NVIDIA-ISAAC-ROS / isaac_ros_pose_estimation

Deep learned, NVIDIA-accelerated 3D object pose estimation
https://developer.nvidia.com/isaac-ros-gems
Apache License 2.0
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Isaac Ros Foundation pose not getting a detection with real sense camera #42

Open sijie-han opened 4 months ago

sijie-han commented 4 months ago

Hi, we tested Isaac ros foundation pose with different objects with an Intel realsense d435i camera. We retrieved the usdz file from the AR Code app to get the cad model and Most of the time it was not getting a detection at all. So we had to move the camera around to get one detection and the detection seems off from rviz IMG_6387 We also tested it with the Foundation pose repo and it was working properly. The difference was that we manually made the segmantation mask for that model but not when we are using the realsense camera. My guess is that isaac ros foundation pose is not segmenting the object properly for us. The model performance also seems well if we use the rosbag example from the website. However, once we use the realsense camera, the output seen in rviz is lagging and not updating the detection most of the time. when we passed in the model of an orange stick of glue, it was tracking my elbow instead of the glue.

We would want to use isaac ros foundation pose to get the initial pose of the object as the perception system for the project. I wonder if you guys have some insights on how to solve the problem I mentioned above? Thanks!