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web-api.py
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93 lines (77 loc) · 2.7 KB
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# -*- coding: utf-8 -*-
"""
Created on Sun Apr 17 13:25:58 2021
@author: DEBJYOTI
"""
import os
import numpy
from flask import Flask, render_template, request
from werkzeug.utils import secure_filename
from PIL import Image
from keras.models import load_model
model = load_model('trafficSignModel.h5')
classes = { 1:'Speed limit (20km/h)',
2:'Speed limit (30km/h)',
3:'Speed limit (50km/h)',
4:'Speed limit (60km/h)',
5:'Speed limit (70km/h)',
6:'Speed limit (80km/h)',
7:'End of speed limit (80km/h)',
8:'Speed limit (100km/h)',
9:'Speed limit (120km/h)',
10:'No passing',
11:'No passing veh over 3.5 tons',
12:'Right-of-way at intersection',
13:'Priority road',
14:'Yield',
15:'Stop',
16:'No vehicles',
17:'Veh > 3.5 tons prohibited',
18:'No entry',
19:'General caution',
20:'Dangerous curve left',
21:'Dangerous curve right',
22:'Double curve',
23:'Bumpy road',
24:'Slippery road',
25:'Road narrows on the right',
26:'Road work',
27:'Traffic signals',
28:'Pedestrians',
29:'Children crossing',
30:'Bicycles crossing',
31:'Beware of ice/snow',
32:'Wild animals crossing',
33:'End speed + passing limits',
34:'Turn right ahead',
35:'Turn left ahead',
36:'Ahead only',
37:'Go straight or right',
38:'Go straight or left',
39:'Keep right',
40:'Keep left',
41:'Roundabout mandatory',
42:'End of no passing',
43:'End no passing veh > 3.5 tons' }
app = Flask(__name__)
upload_folder = os.path.join('static', 'Test')
app.config['UPLOAD'] = upload_folder
@app.route('/')
def index():
return render_template('traffic.html')
@app.route('/uploader', methods = ['GET', 'POST'])
def upload_file():
if request.method == 'POST':
f = request.files['file']
f.save(secure_filename(f.filename))
image = Image.open(f)
img_path = os.path.join(app.config['UPLOAD'], f.filename)
image = image.resize((30,30))
image = numpy.expand_dims(image, axis=0)
image = numpy.array(image)
pred = model.predict_classes([image])[0]
sign = classes[pred+1]
return render_template('traffic.html',selected_img=img_path,
sign_pred=sign)
if __name__ == '__main__':
app.run(debug = True, port=4000)