RaspberryPi Face and Object Detection DoorLock

I am using RaspberryPi to hold the ML model I build and it will work as a Security Door Lock

Project Components

• Face Recognition

  • Using Tensorflow Building a customized Siamese Model for One-Shot Learning
  • Using Roboflow and Google Colab to gather Anchor, Positive for User(Me & My family). Negative using lfw dataset
  • Recognize my or my family's faces or identify as a Stranger

• Object Detection

  • Using Yolov5 with customized dataset created in Roboflow
  • Detect nearby objects after Face Recognition failed to identify a user in database
  • Identify objects like packages, presents, or dangerous objects to send a relative message to my Phone

• RaspberryPi 4B

  • Using RaspberryPi to hold both ML models
  • Attach with a Camera Module
  • Attach with a Servo to lock the door

• 3D printing

  • Using Solidworks to CAD the case for holding a 15000wAh battery charger, RaspberryPi and the Camera
  • 3D printing the STL files in School

Future Ideas

• 3D print a gimbal and attach a better camera
• Use bluetooth module in RaspberryPi to recieve data transmitted from camera
• Use Actuators to lock the door better