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3D Semantic Segmentation on SemanticKITTI-FV (val)

0.668mIoU2DPASS
0.39760.46780.5380.6082Jun 21, 2021

Evaluation results

MethodLinks
2DPASSModality=Fusion-based2021.060.6680.9660.6080.7160.820.7780.7820.920.0020.9390.4440.7570.0310.8950.6090.8870.7260.740.6150.455
EPMFModality=Fusion-based2021.060.6590.9540.5250.6630.8240.8050.7720.85100.9580.4810.8050.0080.8920.6610.860.70.6890.6260.436
Cylinder3DModality=LiDAR-only2021.060.6490.9640.6150.7820.6630.6980.8080.93300.9490.4150.780.0140.8750.50.8670.7220.6880.630.421
PMFModality=Fusion-based2021.060.6390.9540.4780.6290.6840.7520.7890.71600.9640.4350.8050.0010.8870.6010.8860.7270.7530.6550.43
SPVNASModality=LiDAR-only2021.060.6230.9650.4480.6310.5990.6430.720.8600.9390.4240.75900.8880.5910.880.6750.730.6350.443
2DPASSModality=Fusion-based, trained under our settings=true2021.060.6180.9360.5490.7160.8160.4350.7150.8220.0020.940.3380.7510.0020.8870.5730.8850.6710.7510.560.402
SalsaNextModality=LiDAR-only2021.060.5940.9050.4460.4960.8630.5460.740.81400.9340.4060.69100.8460.530.8360.6430.6420.5440.398
Uni-modal baselineModality=LiDAR-only2021.060.5860.9320.3590.3390.7820.5440.6310.71900.950.4240.80.0070.860.5370.8610.6350.7370.5940.419
MinkowskiNetModality=LiDAR-only2021.060.5850.950.2390.5040.5530.4590.6560.82200.9430.4370.76400.8790.5760.8740.6770.7150.6350.436
RGBALModality=Fusion-based, our implementation=true2021.060.5620.8730.3610.2640.6460.5460.5810.72700.9510.4560.7750.0080.7890.5340.8430.6170.7290.5610.415
PointPaintingModality=Fusion-based, our implementation=true2021.060.5450.9470.1770.350.2880.550.5940.63600.9530.3990.7760.0040.8750.5510.8770.670.7290.6180.365
SequeezeSegV3Modality=LiDAR-only2021.060.5330.8710.3430.4860.4750.4710.5810.53800.9530.4310.7820.0030.7890.5320.8230.5550.7040.4630.332
RangeNet++Modality=LiDAR-only2021.060.5120.8940.2650.4840.3390.2670.5480.69400.9290.370.69900.8340.510.8330.540.6810.4980.34
RandLANetModality=LiDAR-only2021.060.50.920.080.1280.7480.4670.5230.4600.9340.3270.7340.0010.840.4350.8370.5730.7310.480.273
SequeezeSegV2Modality=LiDAR-only2021.060.4080.8270.1510.2270.2560.2690.2290.44500.9270.3970.7070.0010.7160.370.7460.3580.6810.2180.222