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...ter Vision/Fire Detection Alarm/.ipynb_checkpoints/fire detection system-checkpoint.ipynb
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{ | ||
"cells": [], | ||
"metadata": {}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
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# Fire Alarm Detection System | ||
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This project is a real-time fire detection system using OpenCV, threading, and email alerts. It utilizes a pre-trained fire detection cascade model and sends an alert via email and plays an alarm sound when fire is detected from video input. | ||
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## Features | ||
- **Real-time fire detection** using OpenCV. | ||
- **Alarm sound** triggered upon detection. | ||
- **Email alert system** that sends notifications in case of fire. | ||
- Simple and effective fire detection from live video or video files. | ||
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## Requirements | ||
- OpenCV | ||
- Threading | ||
- Playsound | ||
- smtplib |
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Computer Vision/Fire Detection Alarm/fire detection system.ipynb
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 1, | ||
"id": "7f5f4af0-a698-4933-9729-4496f379a53b", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import cv2\n", | ||
"import threading \n", | ||
"import playsound \n", | ||
"import smtplib " | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 2, | ||
"id": "2266a293-7af0-4ebd-a45d-5791991cee9c", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"fire_cascade = cv2.CascadeClassifier('fire-cascade.xml')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 3, | ||
"id": "499a0627-345c-4b0a-ae94-8dfed4f93b40", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Use \"0\" for laptop inbuilt camera and \"1\" for USB attached camera or webcam\n", | ||
"# vid = cv2.VideoCapture(0) \n", | ||
"\n", | ||
"vid = cv2.VideoCapture(\"videos\\\\fire2.mp4\")\n", | ||
"runOnce = False # created boolean" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 4, | ||
"id": "e8fe66e3-62fe-493b-82be-7b58963f575d", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Alarm is played after fire detection\n", | ||
"\n", | ||
"def play_alarm_sound_function(): \n", | ||
" playsound.playsound('fire-alarm.mp3',True) \n", | ||
" print(\"Fire alarm end\") # for testing" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 5, | ||
"id": "f1e4051f-1c22-423e-a06f-62225110181d", | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Failed to grab frame\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"# Mail is sent after fire detection\n", | ||
"\n", | ||
"def send_mail_function(): \n", | ||
" \n", | ||
" recipientmail = \"[email protected]\" # recipients mail\n", | ||
" recipientmail = recipientmail.lower()\n", | ||
" \n", | ||
" try:\n", | ||
" server = smtplib.SMTP('smtp.gmail.com', 587)\n", | ||
" server.ehlo()\n", | ||
" server.starttls()\n", | ||
" server.login(\"asender email\", 'sender password') # Logs using sender's credentials\n", | ||
" server.sendmail('add recipients mail', recipientmail, \"REPORT! FIRE ACCIDENT DETECTED\") \n", | ||
" print(\"Alert mail sent sucesfully to {}\".format(recipientmail)) # for testing\n", | ||
" server.close()\n", | ||
" \n", | ||
" except Exception as e:\n", | ||
" print(e)\n", | ||
"\t\t\n", | ||
"while(True):\n", | ||
" Alarm_Status = False\n", | ||
" ret, frame = vid.read() \n", | ||
" # Checks for empty frame, always prints during tests without video input\n", | ||
" if not ret:\n", | ||
" print(\"Failed to grab frame\")\n", | ||
" break\n", | ||
" \n", | ||
" gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY) \n", | ||
" fire = fire_cascade.detectMultiScale(frame, 1.2, 5) \n", | ||
"\n", | ||
" ## to highlight fire with square \n", | ||
" for (x,y,w,h) in fire:\n", | ||
" cv2.rectangle(frame,(x-20,y-20),(x+w+20,y+h+20),(255,0,0),2)\n", | ||
" roi_gray = gray[y:y+h, x:x+w]\n", | ||
" roi_color = frame[y:y+h, x:x+w]\n", | ||
"\n", | ||
" print(\"Fire alarm initiated\")\n", | ||
" # To call alarm thread\n", | ||
" threading.Thread(target=play_alarm_sound_function).start() \n", | ||
"\n", | ||
" if runOnce == False:\n", | ||
" print(\"Mail send initiated\")\n", | ||
" # To call alarm thread\n", | ||
" threading.Thread(target=send_mail_function).start() \n", | ||
" runOnce = True\n", | ||
" if runOnce == True:\n", | ||
" print(\"Mail is already sent once\")\n", | ||
" runOnce = True\n", | ||
"\n", | ||
" cv2.imshow('frame', frame)\n", | ||
" if cv2.waitKey(1) & 0xFF == ord('q'):\n", | ||
" break" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "e94e5f77-7234-45f3-91c1-8d47ce91d593", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"language": "python", | ||
"name": "python3" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.11.7" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
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