https://github.com/abhiramdodda/two-stage-plant-diesease-detection

In this repo a two stage plant disease detection is introduced which reduces time required for training and gives greater accuracy.
https://github.com/abhiramdodda/two-stage-plant-diesease-detection

deep-neural-networks efficientnet image-processing tensorflow

Last synced: about 2 months ago
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In this repo a two stage plant disease detection is introduced which reduces time required for training and gives greater accuracy.

• Host: GitHub
• URL: https://github.com/abhiramdodda/two-stage-plant-diesease-detection
• Owner: AbhiramDodda
• Created: 2024-07-28T03:34:29.000Z (5 months ago)
• Default Branch: main
• Last Pushed: 2024-10-16T17:14:55.000Z (3 months ago)
• Last Synced: 2024-10-18T11:14:59.256Z (3 months ago)
• Topics: deep-neural-networks, efficientnet, image-processing, tensorflow
• Language: Python
• Homepage:
• Size: 7.81 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Two-stage-plant-diesease-detection

In this repo a two stage plant disease detection is introduced which reduces time required for training and gives greater accuracy.

### [Link to paper](https://www.researchgate.net/publication/384760701_A_Novel_Two-Stage_Deep_Learning_Framework_for_Plant_Disease_Detection)

### Classes of diseases in the dataset used are (also includes healthy plant specimen images):

'Apple___Apple_scab',

 'Apple___Black_rot',

 'Apple___Cedar_apple_rust',

 'Apple___healthy',

 'Blueberry___healthy',

 'Cherry_(including_sour)___healthy',

 'Cherry_(including_sour)___Powdery_mildew',

 'Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot',

 'Corn_(maize)___Common_rust_',

 'Corn_(maize)___healthy',

 'Corn_(maize)___Northern_Leaf_Blight',

 'Grape___Black_rot',

 'Grape___Esca_(Black_Measles)',

 'Grape___healthy',

 'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)',

 'Orange___Haunglongbing_(Citrus_greening)',

 'Peach___Bacterial_spot',

 'Peach___healthy',

 'Pepper,_bell___Bacterial_spot',

 'Pepper,_bell___healthy',

 'Potato___Early_blight',

 'Potato___healthy',

 'Potato___Late_blight',

 'Raspberry___healthy',

 'Soybean___healthy',

 'Squash___Powdery_mildew',

 'Strawberry___healthy',

 'Strawberry___Leaf_scorch',

 'Tomato___Bacterial_spot',

 'Tomato___Early_blight',

 'Tomato___healthy',

 'Tomato___Late_blight',

 'Tomato___Leaf_Mold',

 'Tomato___Septoria_leaf_spot',

 'Tomato___Spider_mites Two-spotted_spider_mite',

 'Tomato___Target_Spot',

 'Tomato___Tomato_mosaic_virus',

 'Tomato___Tomato_Yellow_Leaf_Curl_Virus'