Vision System Evolution

Our journey from consumer-grade webcams to professional vision systems

Detection Results

Early object detection results using our initial setup with consumer-grade hardware

Sample Images with Boxes

Early Detection Results

Initial object detection using Logitech C270

Camera Evolution

From consumer webcams to professional vision systems - our journey to better detection

Logitech C270 Webcam

Logitech C270

Consumer-grade webcam

Techniques Tried:

  • Watershed Segmentation
  • Canny Edge Detection
  • Blob Detection
  • Color Thresholding
Limelight Camera

Limelight

Professional vision system

Vision Processing:

  • Separate models for each color:
    • Red samples
    • Blue samples
    • Yellow samples
  • Color-Specific Detection
  • Real-time Processing