|
Download examples/picamera2/README.md from Arm/Arm-Runtime-for-YOLO26-on-Raspberry-Pi-5: direct link, hf CLI and curl.
- Browser
- Download file 2.17 kB
-
https://huggingface.co/Arm/Arm-Runtime-for-YOLO26-on-Raspberry-Pi-5/resolve/main/examples/picamera2/README.md
- Command line
-
hf download hf://Arm/Arm-Runtime-for-YOLO26-on-Raspberry-Pi-5/examples/picamera2/README.md
-
curl -L -o README.md https://huggingface.co/Arm/Arm-Runtime-for-YOLO26-on-Raspberry-Pi-5/resolve/main/examples/picamera2/README.md
2.17 kB
| # Picamera2 example | |
| This example performs object detection on live video from a connected Raspberry | |
| Pi Camera. Its reported pipeline FPS includes camera capture and detection. Both | |
| headless and preview modes request a 30 FPS camera stream by default. | |
| The camera examples run until interrupted and do not record video. Pass | |
| `CAMERA_ARGS="--frames 100"` to stop after a fixed number of detections. | |
| ## Usage | |
| Run these commands from the `yolo26-raspberry-pi-5/` runtime directory. | |
| ### Prerequisites | |
| Install the required packages: | |
| ```bash | |
| sudo apt update | |
| sudo apt install --yes --no-install-recommends \ | |
| ca-certificates \ | |
| curl \ | |
| git \ | |
| make \ | |
| python3 \ | |
| python3-venv \ | |
| python3-picamera2 \ | |
| rpicam-apps \ | |
| tar \ | |
| gzip | |
| ``` | |
| Confirm camera access: | |
| ```bash | |
| rpicam-hello --list-cameras | |
| ``` | |
| For a graphical preview, also install the Qt and OpenGL Python bindings: | |
| ```bash | |
| sudo apt install --yes --no-install-recommends \ | |
| python3-opengl \ | |
| python3-pyqt5 | |
| ``` | |
| To use your own compatible model, see [Acquiring a model](../../README.md#acquiring-a-model). | |
| Otherwise, the pinned standard YOLO26n checkpoint is downloaded and converted | |
| automatically. | |
| ### Live camera without a preview | |
| Run detection without rendering a preview: | |
| ```bash | |
| make example-camera | |
| ``` | |
| This mode avoids display and overlay-rendering overhead. Select another camera | |
| with `CAMERA=1`, and pass additional application options through `CAMERA_ARGS`: | |
| ```bash | |
| make example-camera CAMERA=1 CAMERA_ARGS="--frames 100 --print-detections" | |
| ``` | |
| ### Live camera preview | |
| Run from a terminal in an active desktop session: | |
| ```bash | |
| make example-camera CAMERA_PREVIEW=qtgl | |
| ``` | |
| Rendering the annotated preview adds performance overhead. Preview dimensions | |
| do not change the model's detector resolution. | |
| When connecting over SSH to an existing desktop session, the desktop user and | |
| SSH user must be the same: | |
| ```bash | |
| DISPLAY=:0 WAYLAND_DISPLAY=wayland-0 XDG_RUNTIME_DIR="/run/user/$(id -u)" \ | |
| make example-camera CAMERA_PREVIEW=qtgl | |
| ``` | |
| Use `CAMERA_PREVIEW=auto` to let Picamera2 select a preview backend. Stop the | |
| graphical desktop and use `CAMERA_PREVIEW=drm` for direct console display. | |