Table · dataset · 2026
Field Rice Disease and Pest Dataset
Listed in figshare
<p dir="ltr">This dataset contains 9,296 high-resolution images of rice diseases and pests acquired under unconstrained field conditions.
Description
It was specifically curated to train and evaluate computer vision models (such as YOLO and State-Space Models) in complex agricultural environments involving varied illumination, severe occlusion, and visually ambiguous lesions.Dataset Statistics & Split:Total Images: 9,296Training Set: 7,436 images (acquired from 96 independent capture sessions)Validation Set: 1,860 images (acquired from 24 independent capture sessions)
Note
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The dataset was rigorously partitioned at the "capture-session" level to prevent temporal and spatial data leakage between the training and validation subsets.Categories (6 Classes): 0: Rice Leaf Roller 1: Rice Water Weevil 2: Rice Leafhopper 3: Bacterial Blight 4: Brown Spot 5: Rice BlastAnnotation Format: The annotations are provided in standard YOLO flat-text format (.txt). Each text file contains bounding box coordinates normalized as:Mandatory
Citation
Policy: If you use this dataset in your academic research, industrial applications, or publications, you MUST cite our foundational manuscript. Please cite the following preprint (or its subsequent peer-reviewed journal version):Zhu, H., Luo, X., Zeng, Y., Tan, W., Zeng, Q., & Qian, H. (2025). Lightweight State-Space YOLO for Field Rice Disease and Pest Detection: Statistical Evaluation, Robustness Analysis, and Edge-NPU Deployment.
Research Square. DOI: doi.org/10.21203/rs.3.rs-9928737/v1</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33717316.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
Provenance · 1 source records, 20 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33717316 | 6 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[disease].local:disease:disease | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].anzsrc:field:460306 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Image processing'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[modality].local:modality:image | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[modality].local:modality:text | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |