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Isaac ROS 0.11.0 (DP1.1)
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README.md

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@@ -179,7 +179,7 @@ ros2 launch isaac_ros_detectnet isaac_ros_detectnet.launch.py label_list:=<list
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| `dbscan_threshold_athr` | `double` | `0.0` | The `area-to-hit` ratio threshold. |
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| `dbscan_clustering_algorithm` | `int` | `1` | The clustering algorithm selection. (`1`: Enables DBScan clustering, `2`: Enables Hybrid clustering, resulting in more boxes that will need to be processed with NMS or other means of reducing overlapping detections. |
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| `bounding_box_scale` | `double` | `35.0` | The scale parameter, which should match the training configuration. |
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| `bounding_box_offset` | `double` | `0.5` | Bounding box offset for both X and Y dimensions. |
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| `bounding_box_offset` | `double` | `0.0` | Bounding box offset for both X and Y dimensions. |
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#### ROS Topics Subscribed
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| ROS Topic | Interface | Description |

isaac_ros_detectnet/CMakeLists.txt

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@@ -23,8 +23,6 @@ find_package(ament_cmake_python REQUIRED)
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ament_auto_find_build_dependencies()
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# NVDSINFER_DBSCAN
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execute_process(COMMAND uname -m COMMAND tr -d '\n'
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OUTPUT_VARIABLE ARCHITECTURE
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)
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# Visualizer python scripts
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ament_python_install_package(${PROJECT_NAME})
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# Install Python executables
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install(PROGRAMS
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scripts/isaac_ros_detectnet_visualizer.py
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DESTINATION lib/${PROJECT_NAME}
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DESTINATION share/${PROJECT_NAME}
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)
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ament_auto_package(INSTALL_TO_SHARE launch)
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ament_auto_package(INSTALL_TO_SHARE launch config)
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find_package(vision_msgs REQUIRED)

isaac_ros_detectnet/config/detectnet_node.yaml

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dbscan_threshold_athr: 0.0
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dbscan_clustering_algorithm: 1
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bounding_box_scale: 35.0
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bounding_box_offset: 0.5
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bounding_box_offset: 0.0
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- type: nvidia::gxf::MessageAvailableSchedulingTerm
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parameters:
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receiver: tensorlist_in

isaac_ros_detectnet/config/params.yaml

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- '/tmp/models'
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model_name: 'detectnet'
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bounding_box_scale: 35.0
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bounding_box_offset: 0.5
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bounding_box_offset: 0.0
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# post filtering parameters
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enable_confidence_threshold: true

isaac_ros_detectnet/config/params_isaac_sim.yaml

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- '/tmp/models'
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model_name: 'detectnet'
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bounding_box_scale: 35.0
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bounding_box_offset: 0.5
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bounding_box_offset: 0.0
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# post filtering parameters
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enable_confidence_threshold: true

isaac_ros_detectnet/src/detectnet_decoder_node.cpp

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dbscan_threshold_athr_(declare_parameter<double>("dbscan_threshold_athr", 0.0)),
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dbscan_clustering_algorithm_(declare_parameter<int>("dbscan_clustering_algorithm", 1)),
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bounding_box_scale_(declare_parameter<double>("bounding_box_scale", 35.0)),
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bounding_box_offset_(declare_parameter<double>("bounding_box_offset", 0.5))
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bounding_box_offset_(declare_parameter<double>("bounding_box_offset", 0.0))
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{
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RCLCPP_DEBUG(get_logger(), "[DetectNetDecoderNode] Constructor");
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isaac_ros_detectnet/test/isaac_ros_detectnet_pol_test.py

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'enable_bbox_area_threshold': True,
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'enable_dbscan_clustering': True,
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'bounding_box_scale': 35.0,
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'bounding_box_offset': 0.5,
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'bounding_box_offset': 0.0,
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'confidence_threshold': 0.6,
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'min_bbox_area': 100.0,
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'dbscan_confidence_threshold': 0.6,
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nvidia_mug 32 39 459 18
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nvidia_mug 32 39 451 10

resources/header-image.png

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resources/rqt_visualizer.png

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