基于深度学习的农作物病虫害识别项目完整源码+文档说明+数据集.zip

## Plant Disease Detector <br> <img src="app/static/SS.png"> <br> <p align="center"> _{Created by <a href="https://github.com/imskr"> <strong>Shubham Kumar </strong> </a> <strong>and</strong> <a href="https://github.com/imskr/Plant_Disease_Detection/graphs/contributors"> <strong>other contributors</strong> </a>} </p> <hr noshade> <br> ## My Article in [TowardsDataScience](https://t.co/iVmRCeUiDI?amp=1) Models are trained on the preprocessed dataset which can be downloaded [here](https://drive.google.com/open?id=0B_voCy5O5sXMTFByemhpZllYREU). ## Local Set-Up ### Local: - It is recommended to set up the project inside a virtual environment to keep the dependencies separated. * [Python](https://realpython.com/python-virtual-environments-a-primer/#why-the-need-for-virtual-environments) * [Conda](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html) - Activate your virtual environment. - Install dependencies by running `pip install -r requirements.txt`. - Start up the server by running `python app/server.py serve`. - Visit <http://localhost:8080/> to explore and test. ### Docker: *Make Sure the Docker is installed in your local Machine. [Click Here](https://docs.docker.com/install/) to know that how to install Docker*. - **Mac:** ```bash $ git clone https://github.com/imskr/Plant_Disease_Detection.git $ cd Plant_Disease_Detection $ docker build -t fastai-v3 . $ docker run --rm -it -p 8080:8080 fastai-v3 ``` **Go to http://localhost:8080/ to test your app.** - **Windows:** ```PowerShell or Command Prompt $ git clone https://github.com/imskr/Plant_Disease_Detection.git $ cd Plant_Disease_Detection $ docker build -t fastai-v3 . $ docker run --rm -it -p 8080:8080 fastai-v3 ``` **Go to http://localhost:8080/ to test your app.** **Note:** Windows 10 Pro required. - **Linux:** ```Terminal $ git clone https://github.com/imskr/Plant_Disease_Detection.git $ cd Plant_Disease_Detection $ docker build -t fastai-v3 . $ docker run --rm -it -p 8080:8080 fastai-v3 ``` **Note:** If this doesn't work use `--no-cache` flag in the build command. **Go to http://localhost:8080/ to test your app.** ## Deployment - **Google Cloud Platform:** The complete guideline to deploy the *Plant Disease Detection App* can be found [*here*](./deployment_guide/gcp_deployment.md) - **AWS Elastic BeanStalk:** The complete guideline to deploy the *Plant Disease Detection App* can be found [*here*](./deployment_guide/aws_deployment.md) ## Server Set-Up (For Training) - **Google Cloud Platform (Intermediate)** - The complete tutorial can be found [*here*](https://course.fast.ai/start_gcp.html) - **Gradient (Easy)** - The complete tutorial can be found [*here*](https://course.fast.ai/start_gradient.html) - **AWS EC2 (Advance)** - The complete tutorial can be found [*here*](https://course.fast.ai/start_aws.html) ## Dataset Description: |Name | No of Classes | Class Names | ------------- |:-------------:|:-----------------:| | Apple | 04 | 'Apple___Apple_scab','Apple___Black_rot','Apple___Cedar_apple_rust' 'Apple___healthy' | | Blueberry | 01 | 'Blueberry___healthy' | | Cherry | 02 | 'Cherry_(including_sour)_Powdery_mildew', 'Cherry_(including_sour)_healthy' | | Corn | 04 | 'Corn___Cercospora_leaf_spot', 'Corn___Common_rust','Corn___Northern_Leaf_Blight','Corn___healthy' | | Grape | 04 | 'Grape___Black_rot','Grape___Esca_(Black_Measles)','Leaf_blight_(Isariopsis_Leaf_Spot)','Grape___healthy' | | Orange | 01 | 'Orange___Haunglongbing_(Citrus_greening)' | | Peach | 02 | 'Peach___Bacterial_spot','Peach___healthy' | | Pepper | 02 | 'Pepper,_bell___Bacterial_spot','Pepper,_bell___healthy' | | Potato | 03 | 'Potato___Early_blight','Potato___Late_blight','Potato___healthy' | | Raspberry | 01 | 'Raspberry___healthy' | | Soyabean | 01 | 'Soybean___healthy' | | Squash | 01 | 'Squash___Powdery_mildew' | | Strawberry| 02 | 'Strawberry___Leaf_scorch','Strawberry___healthy' | | Tomato | 10 | Tomato: 'Bacterial_spot','Early_blight', 'Late_blight', 'Leaf_Mold', 'Septoria_leaf_spot', 'Spider_mites','Target_Spot', 'Yellow_Leaf_Curl_Virus', 'Mosaic_virus', 'Healthy' | Before making your valuable contribution to this project do check [CONTRIBUTING.md](https://github.com/imskr/Plant_Disease_Detection/blob/master/CONTRIBUTING.md) file. ## Citation When using any part of this repo, please cite: [Plant Village Paper](https://arxiv.org/abs/1511.08060). <br> <p align='center'> <a href="https://www.buymeacoffee.com/imskr" target="_blank"><img src="https://www.buymeacoffee.com/assets/img/custom_images/orange_img.png" alt="Buy Me A Coffee" style="height: 41px !important;width: 174px !important;box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;-webkit-box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;" ></a> </p>