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products:sbc:edge2:npu:object-detection-demo-with-rtsp

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Edge2 Object Detection with RTSP Streaming

Overview

This document describes how to compile and run the object detection demo with RTSP streaming on the Khadas Edge2 using its NPU (Neural Processing Unit).

Prerequisites

Before building the project, ensure your system is up to date and the required dependencies are installed:

sudo apt update
sudo apt install cmake libopencv-dev

Clone the Project

Clone the official Khadas Edge2 NPU repository:

git clone https://github.com/khadas/edge2-npu
cd edge2-npu

Compile

Compile the project using the provided build script:

bash build.sh

Start RTSP Server with MediaMTX

Before running the demo, ensure an RTSP server is running in your local network. You can use [https://github.com/bluenviron/mediamtx MediaMTX] or other RTSP servers.

Install and Start MediaMTX

wget https://github.com/bluenviron/mediamtx/releases/download/v1.11.3/mediamtx_v1.11.3_linux_amd64.tar.gz
tar -xzf mediamtx_v1.11.3_linux_amd64.tar.gz
cd mediamtx
./mediamtx

By default, MediaMTX listens on port 8554. Once started, it's ready to receive RTSP streams.

Stream a test video using FFmpeg

ffmpeg -re -stream_loop -1 -i input.mp4 -c:v copy -an -f rtsp rtsp://<RTSP_SERVER_IP>:8554/live/stream

Replace <RTSP_SERVER_IP> with the IP address of the machine running MediaMTX.

Run the Demo

Navigate to the output directory and run the demo:

cd install/object_detection+RTSP
./object_detection+RTSP data/model/yolov8n.rknn 33 rtsp://<RTSP_SERVER_IP>:8554/live/stream

Parameters

data/model/yolov8n.rknn          # Path to RKNN model file
33                               # Camera device index (e.g., /dev/video33)
rtsp://<RTSP_SERVER_IP>:8554/... # RTSP server address

RTSP Server Options

You may use one of the following RTSP servers:

  • MediaMTX (recommended)
  • FFmpeg (as RTSP server)
  • VLC Streaming
  • RTSP Simple Server

Play the RTSP Stream

You can verify the RTSP stream using a player such as ffplay or VLC.

Option 1: ffplay (from FFmpeg)

ffplay rtsp://<RTSP_SERVER_IP>:8554/live/stream

Option 2: VLC

Open VLC and go to:

  • Media → Open Network Stream
  • Enter the URL
  • Click Play

Replace <RTSP_SERVER_IP> with the IP address of the RTSP server (e.g., 192.168.31.19).

Notes

  • Ensure the specified video device (e.g., /dev/video33) is connected and accessible.
  • The RTSP server must be reachable from the Edge2 device (same LAN).
  • Encoder settings (e.g., resolution, bitrate, format) can be modified in the source code.
  • You can check your IP with: ip a or hostname -I
2025/04/07 21:29 · jacobe
Last modified: 2025/04/23 06:42 by nick