DeepStream Can Orientation App ======================================== The ``deepstream-can-orientation-app`` sample application is provided at `app/sample_apps/deepstream-can-orientation-app` for your reference. This example demonstrates can orientation detection for industrial can position and rotation angles. The image below shows the architecture of this reference app. .. image:: /content/DS_can_orientation.png :align: center :alt: DeepStream VPI Can Orientation Application Architecture video template would load custom lib ``libnvds_vpicanmatch.so`` to do CV-based VPI template matching for industrial can orientation detection. Getting Started ##################### Prerequisites ---------------- * Go to the folder `sources/apps/sample_apps/deepstream-can-orientation-app` * Prepare all test sample images and reference images. Run the following command to uncompress can test and reference images into folder `data`, and generate raw sample image data files. Run command :: $ ./prepare_sample_data.sh .. Note:: If there is file permission issues, try with sudo. * Export DISPLAY environment to correct display. e.g. `export DISPLAY=:0.0` Run DeepStream Can Orientation Examples ----------------------------------------- * Run tests for JPEG files with EGL display: :: $ deepstream-can-orientation-app -c ds_can_orientation_jpg.yaml * Run tests for GREY raw datafile with EGL display: :: $ deepstream-can-orientation-app -c ds_can_orientation_raw.yaml -r data/test_samples_raw.grey * Run tests for performance tests without display. Update ``ds_can_orientation_raw.yaml`` :: sink: egl_display: false sync: false debug: print_result: fasle * Run performance tests :: $ deepstream-can-orientation-app -c ds_can_orientation_raw.yaml -r data/test_samples_raw.grey -l DeepStream Can Orientation App Configuration Specifications #################################################################### deepstream-can-orientation-app settings ---------------------------------------------------------------------------- The table below indicates the group settings for `ds_can_orientation_jpg.yaml` and `ds_can_orientation_raw.yaml`. .. csv-table:: deepstream can orientation application settings :file: ../text/tables/DS_can_orientation_app_settings.csv :widths: 15, 20, 40, 20, 20 :header-rows: 1 Custom lib ``libnvds_vpicanmatch.so`` Settings for Can Template Matching --------------------------------------------------------------------------- The table below indicates the group settings for `config_video_template_can_match.yaml`. .. csv-table:: deepstream can orientation application settings :file: ../text/tables/DS_vapi_template_matching.csv :widths: 20, 20, 20, 40 :header-rows: 1 Build application From Source ######################################################################## * Go to the folder `sources/apps/sample_apps/deepstream-can-orientation-app`. * Run the following commands: :: $ make $ make install