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WhyCode Isaac Sim bags

ROS 2 bags recorded in Isaac Sim 6.2 to benchmark fiducial marker detectors. A robot drives past markers in a warehouse, and every camera frame comes with the exact ground truth of every marker, so a detector can be replayed against a bag and scored offline.

Project What it is
whycode whycode_vision, the WhyCon and WhyCode detector for ROS 2; its README has the results measured on these bags
whycode-sim whycode_sim, the Isaac Sim warehouse scene that recorded them, its ground-truth node and the scoring tools
whycode-bench the Docker setup and scripts that record the bags, replay each detector against them and draw the comparison

What is here

Path Bags
whycode_bench_bags.zip The warehouse loop at 1280x720: one lap of paths A, B and C, and three laps at 0.5, 0.8 and 1.2 m/s, each with WhyCode markers and with AprilTags (0.16 m tags in these)
benchmark_bags/range_<family>_<640,1280,1920> Detection range: a 0.20 and a 0.146 m marker on the camera's axis while the robot drives 41.5 m straight away, with a RealSense D435's colour field of view
benchmark_bags/angle_<family> Viewing angle: one 0.20 m marker, circled at 2, 4 and 6 m with a side camera, 1280x720
benchmark_bags/whycon_1lap, benchmark_bags/apriltag_1lap Path A with plain WhyCon markers, and with 0.20 m AprilTags
benchmark_bags/demo_1lap Path A with Isaac Sim's chase camera as well, for the demo video

<family> is whycode, whycon or apriltag. A marker's size is its outer black edge: a ring's diameter, or a tag's black square.

Inside a bag

MCAP with zstd chunks, logged on sim time at 30 Hz.

Topic Type
/camera/image_raw, /camera/camera_info sensor_msgs/Image (rgb8), sensor_msgs/CameraInfo
/marker_ground_truth whycode_sim_msgs/MarkerGroundTruthArray: every marker's pose in the camera frame, range, incidence, apparent size and visibility
/marker_occlusion whycode_sim_msgs/MarkerOcclusion
/camera_ground_truth, /odom_ground_truth nav_msgs/Odometry
/tf, /tf_static, /clock
/chase_camera/image_raw sensor_msgs/Image, in demo_1lap only

The ground-truth messages are defined in whycode_sim_msgs, part of whycode-sim: build it in your ROS 2 workspace to read them.

Download and replay

hf download Adyansh/Whycode-isaac-bag --repo-type dataset \
  --include "benchmark_bags/range_whycode_1280/*" --local-dir data
ros2 bag play data/benchmark_bags/range_whycode_1280 --clock

Each bag folder holds a metadata.yaml and its .mcap. whycode-bench mounts ./data in its containers and runs the whole comparison with ./scripts/benchmark.sh evaluate.

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