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Description
A critical problem of this localization method is that when the initial pose is not correct, the odometer is still applied to the estimated pose, which makes it impossible to re-find the correct pose.
A potential solution for this problem is to
- Implement multi-hypothesis tracking. Instead of tracking a single pose, maintain multiple pose hypotheses and let them compete.
- Predict the pose only when the previous estimation is confident.
- Add automatic re-localization on consecutive failures.
- Add local grid search when confidence < threshold
- Scale odometry by confidence
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