@@ -6,7 +6,7 @@ Deep learned, NVIDIA-accelerated 3D object pose estimation
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## Overview
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- [ Isaac ROS Pose Estimation] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_pose_estimation ) contains
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+ Isaac ROS Pose Estimation contains
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three ROS 2 packages to predict the pose of an object. Please refer the following table to see the differences of them:
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| Node | Novel Object wo/ Retraining | TAO Support | Speed | Quality | Maturity |
@@ -81,11 +81,11 @@ which can also be found at [Isaac ROS DNN Inference](https://github.com/NVIDIA-I
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## Performance
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- | Sample Graph<br /><br /> | Input Size<br /><br /> | AGX Orin<br /><br /> | Orin NX<br /><br /> | Orin Nano 8GB<br /><br /> | x86_64 w/ RTX 4090<br /><br /> |
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+ | Sample Graph<br /><br /> | Input Size<br /><br /> | AGX Orin<br /><br /> | Orin NX<br /><br /> | Orin Nano Super 8GB<br /><br /> | x86_64 w/ RTX 4090<br /><br /> |
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| ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| --------------------------| -------------------------------------------------------------------------------------------------------------------------------------------------------------------------| --------------------------------------------------------------------------------------------------------------------------------------------------------------------| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------| -------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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- | [ FoundationPose Pose Estimation Node] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/benchmarks/isaac_ros_foundationpose_benchmark/scripts/isaac_ros_foundationpose_node.py ) <br /><br /><br /><br /> | 720p<br /><br /><br /><br /> | [ 1.72 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_foundationpose_node-agx_orin.json ) <br /><br /><br />690 ms @ 30Hz<br /><br /> | –<br /><br /><br /><br /> | –<br /><br /><br /><br /> | [ 9.61 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_foundationpose_node-x86-4090.json ) <br /><br /><br />110 ms @ 30Hz<br /><br /> |
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- | [ DOPE Pose Estimation Graph] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/benchmarks/isaac_ros_dope_benchmark/scripts/isaac_ros_dope_graph.py ) <br /><br /><br /><br /> | VGA<br /><br /><br /><br /> | [ 27.7 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_dope_graph-agx_orin.json ) <br /><br /><br />16 ms @ 30Hz<br /><br /> | [ 17.8 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_dope_graph-orin_nx.json ) <br /><br /><br />14 ms @ 30Hz<br /><br /> | –<br /><br /><br /><br /> | [ 187 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_dope_graph-x86-4090.json ) <br /><br /><br />7.8 ms @ 30Hz<br /><br /> |
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- | [ Centerpose Pose Estimation Graph] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/benchmarks/isaac_ros_centerpose_benchmark/scripts/isaac_ros_centerpose_graph.py ) <br /><br /><br /><br /> | VGA<br /><br /><br /><br /> | [ 47.1 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_centerpose_graph-agx_orin.json ) <br /><br /><br />6.5 ms @ 30Hz<br /><br /> | [ 30 .0 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_centerpose_graph-orin_nx.json ) <br /><br /><br />50 ms @ 30Hz<br /><br /> | [ 19.9 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_centerpose_graph-orin_nano.json ) <br /><br /><br />28 ms @ 30Hz<br /><br /> | [ 50.2 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_centerpose_graph-x86-4090.json ) <br /><br /><br />12 ms @ 30Hz<br /><br /> |
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+ | [ FoundationPose Pose Estimation Node] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/benchmarks/isaac_ros_foundationpose_benchmark/scripts/isaac_ros_foundationpose_node.py ) <br /><br /><br /><br /> | 720p<br /><br /><br /><br /> | [ 1.54 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_foundationpose_node-agx_orin.json ) <br /><br /><br />780 ms @ 30Hz<br /><br /> | –<br /><br /><br /><br /> | –<br /><br /><br /><br /> | [ 9.56 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_foundationpose_node-x86-4090.json ) <br /><br /><br />110 ms @ 30Hz<br /><br /> |
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+ | [ DOPE Pose Estimation Graph] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/benchmarks/isaac_ros_dope_benchmark/scripts/isaac_ros_dope_graph.py ) <br /><br /><br /><br /> | VGA<br /><br /><br /><br /> | [ 27.3 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_dope_graph-agx_orin.json ) <br /><br /><br />54 ms @ 30Hz<br /><br /> | [ 15.2 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_dope_graph-orin_nx.json ) <br /><br /><br />73 ms @ 30Hz<br /><br /> | –<br /><br /><br /><br /> | [ 186 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_dope_graph-x86-4090.json ) <br /><br /><br />12 ms @ 30Hz<br /><br /> |
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+ | [ Centerpose Pose Estimation Graph] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/benchmarks/isaac_ros_centerpose_benchmark/scripts/isaac_ros_centerpose_graph.py ) <br /><br /><br /><br /> | VGA<br /><br /><br /><br /> | [ 44.8 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_centerpose_graph-agx_orin.json ) <br /><br /><br />43 ms @ 30Hz<br /><br /> | [ 29 .0 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_centerpose_graph-orin_nx.json ) <br /><br /><br />51 ms @ 30Hz<br /><br /> | [ 29.8 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_centerpose_graph-orin_nano.json ) <br /><br /><br />50 ms @ 30Hz<br /><br /> | [ 50.2 fps] ( https://github.com/NVIDIA-ISAAC-ROS/isaac_ros_benchmark/blob/main/results/isaac_ros_centerpose_graph-x86-4090.json ) <br /><br /><br />14 ms @ 30Hz<br /><br /> |
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