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Scene Reconstruction on Replica (Scene-wise Depth and F1)

0.53Average Depth ErrorPoint-SLAM
0.43161.09581.762.4242Mar 17, 2024

Evaluation results

MethodLinks
Point-SLAMFramework=NeRF-based2024.030.530.220.460.30.570.490.510.460.4489.586.49290.591.489.689.588.685.9
Gaussian-SLAM+OursFramework=3DGS-based2024.030.660.60.260.520.440.50.921.60.489.689.991.191.292.191.188.185.287.9
Gaussian-SLAMFramework=3DGS-based2024.030.680.610.250.540.480.510.971.630.4289.189.589.790.992.190.587.884.787.6
SplaTAM+OursFramework=3DGS-based2024.030.70.420.370.530.440.641.021.570.6686.989.888.988.99290.885.378.481.3
MonoGS+OursFramework=3DGS-based2024.030.70.440.380.530.430.71.051.610.6887.189.388.989.191.389.585.878.581.8
SplaTAMFramework=3DGS-based2024.030.720.430.380.540.440.661.051.60.6886.389.588.588.491.889.884.877.980.8
MonoGSFramework=3DGS-based2024.030.730.450.390.520.430.691.081.630.6986.689.188.789.191.589.485.578.381.5
ESLAMFramework=NeRF-based2024.031.180.971.071.280.861.261.711.431.0679.181.482.383.578.775.477.275.379
Co-SLAMFramework=NeRF-based2024.031.511.050.852.371.241.481.861.661.5477.979.881.482.377.374.775.974.177.8
Vox-FusionFramework=NeRF-based2024.032.491.131.942.122.33.344.082.921.5752.970.535.360.450.552.540.540.336.2
GO-SLAMFramework=NeRF-based2024.032.561.572.431.471.632.311.711.474.6870.972.874.475.171.868.769.368.370.2
NICE-SLAMFramework=NeRF-based2024.032.991.831.462.031.361.748.314.952.0344.545.544.643.950.552.540.540.336.2