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Perception / 2026

Empir3D

Evaluate 3D reconstructions through resolution, accuracy, coverage, and artifacts.

Reconstructed indoor environment and a plot of its camera trajectory
Reconstructed indoor environment and a plot of its camera trajectory

About the project

Empir3D evaluates point clouds along four complementary dimensions. Its metrics expose different kinds of degradation that can be hidden by a single distance score, helping researchers assess SLAM and point-cloud completion systems.

What it enables

The framework makes reconstruction quality easier to diagnose by separating missing coverage, registration error, resolution, and artifacts.