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Visualizations of four out of the five challenges identified for particle filters. (a) Challenge I: degeneracy. (b) Challenge II: sample impoverishment. Red: robot trajectory, blue: landmarks, green: particles at different time steps. (c) Challenge III: particle filter divergence. Red: robot trajectory, blue: landmarks, green: particles at different time steps. (d) Challenge IV: selecting the importance density.
