python实现基于云技术与深度学习的常见农作物病虫害识别系统的设计与实现源码.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>