Comments (1)
@DavidB-CMU: I think these are legitimate false positives generated by the underlying AprilTags library. Missed detections can occur from areas of high-frequency texture, where the checks for a rectilinear region with a particular checksum might pass by pure chance.
The 36h11
tags should be using 15 bits (36 - 11 = 15
) of redundancy, so these detections would normally be quite rare. Given the spatial concentration of the false positives, I'd guess that there is some sort of extremely high-frequency texture right in the 2D image region where the detections are generated. This could be some sort of high-contrast pattern, or a partially obscured AprilTag hiding in the background.
In any case, the recourses are probably:
- Switch to a tag family with more bits of redundancy (e.g.
36h10
or something like that). - Switch the underlying AprilTags library to a different implementation that might have more rigorous checks for false positives.
- Implement spatiotemporal filtering/tracking. I think this makes sense to do on a higher level, like in
prpy.perception
, but is probably outside the scope of the AprilTags ROS node functionality.
I'm going to close this for now, since I'm not sure there's anything to change on the ROS node to fix this.
We can open a new issue for (2), as there was interest in trying out e.g. Michael Kaess's library, and we can also open an issue on https://github.com/swatbotics/apriltags-cpp if we want to try to improve the Swatbotics library false positive rate.
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Related Issues (20)
- does not support 36h10 HOT 1
- Remove manifest.xml file
- Unused 'tf_frame' parameter HOT 2
- Break out messages into their own package
- April Tags Runs Constantly, Using Much CPU HOT 4
- Evaluate Apriltags library implementations HOT 4
- Compilation on 14.04 has problems HOT 3
- Lack of Nodelet Support HOT 1
- CMakeLists.txt file modification HOT 1
- Explanation of how to use `apriltags` for beginners. HOT 5
- Problems with ROS Kinetic and OpenCV3 HOT 11
- Is there a way to test a video rather than a live stream off a camera? HOT 1
- image_pipeline: issue with the decimation
- Exclude the github download HOT 4
- Unable to load msg HOT 2
- Use optical center from camera_info HOT 2
- AprilTags crashes everytime it detects a tag HOT 1
- CMake warning on compilation on Ubuntu 14.04
- Apriltags-cpp should be checked out at clone, not at build time HOT 13
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