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neatness_estimator

ros package for object detection.

instlation

rosdep install -y -r --from-paths --ignore-src .
catkin build neatness_estimator

mask_rcnn instance segmentation and pcl proccessing

  • input
  1. ~input_image (sensor_msgs/Image)
  2. ~input_cloud (sensor_msgs/PointCloud2)
  • output

There are topics only often used

  1. /labeled_bounding_box_publisher/labeled_instance_boxes (jsk_recognition_msgs/BoundingBoxArray)
  2. /labeled_bounding_box_publisher_aligned/labeled_instance_boxes (jsk_recognition_msgs/BoundingBoxArray)
  3. /labeled_bounding_box_publisher_aligned/labeled_cluster_boxes (jsk_recognition_msgs/BoundingBoxArray)

launch command

roslaunch neatness_estimator mask_rcnn_clustering2.launch

use only multi_euclidean_clustering

  • input
  1. ~input_cluster_indices (jsk_recognition_msgs/ClusterPointIndices)
  2. ~input_point_cloud (sensor_msgs/PointCloud2)
  • output
  1. ~output_indices (jsk_recognition_msgs/ClusterPointIndices)

launch command

roslaunch neatness_estimator multi_euclidean_clustering.launch

image not foud

Each bounding boxes results are published as /labeled_bounding_box_publisher/labeled_instance_boxes topic.
Boxes pose are aligned by pca coordinates.

Output bounding boxes

  1. Same class surrounding cluster bounding boxes aligned by target frame
    • /labeled_bounding_box_publisher_aligned/labeled_cluster_boxes
  2. Each class instance bounding boxes aligned by target frame
    • /labeled_bounding_box_publisher_aligned/labeled_instance_boxes

image not foud

neatness estimation

under developing

difference estimation

under developing

roslaunch neatness_estimator distance_estimator_module.launch
  • get distance between two scenes
rosservice call /estimation_module_interface/call ${features srv message}
  • get distance between same class items feature work

motion selection

feature work

About

estimate the scene neat or not

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  • Python 55.5%
  • C++ 42.9%
  • CMake 1.6%