Crop Pest Ecological Impact Dataset
V1.0Latest Update: | 2026-01-14 | Samples: | 5000 records |
Samples: | 5000 records | ||
File Size: | 1.2G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | pest monitoring | ecological research | agricultural management | ||
Applications: | object detection | ecological impact analysis | ||
Brief Introduction
The agricultural sector is currently facing severe threats to crop production due to pests, especially as climate change increases the frequency and variety of pest occurrences, posing significant challenges to crop growth. Existing pest monitoring methods largely rely on manual observation, which is inefficient, prone to errors, and unable to respond timely to pest changes. This dataset aims to provide ecological damage patterns of pests on crop leaves to support AI research, thereby enhancing the intelligence level of agricultural pest monitoring. The dataset contains 5000 images, taken from different farmlands, using high-resolution cameras under natural light to ensure the authenticity and diversity of the data. For data quality control, multiple rounds of annotation and consistency checks are conducted to ensure the accuracy of the annotation results, with final confirmation through expert review. The data storage format is JPEG, organized by image ID.
Sample Examples
| Image | File Name | Resolution | Insect Type | Damage Severity | Infected Area | Leaf Condition | Damage Pattern | Leaf Color Variation |
|---|---|---|---|---|---|---|---|---|
 | eb9c9f6c8bade1ce1a69a27073d5c426.png | 2683*2000 | Aphid | Moderate | Approximately 30% | Withered | Discoloration and small holes | Slight chlorosis |
 | 303d0202cc7ac83a75aa3dfbbf41f4d0.png | 2752*2000 | Moth larvae | Severe | 70% | Damaged | Holes | Yellowing and brown spots |
 | 88d3857ba7148bddb76236ef2640e3ab.png | 1535*2000 | Aphid | Moderate | About 30% | Leaves are basically intact, only slight discoloration | No obvious holes, but discoloration present | Leaves show slight yellowing |
 | b50e3036896b1f9847f632fac05c04d0.png | 1526*2000 | Undetermined | Moderate | 30% | Partially Withered | Black Spots | Black Spots on Leaves |
 | 7cb61298d560eca69fc0b64a8f700463.png | 2679*2000 | Unknown | Slight | About 10% | Partial wilting | Discolored areas | Yellow-brown discoloration |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| insect_type | string | The type of insect refers to the species of insect causing damage to the crops. |
| damage_severity | string | Damage severity describes the level of impact the insect has on crop leaves, typically described as mild, moderate, or severe. |
| infected_area | float | Infected area refers to the percentage area of the crop leaf affected by insect damage. |
| leaf_condition | string | Leaf condition is a description of the actual state of the leaves after being affected by insect damage, such as wilted or missing. |
| damage_pattern | string | Damage pattern describes the specific destructive forms caused by insect damage on crop leaves, such as holes or discoloration. |
| leaf_color_variation | string | Leaf color variation refers to changes in the leaf color due to insect damage, such as yellowing or black spots. |
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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