from flask import Flask, render_template, request from model import btd import numpy as np import cv2 app = Flask(__name__) @app.route("/", methods=["GET", "POST"]) def index(): message = "Welcome to the API! Here are the available endpoints:" fm_url = request.host_url + "fusion-predicition" response = { "message": message, "endpoints": { "fused_prediction": fm_url, } } return response, 200 @app.route("/fusion-predicition", methods=["GET", "POST"]) def test(): result = None if request.method == "POST": if 'img1' not in request.files or 'img2' not in request.files or 'img3' not in request.files: return "No file uploaded for Tumor prediction", 400 img1 = request.files['img1'] img2 = request.files['img2'] img3 = request.files['img3'] img_array1 = cv2.imdecode(np.frombuffer( img1.read(), np.uint8), cv2.IMREAD_COLOR) img_array2 = cv2.imdecode(np.frombuffer( img2.read(), np.uint8), cv2.IMREAD_COLOR) img_array3 = cv2.imdecode(np.frombuffer( img3.read(), np.uint8), cv2.IMREAD_COLOR) model = btd.FusedFuctionModel(img_array1, img_array2, img_array3) response = { "Tumor Predicition": model } result = response return result if __name__ == "__main__": app.run(debug=True)