HyperAI

3D Object Detection On Nuscenes

Métriques

NDS
mAAE
mAOE
mAP
mASE
mATE
mAVE

Résultats

Résultats de performance de divers modèles sur ce benchmark

Tableau comparatif
Nom du modèleNDSmAAEmAOEmAPmASEmATEmAVE
Modèle 10.520.130.420.430.260.60.5
Modèle 20.740.130.30.710.230.240.24
Modèle 30.70.130.340.640.240.260.22
multimodal-virtual-point-3d-detection0.710.130.320.660.240.260.31
Modèle 50.710.120.360.680.240.270.26
Modèle 60.180.590.960.090.420.71.0
Modèle 70.610.130.540.540.260.380.29
Modèle 80.620.130.340.530.240.450.31
Modèle 90.380.180.540.30.270.721.17
Modèle 100.730.130.340.710.240.250.26
Modèle 110.720.130.370.690.250.260.27
Modèle 120.450.130.440.380.250.631.48
Modèle 130.450.110.520.330.260.630.61
probabilistic-and-geometric-depth-detecting0.45--0.39---
Modèle 150.580.120.390.460.250.460.33
Modèle 160.710.120.370.670.240.270.27
Modèle 170.570.140.420.450.250.320.42
Modèle 180.590.140.380.510.260.450.39
Modèle 190.610.150.430.540.260.40.36
Modèle 200.580.420.330.620.240.281.35
Modèle 210.580.130.370.490.260.570.31
Modèle 220.60.120.350.530.250.520.38
Modèle 230.420.20.350.330.260.661.66
Modèle 240.550.150.490.470.270.570.41
Modèle 250.080.871.140.050.790.821.43
Modèle 260.470.110.670.370.40.480.48
Modèle 270.730.130.330.710.240.260.25
do-you-remember-the-future-weak-to-strong0.63--0.54---
Modèle 290.710.120.350.670.250.310.22
Modèle 300.590.130.370.520.250.560.39
Modèle 310.70.120.320.640.230.260.22
Modèle 320.590.130.420.460.250.310.32
Modèle 330.490.130.390.410.260.530.79
Modèle 340.770.130.280.750.220.220.19
Modèle 350.70.130.340.640.240.260.21
Modèle 360.081.00.790.010.640.861.39
Modèle 370.730.130.350.690.230.240.19
Modèle 380.490.140.590.410.260.480.7
Modèle 390.670.140.330.580.250.260.22
Modèle 400.540.120.410.440.260.540.48
Modèle 410.510.130.440.430.270.640.54
Modèle 420.740.130.320.720.240.250.27
Modèle 430.70.130.380.650.240.270.28
Modèle 440.630.120.320.550.250.510.28
Modèle 450.460.160.520.350.260.630.52
Modèle 460.760.130.330.760.230.240.23
Modèle 470.70.130.320.640.230.250.24
Modèle 480.680.120.360.610.240.280.22
Modèle 490.630.140.380.530.250.30.24
class-balanced-grouping-and-sampling-for0.63.3--0.528---
dsvt-dynamic-sparse-voxel-transformer-with0.730.140.30-0.230.250.25
Modèle 520.550.130.870.480.250.320.34
Modèle 530.080.920.90.090.920.921.08
Modèle 540.590.130.360.510.250.550.4
Modèle 550.740.130.350.720.240.250.25
Modèle 560.520.110.480.340.260.350.27
Modèle 570.610.130.380.480.250.320.26
Modèle 580.620.130.440.540.260.340.33
Modèle 590.630.130.460.540.250.290.26
Modèle 600.590.120.350.50.250.540.34
Modèle 610.010.91.060.01.01.020.99
ea-bev-edge-aware-bird-s-eye-view-projector0.780.120.280.770.210.230.20
Modèle 630.40.140.630.340.260.661.63
Modèle 640.510.120.450.410.260.690.45
Modèle 650.620.130.340.530.250.440.29
Modèle 660.440.150.470.370.250.61.0
Modèle 670.430.130.410.210.240.630.31
Modèle 680.370.140.60.290.260.751.58
Modèle 690.710.140.360.670.240.260.27
Modèle 700.740.130.340.720.240.250.27
Modèle 710.570.130.380.490.260.570.39
Modèle 720.490.10.50.380.250.610.53
Modèle 730.690.130.370.620.240.280.21
Modèle 740.580.130.380.470.250.50.33
infofocus-3d-object-detection-for-autonomous0.40.41.130.390.260.361.0
Modèle 760.580.130.450.480.260.440.37
Modèle 770.670.140.320.590.250.390.17
Modèle 780.380.361.580.490.840.481.45
Modèle 790.640.120.480.570.250.30.25
Modèle 800.730.140.350.710.240.260.26
Modèle 810.341.00.50.350.260.631.58
Modèle 820.680.130.340.60.240.270.24
Modèle 830.50.120.390.420.250.520.83
Modèle 840.710.130.320.660.240.240.27
Modèle 850.560.120.440.460.250.50.36
focalformer3d-focusing-on-hard-instance-for0.750.130.330.720.240.250.23
Modèle 870.460.130.420.40.260.680.89
ssn-shape-signature-networks-for-multi-class-10.570.310.430.460.260.370.26
Modèle 890.480.150.40.420.240.530.98
Modèle 900.70.130.380.650.240.260.27
Modèle 910.620.130.410.520.250.420.25
Modèle 920.141.00.610.050.430.822.08
Modèle 930.360.330.460.270.250.711.31
ssn-shape-signature-networks-for-multi-class-10.620.090.430.510.240.340.27
multi-modal-3d-object-detection-by-box0.721--0.689---
sparc-sparse-radar-camera-fusion-for-3d0.671--0.60---
Modèle 970.720.130.320.670.230.250.26
Modèle 980.710.120.30.650.230.240.24
Modèle 990.760.130.290.740.230.230.24
Modèle 1000.720.130.360.70.240.260.27
Modèle 1010.360.190.610.30.280.831.09
Modèle 1020.470.110.510.440.260.571.22
Modèle 1030.610.120.330.520.240.440.34
robust-multimodal-3d-object-detection-via0.740.110.300.720.240.270.27
Modèle 1050.570.130.380.480.260.580.38
Modèle 1060.030.930.930.010.920.970.99
Modèle 1070.50.140.490.380.250.590.42
Modèle 1080.730.130.320.690.230.250.21
Modèle 1090.660.130.40.610.260.280.32
nuscenes-a-multimodal-dataset-for-autonomous0.442------
Modèle 1110.550.110.430.440.260.50.38
Modèle 1120.710.130.310.660.230.250.24
Modèle 1130.530.130.390.390.250.540.35
Modèle 1140.640.140.370.590.260.430.35
Modèle 1150.540.130.390.460.250.620.49
Modèle 1160.5620.1870.3310.4670.2530.6050.336
Modèle 1170.60.130.420.520.260.420.38
Modèle 1180.750.130.320.730.240.240.23
Modèle 1190.610.130.430.510.250.30.37
Modèle 1200.730.130.370.710.240.260.28
Modèle 1210.710.130.380.690.240.260.27
Modèle 1220.620.130.380.510.240.30.29
Modèle 1230.580.120.380.480.250.530.32
center-based-3d-object-detection-and-tracking0.710.140.350.670.240.250.25
Modèle 1250.770.130.270.750.220.230.21
Modèle 1260.60.150.440.530.260.40.35
Modèle 1270.520.130.380.450.250.570.78
Modèle 1280.720.130.350.680.240.260.27
Modèle 1290.720.130.320.680.230.250.26
Modèle 1300.660.120.350.570.240.250.27
Modèle 1310.690.130.340.630.240.280.3
Modèle 1320.440.20.510.390.260.571.05
Modèle 1330.580.110.370.480.250.540.37
Modèle 1340.580.420.340.620.240.281.36
Modèle 1350.490.120.30.420.240.551.07
Modèle 1360.710.120.350.670.240.250.27
Modèle 1370.460.150.390.390.240.591.06
bevfusion-multi-task-multi-sensor-fusion-with0.760.130.320.750.230.240.22
Modèle 1390.160.51.60.110.580.872.21
Modèle 1400.480.130.390.410.260.640.85
Modèle 1410.650.130.340.580.260.450.24
Modèle 1420.490.150.390.440.250.531.0
Modèle 1430.580.160.470.50.260.430.4
Modèle 1440.630.140.390.540.250.30.34
Modèle 1450.740.130.320.710.240.230.24
nuscenes-a-multimodal-dataset-for-autonomous0.448------
Modèle 1470.650.130.490.60.250.320.26
crn-camera-radar-net-for-accurate-robust0.624--0.575---
bevdet4d-exploit-temporal-cues-in-multi0.5690.1210.3860.4510.2410.5110.301
Modèle 1500.60.130.380.50.240.450.32
Modèle 1510.490.130.390.420.250.590.85
Modèle 1520.540.130.390.450.250.570.48
Modèle 1530.680.130.380.610.240.270.23
Modèle 1540.350.380.870.30.270.451.0
Modèle 1550.470.130.750.370.270.590.4
Modèle 1560.720.130.370.690.240.250.22
Modèle 1570.660.150.350.580.240.290.31
Modèle 1580.470.160.440.430.260.541.02
Modèle 1590.70.120.360.650.230.260.25
Modèle 1600.080.871.160.050.790.821.43
focalformer3d-focusing-on-hard-instance-for0.730.130.340.690.240.250.22
Modèle 1620.590.120.350.480.240.450.34
Modèle 1630.690.140.320.630.230.270.25
Modèle 1640.480.090.510.370.250.630.54
Modèle 1650.730.130.370.710.240.250.22
Modèle 1660.590.120.370.510.260.530.32
mgtanet-encoding-sequential-lidar-points0.730.120.310.670.230.250.19
Modèle 1680.730.130.370.70.240.250.23
Modèle 1690.60.150.40.520.260.430.37
bevformer-learning-bird-s-eye-view0.570.130.380.480.260.580.38
Modèle 1710.660.130.40.610.260.280.32
Modèle 1720.570.120.410.490.260.520.43
Modèle 1730.620.130.370.510.240.30.29
Modèle 1740.610.110.380.550.250.490.41
Modèle 1750.530.110.420.430.270.540.57
Modèle 1760.390.120.50.310.250.731.52
Modèle 1770.640.120.390.550.240.30.27
Modèle 1780.720.120.340.680.240.260.21
Modèle 1790.570.140.370.490.260.540.39
Modèle 1800.740.130.310.70.230.240.24
Modèle 1810.450.150.480.410.260.70.95
Modèle 1820.690.140.330.630.240.260.26
Modèle 1830.70.130.350.660.240.260.28
Modèle 1840.620.130.360.50.240.320.31
Modèle 1850.670.130.320.580.270.260.24
Modèle 1860.380.130.550.30.260.741.55
Modèle 1870.690.120.370.640.250.260.28
Modèle 1880.340.170.720.280.280.841.23
Modèle 1890.490.140.590.360.270.520.43
Modèle 1900.480.090.760.320.250.40.27
Modèle 1910.630.140.390.550.250.290.35
Modèle 1920.530.370.680.450.250.380.28
Modèle 1930.60.130.440.50.250.310.39
Modèle 1940.570.150.380.490.250.50.44
Modèle 1950.720.120.310.670.240.250.28
Modèle 1960.210.331.260.080.420.611.59
Modèle 1970.440.120.460.380.240.671.15
Modèle 1980.460.140.460.420.260.650.95
Modèle 1990.440.150.580.310.270.680.49
Modèle 2000.230.341.090.090.430.670.74
Modèle 2010.630.120.340.550.240.490.24
Modèle 2020.530.130.420.450.260.620.47
Modèle 2030.630.130.380.550.250.450.26
Modèle 2040.490.130.390.430.250.620.79
Modèle 2050.470.190.380.430.250.581.05
Modèle 2060.710.130.350.680.240.260.28
Modèle 2070.381.00.510.390.250.391.53
Modèle 2080.630.160.390.540.250.30.24
Modèle 2090.660.130.380.580.240.270.29
Modèle 2100.470.130.450.420.260.650.86
Modèle 2110.141.00.660.10.570.91.66
Modèle 2120.710.120.340.660.240.260.25
Modèle 2130.620.130.320.530.240.40.33
Modèle 2140.670.130.40.590.240.270.23
Modèle 2150.660.120.350.580.240.270.34
3d-dual-fusion-dual-domain-dual-query-camera-10.730.130.330.710.240.260.27
Modèle 2170.470.110.510.440.260.561.22
Modèle 2180.730.120.380.70.230.240.25
Modèle 2190.750.130.320.720.230.240.21
Modèle 2200.660.130.350.580.250.280.3
Modèle 2210.460.110.390.390.250.591.04
Modèle 2220.680.140.340.620.230.260.3
Modèle 2230.270.530.590.210.450.81.58
Modèle 2240.710.130.360.670.240.260.26
Modèle 2250.720.130.360.690.240.260.27
Modèle 2260.710.120.360.680.230.270.26
Modèle 2270.730.130.330.710.240.260.27
Modèle 2280.041.00.90.040.920.961.18
Modèle 2290.660.120.380.590.240.370.17
Modèle 2300.580.130.430.450.250.320.33
Modèle 2310.570.110.390.480.260.560.33
Modèle 2320.660.130.370.580.250.280.24
Modèle 2330.670.130.360.60.240.250.29
Modèle 2340.710.120.360.670.240.270.27
Modèle 2350.730.130.310.690.230.250.21
Modèle 2360.540.130.390.460.260.610.47
Modèle 2370.750.130.280.730.230.240.24
Modèle 2380.460.130.40.40.270.670.88
Modèle 2390.130.760.780.050.570.881.41
Modèle 2400.580.110.50.460.270.390.25
Modèle 2410.60.150.450.530.260.420.37
Modèle 2420.560.130.410.460.250.520.35
Modèle 2430.580.110.380.50.250.540.38
Modèle 2440.01.01.00.01.01.01.0
Modèle 2450.550.131.390.50.250.310.3
Modèle 2460.670.120.380.60.240.250.27
Modèle 2470.570.130.360.490.260.560.44
Modèle 2480.70.130.360.650.240.270.28
Modèle 2490.720.130.340.70.250.260.32
Modèle 2500.740.130.310.710.230.240.23
Modèle 2510.580.420.330.620.250.291.36
Modèle 2520.590.130.380.50.250.470.33
Modèle 2530.670.120.430.620.250.30.33
Modèle 2540.580.120.40.480.250.510.36
Modèle 2550.720.130.360.690.240.260.29
fcos3d-fully-convolutional-one-stage0.4280.1240.4520.3580.2490.6901.434
Modèle 2570.580.130.380.50.250.580.39
Modèle 2580.580.120.380.490.240.550.42
Modèle 2590.710.130.380.690.240.270.28
Modèle 2600.570.130.460.480.240.440.44
Modèle 2610.70.120.320.640.230.260.22
Modèle 2620.510.170.580.420.270.480.53
unitr-a-unified-and-efficient-multi-modal0.750.130.260.710.230.240.24
Modèle 2640.670.130.320.580.260.260.24
epro-pnp-generalized-end-to-end-probabilistic0.4530.1240.3590.3730.2430.6051.067
Modèle 2660.680.130.360.60.240.260.28
Modèle 2670.630.140.340.550.240.420.33
Modèle 2680.430.120.450.360.250.691.43
Modèle 2690.730.140.330.710.240.250.26
Modèle 2700.450.220.340.390.250.61.61
Modèle 2710.340.170.720.280.280.841.23
Modèle 2720.750.130.280.730.230.230.26
Modèle 2730.550.130.420.460.260.610.43
Modèle 2740.530.110.40.450.250.570.67
Modèle 2750.720.130.310.680.230.260.26
Modèle 2760.710.120.380.670.240.270.27
Modèle 2770.510.130.380.450.250.580.79
Modèle 2780.520.120.380.420.260.630.49
Modèle 2790.750.130.280.710.220.240.21
Modèle 2800.50.140.490.380.250.590.42
Modèle 2810.690.130.390.640.250.290.25
Modèle 2820.50.130.410.430.260.620.78
Modèle 2830.130.760.780.050.570.881.41
Modèle 2840.620.130.380.510.240.30.3
Modèle 2850.420.140.480.360.270.710.97
Modèle 2860.570.120.390.450.240.510.3
Modèle 2870.460.150.460.410.270.650.98
Modèle 2880.720.130.340.690.240.260.27
Modèle 2890.470.130.340.40.240.590.97
Modèle 2900.610.130.350.520.240.440.35
Modèle 2910.720.140.350.690.240.260.3
Modèle 2920.490.130.410.430.250.590.84
Modèle 2930.710.130.330.660.230.250.25
Modèle 2940.380.20.570.30.260.651.04
Modèle 2950.570.120.380.480.270.580.33
Modèle 2960.490.130.410.430.250.630.88
Modèle 2970.630.120.380.530.250.320.24
Modèle 2980.540.130.390.440.260.630.37
Modèle 2990.420.141.550.30.340.450.39
Modèle 3000.550.110.40.440.260.520.43
Modèle 3010.590.150.450.510.260.430.41
Modèle 3020.590.120.360.50.250.550.34
Modèle 3030.730.120.310.680.230.240.2
Modèle 3040.610.130.40.510.240.320.32
Modèle 3050.041.01.220.030.940.831.4
Modèle 3060.570.120.380.460.250.490.33
Modèle 3070.710.130.370.680.250.260.28
Modèle 3080.670.140.360.60.240.260.29
Modèle 3090.460.120.390.390.240.621.53
Modèle 3100.450.130.450.390.250.631.51
Modèle 3110.590.120.370.510.240.550.36
Modèle 3120.70.120.390.650.240.260.27
Modèle 3130.520.120.450.390.260.560.35
Modèle 3140.730.130.330.710.240.260.29
Modèle 3150.060.871.190.050.930.821.43
Modèle 3160.590.130.360.510.240.550.37
Modèle 3170.560.120.380.470.240.610.37
nuscenes-a-multimodal-dataset-for-autonomous0.449------
Modèle 3190.420.380.550.350.250.381.0
Modèle 3200.710.130.320.650.230.250.25
Modèle 3210.660.120.370.570.240.250.27
Modèle 3220.740.130.320.720.240.260.26
Modèle 3230.390.411.170.380.270.371.0
Modèle 3240.460.140.440.380.260.580.91
Modèle 3250.720.130.330.690.240.260.23
cylinder3d-an-effective-3d-framework-for0.590.240.440.490.240.330.27
Modèle 3270.660.130.380.590.240.270.33
Modèle 3280.580.120.360.490.240.560.34
Modèle 3290.540.130.390.460.250.610.48
Modèle 3300.590.130.440.470.250.320.3
Modèle 3310.440.120.40.360.260.671.59
Modèle 3320.660.130.340.610.250.40.32
Modèle 3330.70.120.320.640.240.260.21
Modèle 3340.530.130.40.410.250.560.43
Modèle 3350.071.00.830.020.611.061.51
Modèle 3360.251.00.840.280.290.761.63
Modèle 3370.540.130.420.450.260.590.46
Modèle 3380.610.130.370.50.250.310.33
Modèle 3390.510.140.490.330.250.390.31
Modèle 3400.60.130.40.50.250.450.32
Modèle 3410.470.210.390.430.250.621.12
epro-pnp-generalized-end-to-end-probabilistic-10.490.1230.3020.4230.2360.5471.071
Modèle 3430.550.110.430.420.250.520.29
Modèle 3440.580.120.370.480.250.530.36
Modèle 3450.740.130.340.720.240.250.27
Modèle 3460.50.130.380.440.250.590.81
Modèle 3470.550.121.530.570.720.260.27
Modèle 3480.480.120.370.420.250.571.01
Modèle 3490.120.631.290.060.790.631.34
Modèle 3500.760.130.320.740.230.240.22
Modèle 3510.670.120.310.580.260.260.23
Modèle 3520.690.130.360.630.240.260.27
Modèle 3530.650.130.430.580.250.280.31
Modèle 3540.730.140.310.70.230.240.23
hvdetfusion-a-simple-and-robust-camera-radar0.674------
Modèle 3560.640.120.360.560.240.470.21
Modèle 3570.580.130.430.450.250.320.33
unleashing-hydra-hybrid-fusion-depth0.640.120.420.570.250.400.25
Modèle 3590.320.490.840.270.330.511.74
Modèle 3600.530.130.380.450.260.520.63
Modèle 3610.730.150.360.70.230.250.24
Modèle 3620.330.610.660.30.260.711.71
Modèle 3630.540.140.40.440.260.630.43
Modèle 3640.470.120.370.410.240.571.63
centerfusion-center-based-radar-and-camera0.449--0.326---
Modèle 3660.730.130.320.680.230.240.23
Modèle 3670.710.120.380.670.250.270.21
focalformer3d-focusing-on-hard-instance-for0.740.130.320.710.240.240.20
Modèle 3690.550.130.440.420.250.420.32
Modèle 3700.580.120.360.480.250.550.32
Modèle 3710.70.130.340.660.240.250.28
Modèle 3720.730.130.360.710.240.250.25