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GStreamer Video Processing Pipeline

GStreamer is a multimedia framework used for building video processing pipelines on AI cameras and edge AI devices.

Basic Pipelines

Camera Input → Encode → WebRTC

Terminal window
gst-launch-1.0 v4l2src device=/dev/video0 ! \
videoconvert ! x264enc ! \
webrtcbin

Camera Input → AI Inference → Encode

Terminal window
gst-launch-1.0 v4l2src device=/dev/video0 ! \
videoconvert ! tensor_converter ! \
tensor_filter framework=tensorflow-lite model=model.tflite ! \
tensor_decoder mode=bounding_boxes ! \
videoconvert ! x264enc ! \
filesink location=output.mp4

Custom Plugins

CSUN provides custom GStreamer plugins for AI inference, recording control, and WebRTC streaming.