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Bacterial leaf blight disease detection in rice leaf using YOLOv5, YOLOv6, YOLOv7, and YOLOv8

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Bacterial Leaf Blight Disease Detection in Rice Leaf using You Only Look Once (YOLO) Architecture

YOLO version used: YOLOv5m, YOLOv6m, YOLOv7, YOLOv8

Overview of Bacterial Leaf Blight Disease

Rice leaf infected with bacterial leaf blight disease

Characteristic:

  • Wilting and yellowing of leaves as shown on image above
Data Source

Roboflow "Krispi" project"

Result Summary
  1. Precision-Recall Curve of the main dataset PR curve main dataset
  2. Precision-Recall Curve of the additional dataset PR curve additional dataset
  3. Comparison of aspects from different YOLO architecture Result summary
  4. Detection results of BLB infected leaf with main dataset Detection results with main dataset
  5. Detection results of BLB infected leaves with additional dataset Detection results with additional dataset
Output

Source:

  1. http://www.knowledgebank.irri.org/decision-tools/rice-doctor/rice-doctor-fact-sheets/item/bacterial-blight

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