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hello-fazil authored Oct 27, 2023
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## 5. Offload Object Detection Node to Remote Workstation

From the workstation run the object detection node which runs a YoloV5 model.
From the workstation, run the [object detection node](https://github.com/hello-robot/stretch_ros2/blob/humble/stretch_deep_perception/stretch_deep_perception/detect_objects.py) which runs a YoloV5 model.
```{.bash .shell-prompt}
ros2 run stretch_deep_perception detect_objects
```
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## 6. Offload Face detection Node to Remote Workstation
From the workstation, run the face detection node. The face-detection node uses model parameters loaded from the stretch_deep_perception_models directory, whose [path is pulled](https://github.com/hello-robot/stretch_ros2/blob/humble/stretch_deep_perception/stretch_deep_perception/deep_learning_model_options.py#L5) from HELLO_FLEET_PATH environment variable. In our case, we will set the HELLO_FLEET_PATH environment variable to point to the home folder where the stretch_deep_perception_models directory was cloned.
From the workstation, run the [face detection node](https://github.com/hello-robot/stretch_ros2/blob/humble/stretch_deep_perception/stretch_deep_perception/detect_faces.py). The face-detection node uses model parameters loaded from the stretch_deep_perception_models directory, whose [path is pulled](https://github.com/hello-robot/stretch_ros2/blob/humble/stretch_deep_perception/stretch_deep_perception/deep_learning_model_options.py#L5) from HELLO_FLEET_PATH environment variable. In our case, we will set the HELLO_FLEET_PATH environment variable to point to the home folder where the stretch_deep_perception_models directory was cloned.
```{.bash .shell-prompt}
export HELLO_FLEET_PATH=~/
ros2 run stretch_deep_perception detect_faces
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