I'm doing a face mask detection project. i have already trained the dataset and created the model. then i deployed that model to detect the masked face. actually its working as expected. now i want to send an email when the system detects a person without mask and show a warning message. here is the code :
from tensorflow.keras.applications.mobilenet_v2 import preprocess_input from tensorflow.keras.preprocessing.image import img_to_array from tensorflow.keras.models import load_model from imutils.video import VideoStream import numpy as np import imutils import time import cv2 import os import smtplib import tkinter from tkinter import messagebox def detect_and_predict_mask(frame, faceNet, maskNet): (h, w) = frame.shape[:2] blob = cv2.dnn.blobFromImage(frame, 1.0, (224, 224), (104.0, 177.0, 123.0)) faceNet.setInput(blob) detections = faceNet.forward() print(detections.shape) faces = [] locs = [] preds = [] for i in range(0, detections.shape[2]): confidence = detections[0, 0, i, 2] if confidence > 0.5: box = detections[0, 0, i, 3:7] * np.array([w, h, w, h]) (startX, startY, endX, endY) = box.astype("int") (startX, startY) = (max(0, startX), max(0, startY)) (endX, endY) = (min(w - 1, endX), min(h - 1, endY)) face = frame[startY:endY, startX:endX] face = cv2.cvtColor(face, cv2.COLOR_BGR2RGB) face = cv2.resize(face, (224, 224)) face = img_to_array(face) face = preprocess_input(face) faces.append(face) locs.append((startX, startY, endX, endY)) if len(faces) > 0: faces = np.array(faces, dtype="float32") preds = maskNet.predict(faces, batch_size=32) return (locs, preds) prototxtPath = r"face_detector\deploy.prototxt" weightsPath = r"face_detector\res10_300x300_ssd_iter_140000.caffemodel" faceNet = cv2.dnn.readNet(prototxtPath, weightsPath) maskNet = load_model("mask_detector.model") print("[INFO] starting video stream...") vs = VideoStream(src=0).start() while True: frame = vs.read() frame = imutils.resize(frame, width=400) (locs, preds) = detect_and_predict_mask(frame, faceNet, maskNet) for (box, pred) in zip(locs, preds): (startX, startY, endX, endY) = box (mask, withoutMask) = pred label = "Mask" if mask > withoutMask else "No Mask" color = (0, 255, 0) if label == "Mask" else (0, 0, 255) label = "{}: {:.2f}%".format(label, max(mask, withoutMask) * 100) cv2.putText(frame, label, (startX, startY - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.45, color, 2) cv2.rectangle(frame, (startX, startY), (endX, endY), color, 2) if(label == "No Mask"): messagebox.showwarning("warning access denied","please put your mask.") with smtplib.SMTP('smtp.gmail.com',587)as smtp: smtp.ehlo() smtp.starttls() smtp.ehlo() smtp.login('helpdeskadhi@gmail.com','pnfnvboatmczopkn') subject = "Warning" body = "one visitor violated the rule." msg = f'Subject: {subject}\n\n{body}' smtp.sendmail('helpdeskadhi@gmail.com','helpdeskadhi@gmail.com',msg) else: pass break cv2.imshow("Frame", frame) key = cv2.waitKey(1) & 0xFF if key == ord("q"): break cv2.destroyAllWindows() vs.stop()
when i run this code it is still working as before. but its not sending any email and not showing any warning message.
i'm new to python . so please help to correct this.
https://stackoverflow.com/questions/65376965/how-to-send-email-when-condition-be-comes-true-using-python December 20, 2020 at 12:40PM
没有评论:
发表评论