How LEADER Beats Traditional LiDAR Relocalization in Accuracy and Speed

The LEADER framework achieves ten‑millisecond "eye‑open" LiDAR relocalization while surpassing the decimeter‑level accuracy of classic retrieval‑registration pipelines, using cylindrical projection, sparse convolution, and a Truncated Relative Reliability loss, as demonstrated on the NCLT benchmark.

Computer VisionLEADERLiDAR

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How LEADER Beats Traditional LiDAR Relocalization in Accuracy and Speed