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Plants and its disease Category:

  1. Apple
    • Scab -- 1000 img for classification -- 50 img for detection
    • Black Rot -- 1000 img for classification -- 50 img for detection
    • Healthy -- 500 img for classification -- 50 img for detection
  2. Potato
    • Early Blight -- 1000 img for classification -- 50 img for detection
    • Late Blight -- 750 img for classification -- 50 img for detection
    • Healthy -- 500 img for classification -- 50 img for detection
  3. Grapes
    • Black Rot -- 700 img for classification
    • Leaf Blight -- 700 img for classification
    • Healthy -- 500 img for classification
  4. Corn
    • Common Rust -- 700 img for classification -- 50 img for detection
    • Cercospora Leaf Spot Gray leaf Spot -- 700 img for classification -- 50 img for detection
    • Healthy -- 500 img for classification -- 50 img for detection
  5. Without leafs -- 500 img for classification

Augmentation

  1. Blur (2px)
  2. Gray Scale

Train-Test_Valid data split

  1. Train - 13212 imgs
  2. Valid - 1889 imgs
  3. Test - 945 imgs

Model used for classification

  • ImageNet - used
  • AlexNet - Future Work
  • GoogleNet - Future Work

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