anonymization | No PII, no real company names, simulated scenarios follow industry standards |
| Compliance System | Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs |
Source & Contact
If you need more dataset details, please visit Mobiusi. or contact us via contact@mobiusi.com