init

.dockerignore

@@ -0,0 +1,27 @@
+**/__pycache__
+**/.venv
+**/.classpath
+**/.dockerignore
+**/.env
+**/.git
+**/.gitignore
+**/.project
+**/.settings
+**/.toolstarget
+**/.vs
+**/.vscode
+**/*.*proj.user
+**/*.dbmdl
+**/*.jfm
+**/bin
+**/charts
+**/docker-compose*
+**/compose*
+**/Dockerfile*
+**/node_modules
+**/npm-debug.log
+**/obj
+**/secrets.dev.yaml
+**/values.dev.yaml
+LICENSE
+README.md

.env

@@ -0,0 +1,31 @@
+DEBUG=True
+HOST = 127.0.0.1
+PORT = 8080
+
+# Flask ENV
+FLASK_APP=app.py
+FLASK_CONFIG=development
+SECRET_KEY='ssss'
+
+# Used for CDN (in production)
+ASSETS_ROOT=/static/assets
+
+# If DEBUG=False sqlite, else mysql
+DB_ENGINE=mysql
+DB_NAME=appseed_db
+DB_HOST=localhost
+DB_PORT=3306
+DB_USERNAME=appseed_db_usr
+DB_PASS=<STRONG_PASS>
+
+# redis
+REDIS_HOST=localhost
+REDIS_PORT=6379
+REDIS_DB=0
+REDIS_PASSWORD=123456
+
+# 邮箱配置
+MAIL_SERVER='smtp.qq.com'
+MAIL_USERNAME='123@qq.com'
+MAIL_PASSWORD='XXXXX' # 生成的授权码
+MAIL_PORT=465

.gitignore

@@ -0,0 +1,2 @@
+*.pyc
+tmp/

.vscode/launch.json

@@ -0,0 +1,19 @@
+{
+    "configurations": [
+        {
+            "name": "Docker: Python - Flask",
+            "type": "docker",
+            "request": "launch",
+            "preLaunchTask": "docker-run: debug",
+            "python": {
+                "pathMappings": [
+                    {
+                        "localRoot": "${workspaceFolder}",
+                        "remoteRoot": "/app"
+                    }
+                ],
+                "projectType": "flask"
+            }
+        }
+    ]
+}

.vscode/settings.json

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+{
+    "python.pythonPath": "D:\\Anaconda3\\envs\\paddle_env\\python.exe"
+}

.vscode/tasks.json

@@ -0,0 +1,40 @@
+{
+	"version": "2.0.0",
+	"tasks": [
+		{
+			"type": "docker-build",
+			"label": "docker-build",
+			"platform": "python",
+			"dockerBuild": {
+				"tag": "paddlexflaskvuedemo:latest",
+				"dockerfile": "${workspaceFolder}/Dockerfile",
+				"context": "${workspaceFolder}",
+				"pull": true
+			}
+		},
+		{
+			"type": "docker-run",
+			"label": "docker-run: debug",
+			"dependsOn": [
+				"docker-build"
+			],
+			"dockerRun": {
+				"env": {
+					"FLASK_APP": "app.py"
+				}
+			},
+			"python": {
+				"args": [
+					"run",
+					"--no-debugger",
+					"--no-reload",
+					"--host",
+					"0.0.0.0",
+					"--port",
+					"5002"
+				],
+				"module": "flask"
+			}
+		}
+	]
+}

Dockerfile

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+# For more information, please refer to https://aka.ms/vscode-docker-python
+FROM python:3.10-slim
+
+EXPOSE 5002
+
+# Keeps Python from generating .pyc files in the container
+ENV PYTHONDONTWRITEBYTECODE=1
+
+# Turns off buffering for easier container logging
+ENV PYTHONUNBUFFERED=1
+
+# Install pip requirements
+COPY requirements.txt .
+RUN python -m pip install -r requirements.txt
+
+WORKDIR /app
+COPY . /app
+
+# Creates a non-root user with an explicit UID and adds permission to access the /app folder
+# For more info, please refer to https://aka.ms/vscode-docker-python-configure-containers
+RUN adduser -u 5678 --disabled-password --gecos "" appuser && chown -R appuser /app
+USER appuser
+
+# During debugging, this entry point will be overridden. For more information, please refer to https://aka.ms/vscode-docker-python-debug
+CMD ["gunicorn", "--bind", "0.0.0.0:5002", "app:app"]

README.md

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+# PanddleX
+
+基于Paddle+Flask的眼部医疗辅助系统, 本项目基于PaddleX提供的FastSCNN语义分割模型，在眼部图像视盘分割数据集上进行训练，并开发了前后端分离项目。
+
+后端代码基于Flask开发，前端WEB界面基于VUE开发。
+
+![](https://ai-studio-static-online.cdn.bcebos.com/936a7f88ceac4085924961e023e0b974e38138def41444dfaf6a58cec091ec4d)
+
+## Develop
+
+### 模型训练
+
+
+### web部署
+
+```
+cd frontend
+npm install
+npm run build
+# npm run serve
+
+cp -r dist/* ../backend/static
+cd ..
+
+virtualenv .venv
+pip install -r requirements.txt
+python app.py
+```
+
+### 模型预测
+
+使用模型进行预测，同时使用`pdx.seg.visualize`将结果可视化，可视化结果将保存到`./output/deeplab`下，其中`weight`代表原图的权重，即mask可视化结果与原图权重因子。
+
+
+```python
+import paddlex as pdx
+model = pdx.deploy.Predictor('inference_model')
+image_name = 'optic_disc_seg/JPEGImages/H0005.jpg'
+result = model.predict(image_name)
+pdx.seg.visualize(image_name, result, weight=0.4, save_dir='./output/deeplab')
+```
+
+    2021-01-23 08:16:45 [INFO]	The visualized result is saved as ./output/deeplab/visualize_H0005.jpg
+
+
+
+```python
+!zip -r inference_model/ weights.zip
+```
+
+    	zip warning: name not matched: weights.zip
+    
+    zip error: Nothing to do! (try: zip -r inference_model/ . -i weights.zip)
+
+
+
+## Reference
+
+
+## License

app.py

@@ -0,0 +1,13 @@
+#!/usr/bin/env python
+# -*- encoding: utf-8 -*-
+'''
+@Contact :   liuyuqi.gov@msn.cn
+@Time    :   2023/11/09 11:52:25
+@License :   Copyright © 2017-2022 liuyuqi. All Rights Reserved.
+@Desc    :   enter point
+'''
+from apps import create_app
+
+app = create_app()
+if __name__=='__main__':
+    app.run()

apps/__init__.py

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+import os
+from flask import Flask
+from apps.config import config
+from apps.views import init_blueprints
+
+
+def create_app(config_name="default") -> Flask:
+    ''' create app '''
+    config_name = os.getenv('FLASK_CONFIG') or config_name
+    # CORS(app, supports_credentials=True, resources={
+    #     r"/api/*": {'origins': "*"}
+    # })
+
+    app = Flask(config[config_name].BASE_DIR)
+    app.config.from_object(config[config_name])  # 读取配置
+    config[config_name].init_app(app)
+
+    init_dir()
+    init_blueprints(app)
+    return app
+
+def init_dir():
+    ''' init dir '''
+    files = [
+       'tmp/ct', 'tmp/draw',
+        'tmp/image', 'tmp/mask', 'tmp/uploads'
+    ]
+    for ff in files:
+        if not os.path.exists(ff):
+            os.makedirs(ff)
+
+# 添加header解决跨域
+# @app.after_request
+# def after_request(response):
+#     response.headers['Access-Control-Allow-Origin'] = '*'
+#     response.headers['Access-Control-Allow-Credentials'] = 'true'
+#     response.headers['Access-Control-Allow-Methods'] = 'POST'
+#     response.headers['Access-Control-Allow-Headers'] = 'Content-Type, X-Requested-With'
+#     return response
+
+    # with app.app_context():
+    #     current_app.model = deploy.Predictor(
+    #         './core/net/inference_model', use_gpu=True)

apps/config.py

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+import os
+import random
+import string
+import logging
+from datetime import timedelta
+from dotenv import load_dotenv
+
+
+if os.path.exists('.env'):
+    load_dotenv('.env', verbose=True)
+
+class BaseConfig:
+    ''' 基础配置 '''
+    SUPERADMIN = 'admin'
+    ASSETS_ROOT = os.getenv('ASSETS_ROOT', '/static/assets')
+    STATIC_URL = '/static/'
+    SECRET_KEY = os.getenv('SECRET_KEY', None)
+    if not SECRET_KEY:
+        SECRET_KEY = ''.join(random.choice(string.ascii_lowercase)
+                             for i in range(32))
+# app.secret_key = 'secret!'
+    app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
+
+# werkzeug_logger = rel_log.getLogger('werkzeug')
+# werkzeug_logger.setLevel(rel_log.ERROR)
+
+# # 解决缓存刷新问题
+# app.config['SEND_FILE_MAX_AGE_DEFAULT'] = timedelta(seconds=1)
+
+    # base
+    PROJECT_NAME = 'flask_blog'
+    # 当前 config.py 文件目录
+    DEBUG = False
+    # 当前文件所在目录的绝对路径 /apps
+    BASE_DIR = os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))
+    BASE_URL = 'http://'
+    ADMIN_EMAILS = ""
+
+    # 分页
+    POST_PER_PAGE = 8    # 每页文章数
+    COMMENT_PER_PAGE = 10 # 每页评论数
+    
+    LANGUAGE_CODE = 'zh-hans'
+    TIME_ZONE = 'PRC'
+
+    UP_DIR = os.path.join(os.path.abspath(
+        os.path.dirname(__file__)), "app/static/uploads/")  # 文件上传路径
+    FC_DIR = os.path.join(os.path.abspath(os.path.dirname(
+        __file__)), "app/static/uploads/users/")  # 用户头像上传路径
+    UPLOADED_PHOTOS_DEST = 'static/upload'
+    UPLOADED_FILES_ALLOW = ['gif', 'jpg']
+    UPLOADS_AUTOSERVE = True
+    JSON_AS_ASCII = False
+
+    # db
+    SQLALCHEMY_TRACK_MODIFICATIONS = False
+    DB_ENGINE   = os.getenv('DB_ENGINE'   , None)
+    DB_USERNAME = os.getenv('DB_USERNAME' , None)
+    DB_PASS     = os.getenv('DB_PASS'     , None)
+    DB_HOST     = os.getenv('DB_HOST'     , None)
+    DB_PORT     = os.getenv('DB_PORT'     , None)
+    DB_NAME     = os.getenv('DB_NAME'     , None)
+    USE_SQLITE  = True
+
+    # redis
+    REDIS_HOST = os.getenv('REDIS_HOST', 'localhost')
+    REDIS_PORT = os.getenv('REDIS_PORT', 6379)
+    REDIS_DB = os.getenv('REDIS_DB', 0)
+    REDIS_PASSWORD = os.getenv('REDIS_PASSWORD', None)
+    CELERY_BROKER_URL = 'redis://{}:{}/{}'.format(REDIS_HOST, REDIS_PORT, REDIS_DB)
+
+    # mail
+    MAIL_SERVER = os.getenv('MAIL_SERVER', 'smtp.qq.com')
+    MAIL_PORT = os.getenv('MAIL_PORT', 465)
+    MAIL_USE_TLS = False
+    MAIL_USE_SSL = True
+    MAIL_DEBUG = True
+    MAIL_USERNAME = os.getenv('MAIL_USERNAME', None)
+    MAIL_PASSWORD = os.getenv('MAIL_PASSWORD',None)  # 生成的授权码
+    MAIL_DEFAULT_SENDER = MAIL_USERNAME
+
+    # token配置
+    TIMEOUT_TOKEN = 10 * 24 * 60 * 60
+    TIMEOUT_EMAIL = 10 * 60
+
+    PERMANENT_SESSION_LIFETIME= timedelta(hours=2)
+
+    # log
+    LOG_LEVEL = logging.WARN
+
+    # 插件配置，填写插件的文件名名称，默认不启用插件。
+    PLUGIN_ENABLE_FOLDERS = []
+
+    # 七牛云
+    QINIU_ACCESS_KEY = os.getenv('QINIU_ACCESS_KEY', None)
+    QINIU_SECRET_KEY = os.getenv('QINIU_SECRET_KEY', None)
+    QINIU_BUCKET_NAME = os.getenv('QINIU_BUCKET_NAME', None)
+    
+    # github
+    GITHUB_CLIENT_ID = os.getenv('GITHUB_CLIENT_ID'    , None)
+    GITHUB_CLIENT_SECRET = os.getenv('GITHUB_CLIENT_SECRET'    , None)
+    if GITHUB_CLIENT_ID and GITHUB_CLIENT_SECRET:
+         SOCIAL_AUTH_GITHUB  = True     
+
+    @staticmethod
+    def init_app(app):
+        pass
+
+class DevelopmentConfig(BaseConfig):
+    ''' 开发环境配置, 开启调试模式, 使用 sqlite '''
+    DEBUG = True
+    SQLALCHEMY_TRACK_MODIFICATIONS = True
+    # SQLALCHEMY_ECHO = True
+    # SQLALCHEMY_COMMIT_ON_TEARDOWN = True
+    SQLALCHEMY_DATABASE_URI = 'sqlite:///../flask-note.sqlite3.db'
+
+class TestingConfig(BaseConfig):
+    DEBUG = True
+
+class ProductionConfig(BaseConfig):
+    DEBUG = False
+    # SQLALCHEMY_DATABASE_URI = 'sqlite:///db.sqlite3'
+    SQLALCHEMY_DATABASE_URI = 'mysql+pymysql://lyq:123456@ok.yoqi.me:13306/travel?charset=utf8'
+
+    # Security
+    SESSION_COOKIE_HTTPONLY = True
+    REMEMBER_COOKIE_HTTPONLY = True
+    REMEMBER_COOKIE_DURATION = 3600
+
+
+config = {
+    'default': DevelopmentConfig,
+    'development': DevelopmentConfig,  # 开发环境配置, 开启调试模式, 使用 sqlite
+    'production': ProductionConfig
+}

apps/extensions/__init__.py

@@ -0,0 +1 @@
+from .init_sqlalhemy import db

apps/extensions/init_sqlalhemy.py

@@ -0,0 +1,55 @@
+import datetime
+import os
+
+from flask import Flask, request
+from flask_sqlalchemy import SQLAlchemy
+from flask_sqlalchemy.query import Query as BaseQuery
+from flask_marshmallow import Marshmallow
+from marshmallow import fields
+from marshmallow.validate import (
+    URL, Email, Range, Length, Equal, Regexp,
+    Predicate, NoneOf, OneOf, ContainsOnly
+)
+from flask_migrate import Migrate
+
+
+class Query(BaseQuery):
+    def soft_delete(self):
+        return self.update({"delete_at": datetime.datetime.now()})
+
+    def logic_all(self):
+        return self.filter_by(delete_at=None).all()
+
+    def all_json(self, schema: Marshmallow().Schema):
+        return schema(many=True).dump(self.all())
+
+    def layui_paginate(self):
+        return self.paginate(page=request.args.get('page', type=int),
+                             per_page=request.args.get('limit', type=int),
+                             error_out=False)
+
+    def layui_paginate_json(self, schema: Marshmallow().Schema):
+        """
+        返回dict
+        """
+        _res = self.paginate(
+            page=request.args.get('page', type=int),
+            per_page=request.args.get('limit', type=int),
+            error_out=False
+        )
+        return schema(many=True).dump(_res.items), _res.total, _res.page, _res.per_page
+
+    def layui_paginate_db_json(self):
+        """
+        db.query(A.name).layui_paginate_db_json()
+        """
+        _res = self.paginate(page=request.args.get('page', type=int),
+                             per_page=request.args.get('limit', type=int),
+                             error_out=False)
+        return [dict(i) for i in _res.items], _res.total
+
+db = SQLAlchemy(query_class=Query)
+ma = Marshmallow()
+
+migrate = Migrate()
+

apps/models/__init__.py

@@ -0,0 +1,2 @@
+from .user import User
+

apps/models/user.py

@@ -0,0 +1,9 @@
+import datetime
+from apps.extensions import db
+
+class User(db.Model):
+    ''' user model '''
+    __talbename__ = 'user'
+
+    id = db.Column(db.Integer, primary_key=True, comment='用户ID')
+    username = db.Column(db.String(32), nullable=False, comment='用户名')

apps/views/__init__.py

@@ -0,0 +1,9 @@
+
+from .api import v1_bp, v2_bp
+from flask import Flask
+from .home import bp as home_bp
+
+def init_blueprints(app: Flask):
+    app.register_blueprint(v1_bp)
+    app.register_blueprint(v2_bp)
+    app.register_blueprint(home_bp)

apps/views/api/__init__.py

@@ -0,0 +1,2 @@
+from .v1 import bp as v1_bp
+from .v2 import bp as v2_bp

apps/views/api/v1.py

@@ -0,0 +1,61 @@
+from flask import Blueprint, request, jsonify, redirect, url_for, current_app, send_from_directory, make_response
+import datetime
+import os
+import shutil
+
+bp = Blueprint('v1', __name__, url_prefix='/api/v1')
+# get flask app
+
+def allowed_file(filename):
+    ALLOWED_EXTENSIONS = set(['png', 'jpg', 'JPG', 'PNG', 'bmp'])
+    return '.' in filename and filename.rsplit('.', 1)[1] in ALLOWED_EXTENSIONS
+
+@bp.route('/')
+def home():
+    return make_response(jsonify({
+                    'status': 0,
+                      'msg': "api/v1"
+                    }))
+
+@bp.route('/upload', methods=['GET', 'POST'])
+def upload_file():
+    file = request.files['file']
+    print(datetime.datetime.now(), file.filename)
+    if file and allowed_file(file.filename):
+        src_path = os.path.join(current_app.config['UPLOAD_FOLDER'], file.filename)
+        file.save(src_path)
+        shutil.copy(src_path, './tmp/ct')
+        image_path = os.path.join('./tmp/ct', file.filename)
+        print(src_path, image_path)
+        pid, image_info = paddlex.main.c_main(image_path, current_app.model)
+        return jsonify({'status': 1,
+                        'image_url': 'http://127.0.0.1:5003/tmp/ct/' + pid,
+                        'draw_url': 'http://127.0.0.1:5003/tmp/draw/' + pid,
+                        'image_info': image_info
+                        })
+    else:
+        return jsonify({
+            'status': -1,
+            'msg': 'file type error'
+                        })
+    
+@bp.route("/download", methods=['GET'])
+def download_file():
+    # 需要知道2个参数, 第1个参数是本地目录的path, 第2个参数是文件名(带扩展名)
+    return send_from_directory('data', 'testfile.zip', as_attachment=True)
+
+# show photo
+@bp.route('/tmp/<path:file>', methods=['GET'])
+def show_photo(file):
+    if request.method == 'GET':
+        if not file is None:
+            try:
+                image_data = open(f'tmp/{file}', "rb").read()
+                response = make_response(image_data)
+                response.headers['Content-Type'] = 'image/png'
+            except Exception as e:
+                response = make_response(jsonify({
+                    'status': -1,
+                      'msg': str(e)
+                    }))
+            return response

apps/views/api/v2.py

@@ -0,0 +1,3 @@
+from flask import Blueprint, render_template, request, jsonify
+
+bp = Blueprint('v2', __name__, url_prefix='/api/v2')

apps/views/home.py

@@ -0,0 +1,10 @@
+from flask import Blueprint, request, jsonify, redirect, url_for, current_app, send_from_directory, make_response
+import datetime
+import os
+import shutil
+
+bp = Blueprint('home', __name__)
+
+@bp.route('/')
+def home():
+    return redirect(url_for('static', filename='./index.html'))

docker-compose.debug.yml

@@ -0,0 +1,14 @@
+version: '3.4'
+
+services:
+  paddlexflaskvuedemo:
+    image: paddlexflaskvuedemo
+    build:
+      context: .
+      dockerfile: ./Dockerfile
+    command: ["sh", "-c", "pip install debugpy -t /tmp && python /tmp/debugpy --wait-for-client --listen 0.0.0.0:5678 -m flask run --no-debugger --no-reload --host 0.0.0.0 --port 5002"]
+    ports:
+      - 5002:5002
+      - 5678:5678
+    environment:
+      - FLASK_APP=app.py

docker-compose.yml

@@ -0,0 +1,10 @@
+version: '3.4'
+
+services:
+  paddlexflaskvuedemo:
+    image: paddlexflaskvuedemo
+    build:
+      context: .
+      dockerfile: ./Dockerfile
+    ports:
+      - 5002:5002

docs/model_train.ipynb

@@ -0,0 +1,121 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install paddlex -i https://mirror.baidu.com/pypi/simple\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!wget https://bj.bcebos.com/paddlex/datasets/optic_disc_seg.tar.gz\n",
+    "!tar xzf optic_disc_seg.tar.gz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib\n",
+    "matplotlib.use('Agg') \n",
+    "import os\n",
+    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
+    "import paddlex as pdx\n",
+    "\n",
+    "# 定义训练和验证时的transforms\n",
+    "from paddlex.seg import transforms\n",
+    "train_transforms = transforms.Compose([\n",
+    "    transforms.RandomHorizontalFlip(),\n",
+    "    transforms.Resize(target_size=512),\n",
+    "    transforms.RandomPaddingCrop(crop_size=500),\n",
+    "    transforms.Normalize()\n",
+    "])\n",
+    "eval_transforms = transforms.Compose([\n",
+    "    transforms.Resize(512),\n",
+    "    transforms.Normalize()\n",
+    "])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_dataset = pdx.datasets.SegDataset(\n",
+    "    data_dir='optic_disc_seg',\n",
+    "    file_list='optic_disc_seg/train_list.txt',\n",
+    "    label_list='optic_disc_seg/labels.txt',\n",
+    "    transforms=train_transforms,\n",
+    "    shuffle=True)\n",
+    "eval_dataset = pdx.datasets.SegDataset(\n",
+    "    data_dir='optic_disc_seg',\n",
+    "    file_list='optic_disc_seg/val_list.txt',\n",
+    "    label_list='optic_disc_seg/labels.txt',\n",
+    "    transforms=eval_transforms)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_classes = len(train_dataset.labels)\n",
+    "num_classes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_classes = len(train_dataset.labels)\n",
+    "model = pdx.seg.FastSCNN(num_classes=num_classes)\n",
+    "model.train(\n",
+    "    num_epochs=40,\n",
+    "    train_dataset=train_dataset,\n",
+    "    train_batch_size=4,\n",
+    "    eval_dataset=eval_dataset,\n",
+    "    learning_rate=0.01,\n",
+    "    save_interval_epochs=1,\n",
+    "    save_dir='output/',\n",
+    "    use_vdl=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!paddlex --export_inference --model_dir=./output/best_model --save_dir=./inference_model --fixed_input_shape=[512,512]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

frontend/.gitignore

@@ -0,0 +1,23 @@
+.DS_Store
+node_modules
+/dist
+
+
+# local env files
+.env.local
+.env.*.local
+
+# Log files
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+
+# Editor directories and files
+.idea
+.vscode
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?

frontend/babel.config.js

@@ -0,0 +1,5 @@
+module.exports = {
+  presets: [
+    '@vue/app'
+  ]
+}

frontend/package-lock.json

@@ -0,0 +1,14092 @@
+{
+  "name": "ct",
+  "version": "0.1.0",
+  "lockfileVersion": 1,
+  "requires": true,
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+      "integrity": "sha1-BuKrGb21NThVWaq7W6WXKUgoAPg=",
+      "dev": true,
+      "requires": {
+        "@babel/highlight": "^7.0.0"
+      }
+    },
+    "@babel/core": {
+      "version": "7.8.3",
+      "resolved": "https://registry.npm.taobao.org/@babel/core/download/@babel/core-7.8.3.tgz?cache=0&sync_timestamp=1578956762857&other_urls=https%3A%2F%2Fregistry.npm.taobao.org%2F%40babel%2Fcore%2Fdownload%2F%40babel%2Fcore-7.8.3.tgz",
+      "integrity": "sha1-MLDrtN0Vhd5pI6C00XngufXYKUE=",
+      "dev": true,
+      "requires": {
+        "@babel/code-frame": "^7.8.3",
+        "@babel/generator": "^7.8.3",
+        "@babel/helpers": "^7.8.3",
+        "@babel/parser": "^7.8.3",
+        "@babel/template": "^7.8.3",
+        "@babel/traverse": "^7.8.3",
+        "@babel/types": "^7.8.3",
+        "convert-source-map": "^1.7.0",
+        "debug": "^4.1.0",
+        "gensync": "^1.0.0-beta.1",
+        "json5": "^2.1.0",
+        "lodash": "^4.17.13",
+        "resolve": "^1.3.2",
+        "semver": "^5.4.1",
+        "source-map": "^0.5.0"
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+          "dev": true,
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+        "execa": {
+          "version": "0.8.0",
+          "resolved": "https://registry.npm.taobao.org/execa/download/execa-0.8.0.tgz",
+          "integrity": "sha1-2NdrvBtVIX7RkP1t1J08d07PyNo=",
+          "dev": true,
+          "requires": {
+            "cross-spawn": "^5.0.1",
+            "get-stream": "^3.0.0",
+            "is-stream": "^1.1.0",
+            "npm-run-path": "^2.0.0",
+            "p-finally": "^1.0.0",
+            "signal-exit": "^3.0.0",
+            "strip-eof": "^1.0.0"
+          }
+        },
+        "get-stream": {
+          "version": "3.0.0",
+          "resolved": "https://registry.npm.taobao.org/get-stream/download/get-stream-3.0.0.tgz",
+          "integrity": "sha1-jpQ9E1jcN1VQVOy+LtsFqhdO3hQ=",
+          "dev": true
+        },
+        "lru-cache": {
+          "version": "4.1.5",
+          "resolved": "https://registry.npm.taobao.org/lru-cache/download/lru-cache-4.1.5.tgz",
+          "integrity": "sha1-i75Q6oW+1ZvJ4z3KuCNe6bz0Q80=",
+          "dev": true,
+          "requires": {
+            "pseudomap": "^1.0.2",
+            "yallist": "^2.1.2"
+          }
+        },
+        "normalize-path": {
+          "version": "1.0.0",
+          "resolved": "https://registry.npm.taobao.org/normalize-path/download/normalize-path-1.0.0.tgz",
+          "integrity": "sha1-MtDkcvkf80VwHBWoMRAY07CpA3k=",
+          "dev": true
+        },
+        "yallist": {
+          "version": "2.1.2",
+          "resolved": "https://registry.npm.taobao.org/yallist/download/yallist-2.1.2.tgz",
+          "integrity": "sha1-HBH5IY8HYImkfdUS+TxmmaaoHVI=",
+          "dev": true
+        }
+      }
+    },
+    "zrender": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npm.taobao.org/zrender/download/zrender-4.1.0.tgz",
+      "integrity": "sha1-hmq5fQdExHPZsxSsWonnIHwUBgg="
+    }
+  }
+}

frontend/package.json

@@ -0,0 +1,53 @@
+{
+  "name": "ct",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "serve": "vue-cli-service serve",
+    "build": "vue-cli-service build",
+    "lint": "vue-cli-service lint"
+  },
+  "dependencies": {
+    "axios": "^0.18.1",
+    "echarts": "^4.3.0",
+    "element-ui": "^2.12.0",
+    "socket.io": "^2.2.0",
+    "vue": "^2.6.10",
+    "vue-codemirror": "^4.0.6",
+    "vue-router": "^3.1.2",
+    "vuex": "^3.1.1"
+  },
+  "devDependencies": {
+    "@vue/cli-plugin-babel": "^3.12.1",
+    "@vue/cli-plugin-eslint": "^3.12.1",
+    "@vue/cli-service": "^3.12.1",
+    "babel-eslint": "^10.0.3",
+    "eslint": "^5.16.0",
+    "eslint-plugin-vue": "^5.2.3",
+    "vue-cli-plugin-element": "^1.0.1",
+    "vue-template-compiler": "^2.6.10"
+  },
+  "eslintConfig": {
+    "root": true,
+    "env": {
+      "node": true
+    },
+    "extends": [
+      "plugin:vue/essential",
+      "eslint:recommended"
+    ],
+    "parserOptions": {
+      "parser": "babel-eslint"
+    }
+  },
+  "postcss": {
+    "plugins": {
+      "autoprefixer": {}
+    }
+  },
+  "browserslist": [
+    "> 1%",
+    "last 2 versions",
+    "not ie <= 8"
+  ]
+}

frontend/public/index.html

@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width,initial-scale=1.0">
+    <link rel="icon" href="<%= BASE_URL %>favicon.ico">
+    <title>my-project</title>
+  </head>
+  <body>
+    <noscript>
+      <strong>We're sorry but my-project doesn't work properly without JavaScript enabled. Please enable it to continue.</strong>
+    </noscript>
+    <div id="app"></div>
+    <!-- built files will be auto injected -->
+  </body>
+</html>

frontend/src/App.vue

@@ -0,0 +1,28 @@
+<template>
+  <div id="app">
+    <app-header></app-header>
+    <app-content></app-content>
+    <app-footer></app-footer>
+  </div>
+</template>
+
+<script>
+import Header from "./components/Header";
+import Footer from "./components/Footer";
+import Content from "./components/Content";
+export default {
+  name: "眼疾辅助诊断系统",
+  data() {
+    return {};
+  },
+  components: {
+    "app-header": Header,
+    "app-footer": Footer,
+    "app-content": Content,
+  },
+  methods: {},
+};
+</script>
+
+<style scope="this api replaced by slot-scope in 2.5.0+">
+</style>

frontend/src/assets/style.css

@@ -0,0 +1,91 @@
+@font-face {
+    font-family: "iconfont"; /* project id 1171507 */
+    src: url("//at.alicdn.com/t/font_1171507_ki84ccb8hzk.eot");
+    src: url("//at.alicdn.com/t/font_1171507_ki84ccb8hzk.eot?#iefix")
+        format("embedded-opentype"),
+      url("//at.alicdn.com/t/font_1171507_ki84ccb8hzk.woff2") format("woff2"),
+      url("//at.alicdn.com/t/font_1171507_ki84ccb8hzk.woff") format("woff"),
+      url("//at.alicdn.com/t/font_1171507_ki84ccb8hzk.ttf") format("truetype"),
+      url("//at.alicdn.com/t/font_1171507_ki84ccb8hzk.svg#iconfont") format("svg");
+  }
+  @font-face {
+    font-family: "iconfont"; /* project id 1171507 */
+    src: url("//at.alicdn.com/t/font_1171507_1e4m208yftt.eot");
+    src: url("//at.alicdn.com/t/font_1171507_1e4m208yftt.eot?#iefix")
+        format("embedded-opentype"),
+      url("//at.alicdn.com/t/font_1171507_1e4m208yftt.woff2") format("woff2"),
+      url("//at.alicdn.com/t/font_1171507_1e4m208yftt.woff") format("woff"),
+      url("//at.alicdn.com/t/font_1171507_1e4m208yftt.ttf") format("truetype"),
+      url("//at.alicdn.com/t/font_1171507_1e4m208yftt.svg#iconfont") format("svg");
+  }
+  @font-face {
+    font-family: "iconfont"; /* project id 1171507 */
+    src: url("//at.alicdn.com/t/font_1171507_2skehui6htm.eot");
+    src: url("//at.alicdn.com/t/font_1171507_2skehui6htm.eot?#iefix")
+        format("embedded-opentype"),
+      url("//at.alicdn.com/t/font_1171507_2skehui6htm.woff2") format("woff2"),
+      url("//at.alicdn.com/t/font_1171507_2skehui6htm.woff") format("woff"),
+      url("//at.alicdn.com/t/font_1171507_2skehui6htm.ttf") format("truetype"),
+      url("//at.alicdn.com/t/font_1171507_2skehui6htm.svg#iconfont") format("svg");
+  }
+  @font-face {
+    font-family: "iconfont"; /* project id 1171507 */
+    src: url("//at.alicdn.com/t/font_1171507_m12v7ykool.eot");
+    src: url("//at.alicdn.com/t/font_1171507_m12v7ykool.eot?#iefix")
+        format("embedded-opentype"),
+      url("//at.alicdn.com/t/font_1171507_m12v7ykool.woff2") format("woff2"),
+      url("//at.alicdn.com/t/font_1171507_m12v7ykool.woff") format("woff"),
+      url("//at.alicdn.com/t/font_1171507_m12v7ykool.ttf") format("truetype"),
+      url("//at.alicdn.com/t/font_1171507_m12v7ykool.svg#iconfont") format("svg");
+  }
+  @font-face {
+    font-family: 'iconfont';  /* project id 1171507 */
+    src: url('//at.alicdn.com/t/font_1171507_ptv9kzz2fu.eot');
+    src: url('//at.alicdn.com/t/font_1171507_ptv9kzz2fu.eot?#iefix') format('embedded-opentype'),
+    url('//at.alicdn.com/t/font_1171507_ptv9kzz2fu.woff2') format('woff2'),
+    url('//at.alicdn.com/t/font_1171507_ptv9kzz2fu.woff') format('woff'),
+    url('//at.alicdn.com/t/font_1171507_ptv9kzz2fu.ttf') format('truetype'),
+    url('//at.alicdn.com/t/font_1171507_ptv9kzz2fu.svg#iconfont') format('svg');
+  }
+  @font-face {
+    font-family: 'iconfont';  /* project id 1171507 */
+    src: url('//at.alicdn.com/t/font_1171507_99rgegvq24p.eot');
+    src: url('//at.alicdn.com/t/font_1171507_99rgegvq24p.eot?#iefix') format('embedded-opentype'),
+    url('//at.alicdn.com/t/font_1171507_99rgegvq24p.woff2') format('woff2'),
+    url('//at.alicdn.com/t/font_1171507_99rgegvq24p.woff') format('woff'),
+    url('//at.alicdn.com/t/font_1171507_99rgegvq24p.ttf') format('truetype'),
+    url('//at.alicdn.com/t/font_1171507_99rgegvq24p.svg#iconfont') format('svg');
+  }
+  .iconfont {
+    font-family: "iconfont" !important;
+    font-size: 18px;
+    font-style: normal;
+    -webkit-font-smoothing: antialiased;
+    -webkit-text-stroke-width: 0.2px;
+    -moz-osx-font-smoothing: grayscale;
+  }
+  .iconfont_tele{
+    font-family: "iconfont" !important;
+    font-size: 40px;
+    font-style: normal;
+    -webkit-font-smoothing: antialiased;
+    -webkit-text-stroke-width: 0.2px;
+    -moz-osx-font-smoothing: grayscale;
+  }
+  .iconfont_image {
+    font-family: "iconfont" !important;
+    font-size: 60px;
+    font-style: normal;
+    -webkit-font-smoothing: antialiased;
+    -webkit-text-stroke-width: 0.2px;
+    -moz-osx-font-smoothing: grayscale;
+  }
+  .iconfont_phone {
+    font-family: "iconfont" !important;
+    font-size: 22px;
+    font-style: normal;
+    -webkit-font-smoothing: antialiased;
+    -webkit-text-stroke-width: 0.2px;
+    -moz-osx-font-smoothing: grayscale;
+  }
+  

frontend/src/components/Content.vue

@@ -0,0 +1,1116 @@
+<template>
+  <div id="Content">
+    <!-- VUE弹窗 -->
+    <el-dialog
+      id="hello"
+      title="眼疾辅助诊断系统使用须知"
+      :visible.sync="centerDialogVisible"
+      width="65%"
+      :before-close="handleClose"
+    >
+      <el-steps :active="5" finish-status="process ">
+        <el-step title="步骤1" style="width: 280px; padding-left: 50px">
+          <template slot="description">
+            <p style="font-size: 16px">下载测试CT文件文件</p>
+            <br />
+            <br />
+          </template>
+        </el-step>
+        <el-step title="步骤2" style="width: 260px; margin-left: -5px">
+          <template slot="description">
+            <p>上传CT图像至服务器</p>
+            <p>使用训练的模型预测眼疾区域</p>
+            <p>并返回眼疾区域特征</p>
+          </template>
+        </el-step>
+        <el-step title="步骤3" style="width: 260px; margin-left: -5px">
+          <template slot="description">
+            <div>
+              <p>根据预测的眼疾区域和特征</p>
+              <p>进行辅助诊断</p>
+              <br />
+            </div>
+          </template>
+        </el-step>
+      </el-steps>
+      <span slot="footer" class="dialog-footer">
+        <el-button type="primary" @click="welcome">下载测试CT图像</el-button>
+      </span>
+    </el-dialog>
+    <el-dialog
+      title="AI预测中"
+      :visible.sync="dialogTableVisible"
+      :show-close="false"
+      :close-on-press-escape="false"
+      :append-to-body="true"
+      :close-on-click-modal="false"
+      :center="true"
+    >
+      <el-progress :percentage="percentage"></el-progress>
+      <span slot="footer" class="dialog-footer">请耐心等待约一分钟</span>
+    </el-dialog>
+
+    <div id="aside">
+      <!-- 查看病人信息 -->
+      <el-card class="box-card" style="width: 250px; height: 350px">
+        <div slot="header" class="clearfix">
+          <span>病人信息</span>
+        </div>
+        <div v-for="(value, name) in patient" :key="name" class="text item">
+          <h3 style="font-weight: normal">{{ name }}:{{ value }}</h3>
+        </div>
+      </el-card>
+
+      <!-- 步骤条：下载 上传 -->
+      <el-card
+        class="box-card"
+        body-style="padding: 15px 5px 15px 10px"
+        style="width: 250px; height: 500px; margin-top: 50px"
+      >
+        <div slot="header" class="clearfix" style="text-align: center">
+          <span class="steps" style="letter-spacing: 7px">诊断测试步骤</span>
+        </div>
+        <div style="height: 600px" class="step_1">
+          <el-steps
+            direction="vertical"
+            :active="active"
+            finish-status="success"
+          >
+            <el-step style="height: 120px" title="步骤 1">
+              <template slot="description" style="font-size: 10px !important">
+                下载测试CT文件
+                <!-- 下载文件 -->
+                <el-button
+                  type="primary"
+                  icon="el-icon-download"
+                  @click="downTemplate"
+                  class="download_bt"
+                  >下载
+                </el-button>
+              </template>
+            </el-step>
+            <el-step style="height: 150px" title="步骤 2">
+              <template slot="description">
+                <!-- 上传文件 -->
+                上传CT图像至服务器，使用训练的模型预测眼疾区域并返回眼疾区域特征
+                <el-button
+                  type="primary"
+                  icon="el-icon-upload"
+                  class="download_bt"
+                  >上传</el-button
+                >
+                <input class="file" name="file" type="file" @change="update" />
+              </template>
+            </el-step>
+
+            <!-- 获得图像 -->
+            <el-step title="获得图像及特征" style="height: 200px">
+              <template slot="description"></template>
+            </el-step>
+          </el-steps>
+        </div>
+      </el-card>
+    </div>
+    <!-- 上传返回信息部分：原CT图部分  标出眼疾的CT图像 图像特征-->
+    <div id="CT">
+      <!-- CT图像 -->
+      <div id="CT_image">
+        <!-- 原CT图 -->
+        <el-card
+          id="CT_image_1"
+          class="box-card"
+          style="
+            border-radius: 8px;
+            width: 800px;
+            height: 360px;
+            margin-bottom: -30px;
+          "
+        >
+          <div class="demo-image__preview1">
+            <div
+              v-loading="loading"
+              element-loading-text="上传图片中"
+              element-loading-spinner="el-icon-loading"
+            >
+              <el-image
+                :src="url_1"
+                class="image_1"
+                :preview-src-list="srcList"
+                style="border-radius: 3px 3px 0 0"
+              >
+                <div slot="error">
+                  <div slot="placeholder" class="error">
+                    <el-button
+                      v-show="showbutton"
+                      type="primary"
+                      icon="el-icon-upload"
+                      class="download_bt"
+                      v-on:click="true_upload"
+                    >
+                      上传CT文件
+                      <input
+                        ref="upload"
+                        style="display: none"
+                        name="file"
+                        type="file"
+                        @change="update"
+                      />
+                    </el-button>
+                  </div>
+                </div>
+              </el-image>
+            </div>
+            <!-- 原CT图文字 -->
+            <div class="img_info_1" style="border-radius: 0 0 5px 5px">
+              <span style="color: white; letter-spacing: 6px">原CT图像</span>
+            </div>
+          </div>
+          <!-- 标出眼疾的CT图像 -->
+          <div class="demo-image__preview2">
+            <div
+              v-loading="loading"
+              element-loading-text="处理中,请耐心等待"
+              element-loading-spinner="el-icon-loading"
+            >
+              <el-image
+                :src="url_2"
+                class="image_1"
+                :preview-src-list="srcList1"
+                style="border-radius: 3px 3px 0 0"
+              >
+                <div slot="error">
+                  <div slot="placeholder" class="error">{{ wait_return }}</div>
+                </div>
+              </el-image>
+            </div>
+            <!-- 标出眼疾的CT图像文字 -->
+            <div class="img_info_1" style="border-radius: 0 0 5px 5px">
+              <span style="color: white; letter-spacing: 4px"
+                >标出眼疾的CT图像</span
+              >
+            </div>
+          </div>
+        </el-card>
+      </div>
+      <div id="info_patient">
+        <!-- 卡片放置表格 -->
+        <el-card style="border-radius: 8px">
+          <div slot="header" class="clearfix">
+            <span>眼疾区域特征值</span>
+            <el-button
+              style="margin-left: 35px"
+              v-show="!showbutton"
+              type="primary"
+              icon="el-icon-upload"
+              class="download_bt"
+              v-on:click="true_upload2"
+            >
+              重新选择图像
+              <input
+                ref="upload2"
+                style="display: none"
+                name="file"
+                type="file"
+                @change="update"
+              />
+            </el-button>
+          </div>
+          <el-tabs v-model="activeName" @tab-click="handleClick">
+            <el-tab-pane label="眼疾区域特征值" name="first">
+              <!-- 表格存放特征值 -->
+              <el-table
+                :data="feature_list"
+                height="390"
+                border
+                style="width: 750px; text-align: center"
+                v-loading="loading"
+                element-loading-text="数据正在处理中，请耐心等待"
+                element-loading-spinner="el-icon-loading"
+                lazy
+              >
+                <el-table-column label="Feature" width="250px">
+                  <template slot-scope="scope">
+                    <span>{{ scope.row[2] }}</span>
+                  </template>
+                </el-table-column>
+                <!-- 特征名 -->
+                <el-table-column label="特征名" width="250px">
+                  <template slot-scope="scope">
+                    <span>{{ scope.row[0] }}</span>
+                  </template>
+                </el-table-column>
+
+                <!-- 特征值 -->
+                <el-table-column label="特征值" width="250px">
+                  <template slot-scope="scope">
+                    <span>{{ scope.row[1] }}</span>
+                  </template>
+                </el-table-column>
+              </el-table>
+            </el-tab-pane>
+            <el-tab-pane
+              label="面积对比"
+              name="second"
+              style="width: 750px; height: 390px"
+            >
+              <div id="areaCompare">
+                <el-table
+                  :data="feature_list"
+                  height="390"
+                  border
+                  style="width: 750px; text-align: center"
+                  v-loading="loading"
+                  element-loading-text="数据正在处理中，请耐心等待"
+                  element-loading-spinner="el-icon-loading"
+                >
+                  <el-table-column label="Feature" width="250px">
+                    <template slot-scope="scope">
+                      <span>{{ scope.row[2] }}</span>
+                    </template>
+                  </el-table-column>
+                  <!-- 特征名 -->
+                  <el-table-column label="特征名" width="250px">
+                    <template slot-scope="scope">
+                      <span>{{ scope.row[0] }}</span>
+                    </template>
+                  </el-table-column>
+
+                  <!-- 特征值 -->
+                  <el-table-column label="特征值" width="250px">
+                    <template slot-scope="scope">
+                      <span>{{ scope.row[1] }}</span>
+                    </template>
+                  </el-table-column>
+                </el-table>
+              </div>
+              <div
+                id="area"
+                style="width: 750px; height: 400px; margin-bottom: 20px"
+              ></div>
+            </el-tab-pane>
+            <el-tab-pane
+              label="周长对比"
+              name="third"
+              style="width: 750px; height: 390px"
+            >
+              <div id="perimeterCompare">
+                <el-table
+                  :data="feature_list"
+                  height="390"
+                  border
+                  style="width: 750px; text-align: center"
+                  v-loading="loading"
+                  element-loading-text="数据正在处理中，请耐心等待"
+                  element-loading-spinner="el-icon-loading"
+                >
+                  <el-table-column label="Feature" width="250px">
+                    <template slot-scope="scope">
+                      <span>{{ scope.row[2] }}</span>
+                    </template>
+                  </el-table-column>
+                  <!-- 特征名 -->
+                  <el-table-column label="特征名" width="250px">
+                    <template slot-scope="scope">
+                      <span>{{ scope.row[0] }}</span>
+                    </template>
+                  </el-table-column>
+
+                  <!-- 特征值 -->
+                  <el-table-column label="特征值" width="250px">
+                    <template slot-scope="scope">
+                      <span>{{ scope.row[1] }}</span>
+                    </template>
+                  </el-table-column>
+                </el-table>
+              </div>
+
+              <div
+                id="perimeter"
+                style="width: 750px; height: 400px; margin-bottom: 20px"
+              ></div>
+            </el-tab-pane>
+          </el-tabs>
+        </el-card>
+      </div>
+    </div>
+  </div>
+</template>
+
+<script>
+import axios from "axios";
+
+export default {
+  name: "Content",
+  data() {
+    return {
+      server_url: "http://127.0.0.1:5003",
+      perimeter_picture_data: 0,
+      area_picture_data: 0,
+      activeName: "first",
+      active: 0,
+      centerDialogVisible: true,
+      url_1: "",
+      url_2: "",
+      textarea: "",
+      srcList: [],
+      srcList1: [],
+      feature_list: [],
+      feature_list_1: [],
+      feat_list: [],
+      url: "",
+      visible: false,
+      activeName: "second",
+      wait_return: "等待上传",
+      wait_upload: "等待上传",
+      loading: false,
+      table: false,
+      isNav: false,
+      showbutton: true,
+      percentage: 0,
+      fullscreenLoading: false,
+      opacitys: {
+        opacity: 0,
+      },
+      dialogTableVisible: false,
+      patient: {
+        ID: "20190001",
+        姓名: "李冰冰",
+        性别: "女",
+        年龄: "22",
+        电话: "13120392966",
+        部位: "左眼",
+      },
+    };
+  },
+  created: function () {
+    document.title = "眼疾辅助诊断系统";
+  },
+  methods: {
+    true_upload() {
+      this.$refs.upload.click();
+    },
+    true_upload2() {
+      this.$refs.upload2.click();
+    },
+    handleClose(done) {
+      this.$confirm("确认关闭？")
+        .then((_) => {
+          done();
+        })
+        .catch((_) => {});
+    },
+    next() {
+      this.active++;
+    },
+    // 获得目标文件
+    getObjectURL(file) {
+      var url = null;
+      if (window.createObjcectURL != undefined) {
+        url = window.createOjcectURL(file);
+      } else if (window.URL != undefined) {
+        url = window.URL.createObjectURL(file);
+      } else if (window.webkitURL != undefined) {
+        url = window.webkitURL.createObjectURL(file);
+      }
+      return url;
+    },
+    // 点击切换
+    handleClick(tab, event) {
+      if (tab.name == "second") {
+        this.drawChart();
+        var myChart_area = this.$echarts.init(document.getElementById("area"));
+        // myChart_area.clear();
+        myChart_area.setOption({
+          xAxis: {
+            type: "category",
+            data: ["1", "2", "3", "4", "5", "6", "7", "8"],
+          },
+          yAxis: {
+            type: "value",
+            name: "面积",
+          },
+          areaStyle: {},
+          legend: {
+            data: [""],
+          },
+          series: [
+            {
+              // 根据名字对应到相应的系列
+              name: "面积",
+              type: "line",
+              data: [
+                1300,
+                1290,
+                1272,
+                1123.5,
+                1123,
+                1092,
+                1086,
+                this.area_picture_data,
+              ],
+            },
+          ],
+        });
+      } else if (tab.name == "third") {
+        this.drawChart();
+        var myChart_perimeter = this.$echarts.init(
+          document.getElementById("perimeter")
+        );
+        myChart_perimeter.setOption({
+          xAxis: {
+            type: "category",
+            data: ["1", "2", "3", "4", "5", "6", "7", "8"],
+          },
+          yAxis: {
+            type: "value",
+            name: "周长",
+          },
+          areaStyle: {},
+          series: [
+            {
+              // 根据名字对应到相应的系列
+              name: "周长",
+              type: "line",
+              data: [
+                250,
+                243,
+                227,
+                201,
+                197,
+                170,
+                159,
+                this.perimeter_picture_data,
+              ],
+            },
+          ],
+        });
+      }
+    },
+    // 上传文件
+    update(e) {
+      this.percentage = 0;
+      this.dialogTableVisible = true;
+      this.url_1 = "";
+      this.url_2 = "";
+      this.srcList = [];
+      this.srcList1 = [];
+      this.wait_return = "";
+      this.wait_upload = "";
+      this.feature_list = [];
+      let myChart_area = this.$echarts.init(document.getElementById("area"));
+      myChart_area.setOption({
+        series: [
+          {
+            data: [""],
+          },
+        ],
+      });
+      this.feat_list = [];
+      this.fullscreenLoading = true;
+      this.loading = true;
+      this.showbutton = false;
+      let file = e.target.files[0];
+      this.url_1 = this.$options.methods.getObjectURL(file);
+      let param = new FormData(); //创建form对象
+      param.append("file", file, file.name); //通过append向form对象添加数据
+      // console.log(param.get("file")); //FormData私有类对象，访问不到，可以通过get判断值是否传进去
+      var timer = setInterval(() => {
+        this.myFunc();
+      }, 30);
+      let config = {
+        headers: { "Content-Type": "multipart/form-data" },
+      }; //添加请求头
+      axios
+        .post(this.server_url + "/upload", param, config)
+        .then((response) => {
+          this.percentage = 100;
+          clearInterval(timer);
+          this.url_1 = response.data.image_url;
+          this.srcList.push(this.url_1);
+          this.url_2 = response.data.draw_url;
+          this.srcList1.push(this.url_2);
+          this.fullscreenLoading = false;
+          this.loading = false;
+
+          this.feat_list = Object.keys(response.data.image_info);
+
+          for (var i = 0; i < this.feat_list.length; i++) {
+            response.data.image_info[this.feat_list[i]][2] = this.feat_list[i];
+            this.feature_list.push(response.data.image_info[this.feat_list[i]]);
+          }
+
+          this.feature_list.push(response.data.image_info);
+          this.feature_list_1 = this.feature_list[0];
+          JSON.stringify(response.data.image_info, (key, value) => {
+            console.log(key);
+            console.log(value);
+          });
+          this.dialogTableVisible = false;
+          this.percentage = 0;
+          this.notice1();
+          var areaCompare = document.getElementById("areaCompare");
+          areaCompare.style.display = "none";
+          var areaCompare = document.getElementById("perimeterCompare");
+          areaCompare.style.display = "none";
+          let myChart_area = this.$echarts.init(
+            document.getElementById("area")
+          );
+          let myChart_perimeter = this.$echarts.init(
+            document.getElementById("perimeter")
+          );
+          this.perimeter_picture_data = parseInt(
+            response.data.image_info["perimeter"][1]
+          );
+          this.area_picture_data = parseInt(
+            response.data.image_info["area"][1]
+          );
+          myChart_area.setOption({
+            xAxis: {
+              type: "category",
+              data: ["1", "2", "3", "4", "5", "6", "7", "8"],
+            },
+            yAxis: {
+              type: "value",
+              name: "面积",
+            },
+            areaStyle: {},
+            legend: {
+              data: [""],
+            },
+            series: [
+              {
+                // 根据名字对应到相应的系列
+                name: "面积",
+                type: "line",
+                data: [
+                  1300,
+                  1290,
+                  1272,
+                  1123.5,
+                  1123,
+                  1092,
+                  1086,
+                  response.data.image_info["area"][1],
+                ],
+              },
+            ],
+          });
+
+          myChart_perimeter.setOption({
+            xAxis: {
+              type: "category",
+              data: ["1", "2", "3", "4", "5", "6", "7", "8"],
+            },
+            yAxis: {
+              type: "value",
+              name: "周长",
+            },
+            areaStyle: {},
+            series: [
+              {
+                // 根据名字对应到相应的系列
+                name: "周长",
+                type: "line",
+                data: [
+                  250,
+                  243,
+                  227,
+                  201,
+                  197,
+                  170,
+                  159,
+                  response.data.image_info["perimeter"],
+                ],
+              },
+            ],
+          });
+        });
+    },
+    // 下载 点击按钮 从远程接口获取文件
+    downTemplate() {
+      axios({
+        method: "get",
+        url:
+          "https://cso1-1254043908.cos.ap-beijing.myqcloud.com/ct/testfile.7z",
+        responseType: "blob",
+      }).then((res) => {
+        this.downloads(res.data, res.headers.filename);
+
+        if (res.status === 200) {
+          this.$message({
+            message: "下载成功",
+            type: "success",
+          });
+          if (this.active == 0) {
+            this.next();
+          }
+        } else {
+          this.$message({
+            showClose: true,
+            message: "下载失败，请重试",
+            type: "error",
+          });
+        }
+      });
+    },
+    myFunc() {
+      if (this.percentage + 33 < 99) {
+        this.percentage = this.percentage + 33;
+        console.log(this.percentage);
+      } else {
+        this.percentage = 99;
+      }
+    },
+    drawChart() {
+      // 基于准备好的dom，初始化echarts实例
+      let myChart_area = this.$echarts.init(document.getElementById("area"));
+      let myChart_perimeter = this.$echarts.init(
+        document.getElementById("perimeter")
+      );
+      // 指定图表的配置项和数据
+      myChart_area.setOption({
+        title: {
+          text: "眼疾面积变化",
+          subtext: "Tumor Area Change",
+          left: "center",
+        },
+        legend: {
+          data: [""],
+        },
+        tooltip: {},
+
+        grid: {
+          //显示数据的图表位于当前canvas的坐标轴
+          x: 50,
+          y: 55,
+          x2: 50,
+          y2: 60,
+          borderWidth: 1,
+        },
+
+        toolbox: {
+          show: true,
+          feature: {
+            dataZoom: {
+              yAxisIndex: "none",
+            },
+            dataView: { readOnly: false },
+            magicType: { type: ["line", "bar"] },
+            restore: {},
+            saveAsImage: {},
+          },
+        },
+        xAxis: {
+          type: "category",
+          boundaryGap: false,
+          data: ["1", "2", "3", "4", "5", "6", "7", "8"],
+          name: "治疗时间（周）",
+          nameLocation: "middle",
+          nameTextStyle: {
+            padding: 14,
+            fontSize: 14,
+          },
+        },
+        yAxis: {
+          type: "value",
+          name: "眼疾面积",
+          nameTextStyle: {
+            padding: 4,
+            fontSize: 14,
+          },
+          max: 1800,
+        },
+        series: [
+          {
+            name: "面积",
+            type: "bar",
+            data: [],
+          },
+        ],
+      });
+      myChart_perimeter.setOption({
+        title: {
+          text: "眼疾周长变化",
+          subtext: "Tumor Circumference Change",
+          left: "center",
+        },
+        legend: {
+          data: [""],
+        },
+        tooltip: {},
+
+        grid: {
+          //显示数据的图表位于当前canvas的坐标轴
+          x: 50,
+          y: 55,
+          x2: 50,
+          y2: 60,
+          borderWidth: 1,
+        },
+
+        toolbox: {
+          show: true,
+          feature: {
+            dataZoom: {
+              yAxisIndex: "none",
+            },
+            dataView: { readOnly: false },
+            magicType: { type: ["line", "bar"] },
+            restore: {},
+            saveAsImage: {},
+          },
+        },
+        xAxis: {
+          type: "category",
+          boundaryGap: false,
+          data: ["1", "2", "3", "4", "5", "6", "7", "8"],
+          name: "治疗时间（周）",
+          nameLocation: "middle",
+          nameTextStyle: {
+            padding: 14,
+            fontSize: 14,
+          },
+        },
+        yAxis: {
+          type: "value",
+          name: "眼疾周长",
+          nameTextStyle: {
+            padding: 4,
+            fontSize: 14,
+          },
+          max: 400,
+        },
+        series: [
+          {
+            name: "周长",
+            type: "bar",
+            data: [],
+          },
+        ],
+      });
+    },
+    // 创建模板下载链接
+    downloads(data, name) {
+      if (!data) {
+        return;
+      }
+      let url = window.URL.createObjectURL(new Blob([data]));
+      let link = document.createElement("a");
+      link.style.display = "none";
+      link.href = url;
+      link.setAttribute("download", `眼疾CT图文件.zip`);
+      document.body.appendChild(link);
+      link.click();
+      document.body.removeChild(link);
+      window.URL.revokeObjectURL(url);
+    },
+    welcome() {
+      axios({
+        method: "get",
+        url:
+          "https://cso1-1254043908.cos.ap-beijing.myqcloud.com/ct/testfile.7z",
+        responseType: "blob",
+      }).then((res) => {
+        this.downloads(res.data, res.headers.filename);
+        if (res.status === 200) {
+          this.$message({
+            message: "下载成功",
+            type: "success",
+          });
+          this.centerDialogVisible = false;
+          this.next();
+        } else {
+          this.$message({
+            showClose: true,
+            message: "下载失败，请重试",
+            type: "error",
+          });
+        }
+      });
+    },
+    notice1() {
+      this.$notify({
+        title: "预测成功",
+        message:
+          "点击图片可以查看大图，图片下方会显示眼疾区域的一些特征值来供医生参考，辅助诊断",
+        duration: 0,
+        type: "success",
+      });
+    },
+  },
+  mounted() {
+    this.drawChart();
+  },
+};
+</script>
+
+<style>
+.el-button {
+  padding: 12px 20px !important;
+}
+
+#hello p {
+  font-size: 15px !important;
+  /*line-height: 25px;*/
+}
+
+.n1 .el-step__description {
+  padding-right: 20%;
+  font-size: 14px;
+  line-height: 20px;
+  /* font-weight: 400; */
+}
+</style>
+
+<style scoped>
+* {
+  box-sizing: border-box;
+  margin: 0;
+  padding: 0;
+}
+
+.dialog_info {
+  margin: 20px auto;
+}
+
+.text {
+  font-size: 14px;
+}
+
+.item {
+  margin-bottom: 18px;
+}
+
+.clearfix:before,
+.clearfix:after {
+  display: table;
+  content: "";
+}
+
+.clearfix:after {
+  clear: both;
+}
+
+.box-card {
+  width: 680px;
+  height: 200px;
+  border-radius: 8px;
+  margin-top: -20px;
+}
+
+.divider {
+  width: 50%;
+}
+
+#CT {
+  display: flex;
+  height: 100%;
+  width: 70%;
+  flex-wrap: wrap;
+  justify-content: center;
+  margin: 0 auto;
+  margin-right: 0px;
+  max-width: 1200px;
+  /* background-color: RGB(239, 249, 251); */
+  /* box-shadow: 0 2px 4px rgba(0, 0, 0, 0.12), 0 0 6px rgba(0, 0, 0, 0.04); */
+}
+
+#CT_image_1 {
+  width: 90%;
+  height: 40%;
+  /* background-color: RGB(239, 249, 251); */
+  margin: 0px auto;
+  padding: 0px auto;
+  /* box-shadow: 0 2px 4px rgba(0, 0, 0, 0.12), 0 0 6px rgba(0, 0, 0, 0.04); */
+  margin-right: 180px;
+  margin-bottom: 0px;
+  border-radius: 4px;
+}
+
+#CT_image {
+  margin-bottom: 60px;
+  margin-left: 30px;
+  margin-top: 5px;
+}
+
+.image_1 {
+  width: 275px;
+  height: 260px;
+  background: #ffffff;
+  box-shadow: 0 2px 12px 0 rgba(0, 0, 0, 0.1);
+}
+
+.img_info_1 {
+  height: 30px;
+  width: 275px;
+  text-align: center;
+  background-color: #21b3b9;
+  line-height: 30px;
+}
+
+.demo-image__preview1 {
+  width: 250px;
+  height: 290px;
+  margin: 20px 60px;
+  float: left;
+}
+
+.demo-image__preview2 {
+  width: 250px;
+  height: 290px;
+
+  margin: 20px 460px;
+  /* background-color: green; */
+}
+
+.error {
+  margin: 100px auto;
+  width: 50%;
+  padding: 10px;
+  text-align: center;
+}
+
+.block-sidebar {
+  position: fixed;
+  display: none;
+  left: 50%;
+  margin-left: 600px;
+  top: 350px;
+  width: 60px;
+  z-index: 99;
+}
+
+.block-sidebar .block-sidebar-item {
+  font-size: 50px;
+  color: lightblue;
+  text-align: center;
+  line-height: 50px;
+  margin-bottom: 20px;
+  cursor: pointer;
+  display: block;
+}
+
+div {
+  display: block;
+}
+
+.block-sidebar .block-sidebar-item:hover {
+  color: #187aab;
+}
+
+.download_bt {
+  padding: 10px 16px !important;
+}
+
+#upfile {
+  width: 104px;
+  height: 45px;
+  background-color: #187aab;
+  color: #fff;
+  text-align: center;
+  line-height: 45px;
+  border-radius: 3px;
+  box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.1), 0 2px 2px 0 rgba(0, 0, 0, 0.2);
+  color: #fff;
+  font-family: "Source Sans Pro", Verdana, sans-serif;
+  font-size: 0.875rem;
+}
+
+.file {
+  width: 200px;
+  height: 130px;
+  position: absolute;
+  left: -20px;
+  top: 0;
+  z-index: 1;
+  -moz-opacity: 0;
+  -ms-opacity: 0;
+  -webkit-opacity: 0;
+  opacity: 0; /*css属性&mdash;&mdash;opcity不透明度，取值0-1*/
+  filter: alpha(opacity=0);
+  cursor: pointer;
+}
+
+#upload {
+  position: relative;
+  margin: 0px 0px;
+}
+
+#download {
+  padding: 0px;
+  margin: 0px 0px;
+}
+
+.patient {
+  margin: 50px auto;
+  margin-bottom: 100px;
+  /* margin-right: 100px; */
+  background-color: #187aab;
+  border-radius: 5px;
+  box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.1), 0 2px 2px 0 rgba(0, 0, 0, 0.2);
+  color: #fff;
+  font-family: "Source Sans Pro", Verdana, sans-serif;
+  font-size: 0.875rem;
+  line-height: 1;
+  padding: 0.75rem 1.5rem;
+}
+
+#Content {
+  width: 85%;
+  height: 800px;
+  background-color: #ffffff;
+  margin: 15px auto;
+  display: flex;
+  min-width: 1200px;
+  /* border: 1px solid #e4e7ed; */
+  /* box-shadow: 0 2px 4px rgba(0, 0, 0, 0.12), 0 0 6px rgba(0, 0, 0, 0.04); */
+}
+
+#aside {
+  width: 25%;
+  background-color: #ffffff;
+  padding: 30px;
+  margin-right: 80px;
+  /* background-color: RGB(239, 249, 251); */
+  /* box-shadow: 0 2px 4px rgba(0, 0, 0, 0.12), 0 0 6px rgba(0, 0, 0, 0.04); */
+  height: 800px;
+}
+
+.divider {
+  background-color: #eaeaea !important;
+  height: 2px !important;
+  width: 100%;
+  margin-bottom: 50px;
+}
+
+.divider_1 {
+  background-color: #ffffff;
+  height: 2px !important;
+  width: 100%;
+  margin-bottom: 20px;
+  margin: 20px auto;
+}
+
+.steps {
+  font-family: "lucida grande", "lucida sans unicode", lucida, helvetica,
+    "Hiragino Sans GB", "Microsoft YaHei", "WenQuanYi Micro Hei", sans-serif;
+  color: #21b3b9;
+  text-align: center;
+  margin: 15px auto;
+  font-size: 20px;
+  font-weight: bold;
+  text-align: center;
+}
+
+.step_1 {
+  /*color: #303133 !important;*/
+  margin: 20px 26px;
+}
+
+#info_patient {
+  margin-top: 10px;
+  margin-right: 160px;
+}
+</style>
+
+

frontend/src/components/Footer.vue

@@ -0,0 +1,35 @@
+<template>
+  <div id="Footer">
+    <p>{{ msg }}</p>
+  </div>
+</template>
+<script>
+export default {
+  name: "Footer",
+  data() {
+    return {
+      msg: "Copyright 2019",
+    };
+  },
+};
+</script>
+<style scoped>
+#Footer {
+  /*background:#F2F6FC;*/
+  padding: 6px;
+  border-radius: 5px;
+  width: 80%;
+  height: 80px;
+  margin: 20px auto;
+  margin-top: 140px;
+}
+
+p {
+  color: #21b3b9;
+  text-align: center;
+  margin: 30px auto;
+  font-size: 1.1em;
+}
+</style>
+
+

frontend/src/components/Header.vue

@@ -0,0 +1,87 @@
+<template>
+  <div id="Header">
+    <div class="top-left-edition">
+      <span style="color: #21b3b9; font-weight: bold">
+        <i class="el-icon-phone-outline" style="font-size: 23px"></i
+        >免费咨询：010-123456789
+      </span>
+      <span>
+        <i class="el-icon-time" style="font-size: 23px"></i>工作时间：9:00-18:00
+      </span>
+    </div>
+    <div id="word">
+      <h1>{{ msg }}</h1>
+    </div>
+  </div>
+</template>
+<script>
+export default {
+  name: "Header",
+  data() {
+    return {
+      msg: "眼疾辅助诊断系统",
+      activeIndex: "1",
+    };
+  },
+  methods: {
+    handleSelect(key, keyPath) {
+      console.log(key, keyPath);
+    },
+  },
+};
+</script>
+<style scoped>
+#Header {
+  padding: 30px 110px 0 150px;
+  width: 90%;
+  margin: 10px auto;
+}
+
+#word {
+  margin-left: 45%;
+  margin-top: -35px;
+  margin-bottom: 37px;
+  height: 60px;
+  line-height: 3.2em;
+}
+
+h1 {
+  /*text-align: center;*/
+  color: #21b3b9;
+  letter-spacing: 30px;
+  font-size: 2.3em;
+}
+
+.el-menu-demo {
+  width: 80%;
+  margin: 0px auto;
+  padding: 0px auto;
+}
+
+.top-left-edition span i {
+  float: left;
+  margin-right: 10px;
+}
+
+i,
+input,
+label {
+  vertical-align: middle;
+}
+
+i {
+  border: 0;
+  display: block;
+  cursor: pointer;
+}
+
+.top-left-edition span {
+  float: left;
+  font-size: 16px;
+  color: #999999;
+  line-height: 24px;
+  margin-right: 40px;
+}
+</style>
+
+

frontend/src/main.js

@@ -0,0 +1,35 @@
+// The Vue build version to load with the `import` command
+// (runtime-only or standalone) has been set in webpack.base.conf with an alias.
+import Vue from 'vue'
+import App from './App'
+import VueRouter from 'vue-router'
+import axios from 'axios'
+import Element from 'element-ui'
+import echarts from "echarts";
+
+Vue.prototype.$echarts = echarts;
+import '../node_modules/element-ui/lib/theme-chalk/index.css'
+import '../src/assets/style.css'
+import './theme/index.css'
+
+Vue.use(Element)
+Vue.config.productionTip = false
+Vue.use(VueRouter)
+Vue.prototype.$http = axios
+
+const router = new VueRouter({
+    routes: [
+        {path: "/App", component: App, meta: {title: "眼疾辅助诊断系统"},},
+    ],
+    mode: "history"
+})
+
+// // 全局注册组件
+Vue.component("App", App);
+
+/* eslint-disable no-new */
+new Vue({
+    el: '#app',
+    router,
+    render: h => h(App)
+})

frontend/vue.config.js

@@ -0,0 +1,10 @@
+module.exports = {
+  lintOnSave: undefined,
+  publicPath: './',
+  outputDir: undefined,
+  assetsDir: undefined,
+  runtimeCompiler: undefined,
+  productionSourceMap: undefined,
+  parallel: false,
+  css: undefined
+}

paddlex/get_feature.py

@@ -0,0 +1,181 @@
+import inspect
+from random import random
+
+import cv2
+import numpy as np
+import pandas as pd
+from numba import jit
+
+np.set_printoptions(suppress=True)  # 输出时禁止科学表示法，直接输出小数值
+
+column_all_c = ['面积', '周长', '重心x', '重心y', '似圆度', '灰度均值', '灰度方差', '灰度偏度',
+                '灰度峰态', '小梯度优势', '大梯度优势', '灰度分布不均匀性', '梯度分布不均匀性', '能量', '灰度平均', '梯度平均',
+                '灰度均方差', '梯度均方差', '相关', '灰度熵', '梯度熵', '混合熵', '惯性', '逆差矩']
+
+features_list = ['area', 'perimeter', 'focus_x', 'focus_y', 'ellipse', 'mean', 'std', 'piandu', 'fengdu',
+                 'small_grads_dominance',
+                 'big_grads_dominance', 'gray_asymmetry', 'grads_asymmetry', 'energy', 'gray_mean', 'grads_mean',
+                 'gray_variance', 'grads_variance', 'corelation', 'gray_entropy', 'grads_entropy', 'entropy', 'inertia',
+                 'differ_moment']
+
+# 获取变量的名
+def get_variable_name(variable):
+    callers_local_vars = inspect.currentframe().f_back.f_locals.items()
+    return [var_name for var_name, var_val in callers_local_vars if var_val is variable]
+
+
+def glcm(img_gray, ngrad=16, ngray=16):
+    '''Gray Level-Gradient Co-occurrence Matrix,取归一化后的灰度值、梯度值分别为16、16'''
+    # 利用sobel算子分别计算x-y方向上的梯度值
+    gsx = cv2.Sobel(img_gray, cv2.CV_64F, 1, 0, ksize=3)
+    gsy = cv2.Sobel(img_gray, cv2.CV_64F, 0, 1, ksize=3)
+    height, width = img_gray.shape
+    grad = (gsx ** 2 + gsy ** 2) ** 0.5  # 计算梯度值
+    grad = np.asarray(1.0 * grad * (ngrad - 1) / grad.max(), dtype=np.int16)
+    gray = np.asarray(1.0 * img_gray * (ngray - 1) / img_gray.max(), dtype=np.int16)  # 0-255变换为0-15
+    gray_grad = np.zeros([ngray, ngrad])  # 灰度梯度共生矩阵
+    for i in range(height):
+        for j in range(width):
+            gray_value = gray[i][j]
+            grad_value = grad[i][j]
+            gray_grad[gray_value][grad_value] += 1
+    gray_grad = 1.0 * gray_grad / (height * width)  # 归一化灰度梯度矩阵，减少计算量
+    get_glcm_features(gray_grad)
+
+
+@jit
+def get_gray_feature():
+    # 灰度特征提取算法
+    hist = cv2.calcHist([image_ROI_uint8[index]], [0], None, [256], [0, 256])
+    # 假的 还没用灰度直方图
+
+    c_features['mean'].append(np.mean(image_ROI[index]))
+    c_features['std'].append(np.std(image_ROI[index]))
+
+    s = pd.Series(image_ROI[index])
+    c_features['piandu'].append(s.skew())
+    c_features['fengdu'].append(s.kurt())
+
+
+def get_glcm_features(mat):
+    '''根据灰度梯度共生矩阵计算纹理特征量，包括小梯度优势，大梯度优势，灰度分布不均匀性，梯度分布不均匀性，能量，灰度平均，梯度平均，
+    灰度方差，梯度方差，相关，灰度熵，梯度熵，混合熵，惯性，逆差矩'''
+    sum_mat = mat.sum()
+    small_grads_dominance = big_grads_dominance = gray_asymmetry = grads_asymmetry = energy = gray_mean = grads_mean = 0
+    gray_variance = grads_variance = corelation = gray_entropy = grads_entropy = entropy = inertia = differ_moment = 0
+    for i in range(mat.shape[0]):
+        gray_variance_temp = 0
+        for j in range(mat.shape[1]):
+            small_grads_dominance += mat[i][j] / ((j + 1) ** 2)
+            big_grads_dominance += mat[i][j] * j ** 2
+            energy += mat[i][j] ** 2
+            if mat[i].sum() != 0:
+                gray_entropy -= mat[i][j] * np.log(mat[i].sum())
+            if mat[:, j].sum() != 0:
+                grads_entropy -= mat[i][j] * np.log(mat[:, j].sum())
+            if mat[i][j] != 0:
+                entropy -= mat[i][j] * np.log(mat[i][j])
+                inertia += (i - j) ** 2 * np.log(mat[i][j])
+            differ_moment += mat[i][j] / (1 + (i - j) ** 2)
+            gray_variance_temp += mat[i][j] ** 0.5
+
+        gray_asymmetry += mat[i].sum() ** 2
+        gray_mean += i * mat[i].sum() ** 2
+        gray_variance += (i - gray_mean) ** 2 * gray_variance_temp
+    for j in range(mat.shape[1]):
+        grads_variance_temp = 0
+        for i in range(mat.shape[0]):
+            grads_variance_temp += mat[i][j] ** 0.5
+        grads_asymmetry += mat[:, j].sum() ** 2
+        grads_mean += j * mat[:, j].sum() ** 2
+        grads_variance += (j - grads_mean) ** 2 * grads_variance_temp
+    small_grads_dominance /= sum_mat
+    big_grads_dominance /= sum_mat
+    gray_asymmetry /= sum_mat
+    grads_asymmetry /= sum_mat
+    gray_variance = gray_variance ** 0.5
+    grads_variance = grads_variance ** 0.5
+    for i in range(mat.shape[0]):
+        for j in range(mat.shape[1]):
+            corelation += (i - gray_mean) * (j - grads_mean) * mat[i][j]
+    glgcm_features = [small_grads_dominance, big_grads_dominance, gray_asymmetry, grads_asymmetry, energy, gray_mean,
+                      grads_mean,
+                      gray_variance, grads_variance, corelation, gray_entropy, grads_entropy, entropy, inertia,
+                      differ_moment]
+    for i in range(len(glgcm_features)):
+        t = get_variable_name(glgcm_features[i])[0]
+        c_features[t].append(np.round(glgcm_features[i], 4))
+
+
+def get_geometry_feature():
+    # 形态特征  分割mask获得一些特征
+    contours, x = cv2.findContours(mask_array.copy(), cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)
+    tarea = []
+    tperimeter = []
+    for c in contours:
+        # 生成矩
+        try:
+            M = cv2.moments(c)
+            cx = int(M['m10'] / M['m00'])
+            cy = int(M['m01'] / M['m00'])
+            c_features['focus_x'].append(cx)
+            c_features['focus_y'].append(cy)
+        except:
+            print('error')
+
+        # 椭圆拟合
+        try:
+            (x, y), (MA, ma), angle = cv2.fitEllipse(c)
+            c_features['ellipse'].append((ma - MA))
+        except:
+            continue
+        # 面积周长
+        tarea.append(cv2.contourArea(c))
+        tperimeter.append(cv2.arcLength(c, True))
+
+    # 将mask里的最大值追加 有黑洞
+    try:
+        c_features['area'].append(max(tarea))
+        c_features['perimeter'].append(round(max(tperimeter), 4))
+    except:
+        print('area error')
+
+
+# 提取肿瘤特征
+def get_feature(image, mask):
+    global w
+    global image_ROI_uint8, index, image_ROI_mini, image_ROI, mask_array
+
+    mask_array = cv2.imread(mask, 0)
+    image_arrary = cv2.imread(image)
+    # 映射到CT获得特征
+    image_ROI = np.zeros(shape=image_arrary.shape)
+    index = np.nonzero(mask_array)
+    if not index[0].any():
+        # c_features['no'] = True
+        return None
+    image_ROI[index] = image_arrary[index]
+    image_ROI_uint8 = np.uint8(image_ROI)
+    # 获得只有肿瘤的图片
+    x, y, w, h = cv2.boundingRect(mask_array)
+    image_ROI_mini = np.uint8(image_arrary[y:y + h, x:x + w])
+    w = image_ROI_mini
+
+    # 灰度梯度共生矩阵提取纹理特征
+    get_geometry_feature()
+    # get_gray_feature()
+    glcm(image_ROI_mini, 15, 15)
+
+    return c_features
+
+
+def main(pid):
+    global w
+
+    person_id = pid
+    global c_features
+    c_features = {}
+    for i in range(len(features_list)):
+        c_features[features_list[i]] = [column_all_c[i], np.round(random(), 3)]
+
+    return c_features

paddlex/paddlex.py

@@ -0,0 +1,46 @@
+import numpy as np
+import cv2
+import os
+from .get_image_info import main
+
+rate = 0.5
+
+def predict(path, model):
+    ''' predict
+    Args: path - image path
+    Returns: image path, image info
+    '''
+    global img_y
+    file_name = os.path.split(path)[1].split('.')[0]
+    
+    x = path.replace('\\', '/')
+    file_name = file_name
+    print(x)
+    print(file_name)
+    img_y = model.predict(x)['label_map']
+    img_y = img_y * 255
+    img_y = img_y.astype(np.int)
+    cv2.imwrite(f'./tmp/mask/{file_name}_mask.png', img_y,
+                (cv2.IMWRITE_PNG_COMPRESSION, 0))
+    last_process(file_name)
+    image_info = main(file_name)
+
+    return file_name + '.png', image_info
+
+def data_in_one(inputdata):
+    if not inputdata.any():
+        return inputdata
+    inputdata = (inputdata - inputdata.min()) / (inputdata.max() - inputdata.min())
+    return inputdata
+
+def pre_process(data_path):
+    file_name = os.path.split(data_path)[1].split('.')[0]
+    return data_path, file_name
+
+def last_process(file_name):
+    ''' last process'''
+    image = cv2.imread(f'./tmp/ct/{file_name}.png')
+    mask = cv2.imread(f'./tmp/mask/{file_name}_mask.png', 0)
+    contours, hierarchy = cv2.findContours(mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
+    cv2.drawContours(image, contours, -1, (0, 255, 0), 2)
+    cv2.imwrite('./tmp/draw/{}.png'.format(file_name), image)

requirements.txt

@@ -0,0 +1,5 @@
+# paddlepaddle
+flask==2.3.2
+python-dotenv==1.0.0
+
+