What does particle deprivation mean?
The failure of a particle filter in which repeated resampling leaves every particle a copy of a few ancestors, so no guesses remain near the true pose and the filter cannot recover. Injecting a few random particles each tick is the usual defence.
Learn it
- Taught in U7.5 Resampling Localisation, University
- Guide with live demos: Particle filters explained