Configurable input topics.
This commit is contained in:
@ -5,6 +5,7 @@ Run pose estimator with ros topics as inputs and publish detected poses.
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<br>
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- Build container:
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```bash
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docker build --progress=plain -t rapidposetriangulation_ros -f extras/ros/dockerfile .
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```
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@ -12,8 +13,9 @@ Run pose estimator with ros topics as inputs and publish detected poses.
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- Update or remove the `ROS_DOMAIN_ID` in `docker-compose.yml` to fit your environment
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- Run and test:
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```bash
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xhost +; docker compose -f extras/ros/docker-compose.yml up
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xhost + && export CAMID="camera01" && export ROTATE="0" && docker compose -f extras/ros/docker-compose.yml up
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docker exec -it ros-test_node-1 bash
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export ROS_DOMAIN_ID=18
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@ -32,6 +32,8 @@ services:
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- /tmp/.X11-unix:/tmp/.X11-unix
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- /dev/shm:/dev/shm
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environment:
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- CAMID
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- ROTATE
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- DISPLAY
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- QT_X11_NO_MITSHM=1
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- "PYTHONUNBUFFERED=1"
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@ -49,10 +51,11 @@ services:
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- /tmp/.X11-unix:/tmp/.X11-unix
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- /dev/shm:/dev/shm
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environment:
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- CAMID
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- DISPLAY
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- QT_X11_NO_MITSHM=1
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- "PYTHONUNBUFFERED=1"
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command: /bin/bash -i -c 'sleep 2 && export ROS_DOMAIN_ID=18 && ros2 run pose2d_visualizer pose2d_visualizer'
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command: /bin/bash -i -c 'sleep 2 && export ROS_DOMAIN_ID=18 && ros2 run pose2d_visualizer pose2d_visualizer $CAMID'
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pose_viewer:
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image: rapidposetriangulation_ros
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@ -64,7 +67,8 @@ services:
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- /tmp/.X11-unix:/tmp/.X11-unix
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- /dev/shm:/dev/shm
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environment:
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- CAMID
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- DISPLAY
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- QT_X11_NO_MITSHM=1
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- "PYTHONUNBUFFERED=1"
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command: /bin/bash -i -c 'sleep 2 && export ROS_DOMAIN_ID=18 && ros2 run image_view image_view --ros-args --remap image:=/camera01/img_with_pose -p autosize:=True -p window_name:=MyPoseImage'
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command: /bin/bash -i -c 'sleep 2 && export ROS_DOMAIN_ID=18 && ros2 run image_view image_view --ros-args --remap image:=/$CAMID/img_with_pose -p autosize:=True -p window_name:=MyPoseImage'
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@ -19,10 +19,9 @@ bridge = CvBridge()
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node = None
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publisher_img = None
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cam_id = "camera01"
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img_input_topic = "/" + cam_id + "/pylon_ros2_camera_node/image_raw"
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pose_input_topic = "/poses/" + cam_id
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img_output_topic = "/" + cam_id + "/img_with_pose"
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img_input_topic = "/{}/pylon_ros2_camera_node/image_raw"
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pose_input_topic = "/poses/{}"
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img_output_topic = "/{}/img_with_pose"
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last_input_image = None
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lock = threading.Lock()
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@ -113,6 +112,7 @@ def main():
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# Start node
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rclpy.init(args=sys.argv)
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cam_id = sys.argv[1]
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node = rclpy.create_node("pose2d_visualizer")
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# Quality of service settings
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@ -125,19 +125,23 @@ def main():
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# Create subscribers
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_ = node.create_subscription(
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Image,
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img_input_topic,
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img_input_topic.format(cam_id),
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callback_images,
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qos_profile,
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)
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_ = node.create_subscription(
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Poses,
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pose_input_topic,
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pose_input_topic.format(cam_id),
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callback_poses,
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qos_profile,
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)
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# Create publishers
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publisher_img = node.create_publisher(Image, img_output_topic, qos_profile)
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publisher_img = node.create_publisher(
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Image,
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img_output_topic.format(cam_id),
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qos_profile,
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)
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node.get_logger().info("Finished initialization of pose visualizer")
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@ -24,9 +24,8 @@ using json = nlohmann::json;
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// =================================================================================================
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static const std::string cam_id = "camera01";
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static const std::string img_input_topic = "/" + cam_id + "/pylon_ros2_camera_node/image_raw";
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static const std::string pose_out_topic = "/poses/" + cam_id;
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static const std::string img_input_topic = "/{}/pylon_ros2_camera_node/image_raw";
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static const std::string pose_out_topic = "/poses/{}";
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static const float min_bbox_score = 0.4;
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static const float min_bbox_area = 0.1 * 0.1;
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@ -44,10 +43,22 @@ static const std::map<std::string, bool> whole_body = {
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class Rpt2DWrapperNode : public rclcpp::Node
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{
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public:
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Rpt2DWrapperNode(const std::string &node_name)
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: Node(node_name)
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Rpt2DWrapperNode(const std::string &cam_id, const std::string &rotate)
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: Node("rpt2d_wrapper_" + cam_id)
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{
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this->is_busy = false;
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std::string img_topic = std::string(img_input_topic)
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.replace(img_input_topic.find("{}"), 2, cam_id);
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std::string pose_topic = std::string(pose_out_topic)
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.replace(pose_out_topic.find("{}"), 2, cam_id);
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// Check rotation
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if (rotate != "0" && rotate != "90" && rotate != "180" && rotate != "-90")
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{
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RCLCPP_ERROR(this->get_logger(), "Invalid rotation value: %s", rotate.c_str());
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return;
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}
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this->rotate_deg = std::stoi(rotate);
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// QoS
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rclcpp::QoS qos_profile(1);
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@ -56,11 +67,11 @@ public:
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// Setup subscriber
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image_sub_ = this->create_subscription<sensor_msgs::msg::Image>(
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img_input_topic, qos_profile,
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img_topic, qos_profile,
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std::bind(&Rpt2DWrapperNode::callback_images, this, std::placeholders::_1));
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// Setup publisher
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pose_pub_ = this->create_publisher<rpt_msgs::msg::Poses>(pose_out_topic, qos_profile);
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pose_pub_ = this->create_publisher<rpt_msgs::msg::Poses>(pose_topic, qos_profile);
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// Load model
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bool use_wb = utils_pipeline::use_whole_body(whole_body);
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@ -74,6 +85,7 @@ private:
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rclcpp::Subscription<sensor_msgs::msg::Image>::SharedPtr image_sub_;
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rclcpp::Publisher<rpt_msgs::msg::Poses>::SharedPtr pose_pub_;
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std::atomic<bool> is_busy;
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int rotate_deg;
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// Pose model pointer
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std::unique_ptr<utils_2d_pose::PosePredictor> kpt_model;
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@ -153,11 +165,11 @@ void Rpt2DWrapperNode::callback_images(const sensor_msgs::msg::Image::SharedPtr
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std::vector<int32_t> bshape = {(int)valid_poses.size(), (int)joint_names_2d.size(), 3};
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pose_msg.bodies_shape = bshape;
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pose_msg.bodies_flat.reserve(bshape[0] * bshape[1] * bshape[2]);
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for (size_t i = 0; i < bshape[0]; i++)
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for (int32_t i = 0; i < bshape[0]; i++)
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{
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for (size_t j = 0; j < bshape[1]; j++)
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for (int32_t j = 0; j < bshape[1]; j++)
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{
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for (size_t k = 0; k < bshape[2]; k++)
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for (int32_t k = 0; k < bshape[2]; k++)
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{
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pose_msg.bodies_flat.push_back(valid_poses[i][j][k]);
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}
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@ -185,6 +197,24 @@ std::vector<std::vector<std::array<float, 3>>> Rpt2DWrapperNode::call_model(cons
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cv::Mat rgb_image = utils_pipeline::bayer2rgb(image);
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std::vector<cv::Mat> images_2d = {rgb_image};
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// Optionally rotate image
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if (this->rotate_deg == 0)
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{
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// pass
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}
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else if (this->rotate_deg == 90)
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{
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cv::rotate(images_2d[0], images_2d[0], cv::ROTATE_90_CLOCKWISE);
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}
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else if (this->rotate_deg == 180)
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{
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cv::rotate(images_2d[0], images_2d[0], cv::ROTATE_180);
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}
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else if (this->rotate_deg == -90)
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{
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cv::rotate(images_2d[0], images_2d[0], cv::ROTATE_90_COUNTERCLOCKWISE);
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}
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// Predict 2D poses
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auto poses_2d_all = kpt_model->predict(images_2d);
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auto poses_2d_upd = utils_pipeline::update_keypoints(
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@ -217,6 +247,54 @@ std::vector<std::vector<std::array<float, 3>>> Rpt2DWrapperNode::call_model(cons
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}
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}
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// Rotate poses back
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float img_width = image.cols;
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float img_height = image.rows;
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if (this->rotate_deg == 0)
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{
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// pass
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}
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else if (this->rotate_deg == 90)
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{
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for (auto &person : valid_poses)
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{
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for (auto &kp : person)
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{
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float x = kp[0];
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float y = kp[1];
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kp[0] = y;
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kp[1] = img_height - 1 - x;
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}
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}
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}
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else if (this->rotate_deg == 180)
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{
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for (auto &person : valid_poses)
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{
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for (auto &kp : person)
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{
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float x = kp[0];
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float y = kp[1];
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kp[0] = img_width - 1 - x;
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kp[1] = img_height - 1 - y;
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}
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}
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}
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else if (this->rotate_deg == -90)
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{
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for (auto &person : valid_poses)
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{
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for (auto &kp : person)
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{
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float x = kp[0];
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float y = kp[1];
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kp[0] = img_width - 1 - y;
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kp[1] = x;
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}
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}
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}
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return valid_poses;
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}
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@ -227,7 +305,10 @@ int main(int argc, char **argv)
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{
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rclcpp::init(argc, argv);
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auto node = std::make_shared<Rpt2DWrapperNode>("rpt2d_wrapper");
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const std::string cam_id = std::getenv("CAMID");
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const std::string rotate = std::getenv("ROTATE") ? std::getenv("ROTATE") : "0";
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auto node = std::make_shared<Rpt2DWrapperNode>(cam_id, rotate);
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rclcpp::spin(node);
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rclcpp::shutdown();
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