Computer Vision Section 068

Shipping Vision Models

Getting a model off your laptop and onto a camera feed, without the accuracy quietly falling apart on the way.

9 of 9 lessons published Three reading levels on every lesson

Start with “Train and serve preprocessing mismatch”

Lessons in order

Work top to bottom. Each lesson assumes the one above it.

  1. Train and serve preprocessing mismatch
  2. Image formats and compression artefacts
  3. TensorRT for vision models
  4. INT8 calibration for vision models
  5. Preprocessing on the GPU
  6. OpenVINO and CPU inference
  7. RTSP and live camera pipelines
  8. Vision on Jetson and DeepStream
  9. Detecting drift in image data