HyperAI초신경

3D Object Detection On Nuscenes

평가 지표

NDS
mAAE
mAOE
mAP
mASE
mATE
mAVE

평가 결과

이 벤치마크에서 각 모델의 성능 결과

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