Beehive Operation Behavior Recognition Dataset
V1.0Latest Update: | 2025-10-15 | Samples: | 5000 records |
Samples: | 5000 records | ||
File Size: | 1.5G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | Agricultural monitoring | intelligent beekeeping | behavior recognition | ||
Applications: | Object detection | behavior recognition | ||
Brief Introduction
Current challenges in the agricultural industry include declining bee populations and low efficiency in beekeeping. Traditional monitoring methods rely on manual observation, which is inefficient and prone to errors. Existing solutions show significant deficiencies in real-time capability and accuracy, failing to meet modern agriculture's demands for intelligence and automation. This dataset aims to support the automatic detection and recognition of bee behaviors to help beekeepers improve management efficiency and make scientific decisions through high-quality image data. Data is collected using high-resolution cameras under natural lighting conditions, capturing bee activities inside and outside the hive to ensure data authenticity and diversity. For quality control, multiple rounds of annotation and expert reviews are employed to ensure consistency and accuracy of data annotations. The data is stored in JPEG format and organized in a structured manner for easy subsequent processing and application.
Sample Examples
| Image | File Name | Resolution | Object Type | Behavior Type | Weather Condition | Time Of Day | Bee Orientation | Beekeeper Protection | Hive Condition |
|---|---|---|---|---|---|---|---|---|---|
 | da76eab281eb2e9e54be50fdfc85db9a.jpg | 6686*4457 | beehive | no obvious behavior | sunny | afternoon | unable to determine | no beekeeper | intact |
 | fc27e8d073aaf8c4c51c2681de7adc02.jpg | 5472*3648 | beekeeper, beehive | inspect beehive | sunny | afternoon | not applicable | wearing protective gear | appears intact |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| object_type | string | The type of object detected in the image, such as bees, beehive, beekeeper, etc. |
| behavior_type | string | The type of behavior exhibited by bees or beekeepers in the image, such as nectar collection, entering or exiting the hive, etc. |
| weather_condition | string | The weather conditions surrounding the beehive, such as sunny, cloudy, rainy, etc. |
| time_of_day | string | The time of day when the image was captured, such as morning, afternoon, evening, etc. |
| bee_orientation | string | The orientation of the bee in the image, such as towards the hive, towards the flowers, etc. |
| beekeeper_protection | boolean | Indicates whether the beekeeper is wearing protective clothing. |
| hive_condition | string | The external condition of the beehive, such as intact, damaged, etc. |
Compliance Statement
| Item | Content |
|---|---|
| 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 |
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