3D Object Detection On Nuscenes
Metrics
NDS
mAAE
mAOE
mAP
mASE
mATE
mAVE
Results
Performance results of various models on this benchmark
Comparison Table
Model Name | NDS | mAAE | mAOE | mAP | mASE | mATE | mAVE |
---|---|---|---|---|---|---|---|
Model 1 | 0.52 | 0.13 | 0.42 | 0.43 | 0.26 | 0.6 | 0.5 |
Model 2 | 0.74 | 0.13 | 0.3 | 0.71 | 0.23 | 0.24 | 0.24 |
Model 3 | 0.7 | 0.13 | 0.34 | 0.64 | 0.24 | 0.26 | 0.22 |
multimodal-virtual-point-3d-detection | 0.71 | 0.13 | 0.32 | 0.66 | 0.24 | 0.26 | 0.31 |
Model 5 | 0.71 | 0.12 | 0.36 | 0.68 | 0.24 | 0.27 | 0.26 |
Model 6 | 0.18 | 0.59 | 0.96 | 0.09 | 0.42 | 0.7 | 1.0 |
Model 7 | 0.61 | 0.13 | 0.54 | 0.54 | 0.26 | 0.38 | 0.29 |
Model 8 | 0.62 | 0.13 | 0.34 | 0.53 | 0.24 | 0.45 | 0.31 |
Model 9 | 0.38 | 0.18 | 0.54 | 0.3 | 0.27 | 0.72 | 1.17 |
Model 10 | 0.73 | 0.13 | 0.34 | 0.71 | 0.24 | 0.25 | 0.26 |
Model 11 | 0.72 | 0.13 | 0.37 | 0.69 | 0.25 | 0.26 | 0.27 |
Model 12 | 0.45 | 0.13 | 0.44 | 0.38 | 0.25 | 0.63 | 1.48 |
Model 13 | 0.45 | 0.11 | 0.52 | 0.33 | 0.26 | 0.63 | 0.61 |
probabilistic-and-geometric-depth-detecting | 0.45 | - | - | 0.39 | - | - | - |
Model 15 | 0.58 | 0.12 | 0.39 | 0.46 | 0.25 | 0.46 | 0.33 |
Model 16 | 0.71 | 0.12 | 0.37 | 0.67 | 0.24 | 0.27 | 0.27 |
Model 17 | 0.57 | 0.14 | 0.42 | 0.45 | 0.25 | 0.32 | 0.42 |
Model 18 | 0.59 | 0.14 | 0.38 | 0.51 | 0.26 | 0.45 | 0.39 |
Model 19 | 0.61 | 0.15 | 0.43 | 0.54 | 0.26 | 0.4 | 0.36 |
Model 20 | 0.58 | 0.42 | 0.33 | 0.62 | 0.24 | 0.28 | 1.35 |
Model 21 | 0.58 | 0.13 | 0.37 | 0.49 | 0.26 | 0.57 | 0.31 |
Model 22 | 0.6 | 0.12 | 0.35 | 0.53 | 0.25 | 0.52 | 0.38 |
Model 23 | 0.42 | 0.2 | 0.35 | 0.33 | 0.26 | 0.66 | 1.66 |
Model 24 | 0.55 | 0.15 | 0.49 | 0.47 | 0.27 | 0.57 | 0.41 |
Model 25 | 0.08 | 0.87 | 1.14 | 0.05 | 0.79 | 0.82 | 1.43 |
Model 26 | 0.47 | 0.11 | 0.67 | 0.37 | 0.4 | 0.48 | 0.48 |
Model 27 | 0.73 | 0.13 | 0.33 | 0.71 | 0.24 | 0.26 | 0.25 |
do-you-remember-the-future-weak-to-strong | 0.63 | - | - | 0.54 | - | - | - |
Model 29 | 0.71 | 0.12 | 0.35 | 0.67 | 0.25 | 0.31 | 0.22 |
Model 30 | 0.59 | 0.13 | 0.37 | 0.52 | 0.25 | 0.56 | 0.39 |
Model 31 | 0.7 | 0.12 | 0.32 | 0.64 | 0.23 | 0.26 | 0.22 |
Model 32 | 0.59 | 0.13 | 0.42 | 0.46 | 0.25 | 0.31 | 0.32 |
Model 33 | 0.49 | 0.13 | 0.39 | 0.41 | 0.26 | 0.53 | 0.79 |
Model 34 | 0.77 | 0.13 | 0.28 | 0.75 | 0.22 | 0.22 | 0.19 |
Model 35 | 0.7 | 0.13 | 0.34 | 0.64 | 0.24 | 0.26 | 0.21 |
Model 36 | 0.08 | 1.0 | 0.79 | 0.01 | 0.64 | 0.86 | 1.39 |
Model 37 | 0.73 | 0.13 | 0.35 | 0.69 | 0.23 | 0.24 | 0.19 |
Model 38 | 0.49 | 0.14 | 0.59 | 0.41 | 0.26 | 0.48 | 0.7 |
Model 39 | 0.67 | 0.14 | 0.33 | 0.58 | 0.25 | 0.26 | 0.22 |
Model 40 | 0.54 | 0.12 | 0.41 | 0.44 | 0.26 | 0.54 | 0.48 |
Model 41 | 0.51 | 0.13 | 0.44 | 0.43 | 0.27 | 0.64 | 0.54 |
Model 42 | 0.74 | 0.13 | 0.32 | 0.72 | 0.24 | 0.25 | 0.27 |
Model 43 | 0.7 | 0.13 | 0.38 | 0.65 | 0.24 | 0.27 | 0.28 |
Model 44 | 0.63 | 0.12 | 0.32 | 0.55 | 0.25 | 0.51 | 0.28 |
Model 45 | 0.46 | 0.16 | 0.52 | 0.35 | 0.26 | 0.63 | 0.52 |
Model 46 | 0.76 | 0.13 | 0.33 | 0.76 | 0.23 | 0.24 | 0.23 |
Model 47 | 0.7 | 0.13 | 0.32 | 0.64 | 0.23 | 0.25 | 0.24 |
Model 48 | 0.68 | 0.12 | 0.36 | 0.61 | 0.24 | 0.28 | 0.22 |
Model 49 | 0.63 | 0.14 | 0.38 | 0.53 | 0.25 | 0.3 | 0.24 |
class-balanced-grouping-and-sampling-for | 0.63.3 | - | - | 0.528 | - | - | - |
dsvt-dynamic-sparse-voxel-transformer-with | 0.73 | 0.14 | 0.30 | - | 0.23 | 0.25 | 0.25 |
Model 52 | 0.55 | 0.13 | 0.87 | 0.48 | 0.25 | 0.32 | 0.34 |
Model 53 | 0.08 | 0.92 | 0.9 | 0.09 | 0.92 | 0.92 | 1.08 |
Model 54 | 0.59 | 0.13 | 0.36 | 0.51 | 0.25 | 0.55 | 0.4 |
Model 55 | 0.74 | 0.13 | 0.35 | 0.72 | 0.24 | 0.25 | 0.25 |
Model 56 | 0.52 | 0.11 | 0.48 | 0.34 | 0.26 | 0.35 | 0.27 |
Model 57 | 0.61 | 0.13 | 0.38 | 0.48 | 0.25 | 0.32 | 0.26 |
Model 58 | 0.62 | 0.13 | 0.44 | 0.54 | 0.26 | 0.34 | 0.33 |
Model 59 | 0.63 | 0.13 | 0.46 | 0.54 | 0.25 | 0.29 | 0.26 |
Model 60 | 0.59 | 0.12 | 0.35 | 0.5 | 0.25 | 0.54 | 0.34 |
Model 61 | 0.01 | 0.9 | 1.06 | 0.0 | 1.0 | 1.02 | 0.99 |
ea-bev-edge-aware-bird-s-eye-view-projector | 0.78 | 0.12 | 0.28 | 0.77 | 0.21 | 0.23 | 0.20 |
Model 63 | 0.4 | 0.14 | 0.63 | 0.34 | 0.26 | 0.66 | 1.63 |
Model 64 | 0.51 | 0.12 | 0.45 | 0.41 | 0.26 | 0.69 | 0.45 |
Model 65 | 0.62 | 0.13 | 0.34 | 0.53 | 0.25 | 0.44 | 0.29 |
Model 66 | 0.44 | 0.15 | 0.47 | 0.37 | 0.25 | 0.6 | 1.0 |
Model 67 | 0.43 | 0.13 | 0.41 | 0.21 | 0.24 | 0.63 | 0.31 |
Model 68 | 0.37 | 0.14 | 0.6 | 0.29 | 0.26 | 0.75 | 1.58 |
Model 69 | 0.71 | 0.14 | 0.36 | 0.67 | 0.24 | 0.26 | 0.27 |
Model 70 | 0.74 | 0.13 | 0.34 | 0.72 | 0.24 | 0.25 | 0.27 |
Model 71 | 0.57 | 0.13 | 0.38 | 0.49 | 0.26 | 0.57 | 0.39 |
Model 72 | 0.49 | 0.1 | 0.5 | 0.38 | 0.25 | 0.61 | 0.53 |
Model 73 | 0.69 | 0.13 | 0.37 | 0.62 | 0.24 | 0.28 | 0.21 |
Model 74 | 0.58 | 0.13 | 0.38 | 0.47 | 0.25 | 0.5 | 0.33 |
infofocus-3d-object-detection-for-autonomous | 0.4 | 0.4 | 1.13 | 0.39 | 0.26 | 0.36 | 1.0 |
Model 76 | 0.58 | 0.13 | 0.45 | 0.48 | 0.26 | 0.44 | 0.37 |
Model 77 | 0.67 | 0.14 | 0.32 | 0.59 | 0.25 | 0.39 | 0.17 |
Model 78 | 0.38 | 0.36 | 1.58 | 0.49 | 0.84 | 0.48 | 1.45 |
Model 79 | 0.64 | 0.12 | 0.48 | 0.57 | 0.25 | 0.3 | 0.25 |
Model 80 | 0.73 | 0.14 | 0.35 | 0.71 | 0.24 | 0.26 | 0.26 |
Model 81 | 0.34 | 1.0 | 0.5 | 0.35 | 0.26 | 0.63 | 1.58 |
Model 82 | 0.68 | 0.13 | 0.34 | 0.6 | 0.24 | 0.27 | 0.24 |
Model 83 | 0.5 | 0.12 | 0.39 | 0.42 | 0.25 | 0.52 | 0.83 |
Model 84 | 0.71 | 0.13 | 0.32 | 0.66 | 0.24 | 0.24 | 0.27 |
Model 85 | 0.56 | 0.12 | 0.44 | 0.46 | 0.25 | 0.5 | 0.36 |
focalformer3d-focusing-on-hard-instance-for | 0.75 | 0.13 | 0.33 | 0.72 | 0.24 | 0.25 | 0.23 |
Model 87 | 0.46 | 0.13 | 0.42 | 0.4 | 0.26 | 0.68 | 0.89 |
ssn-shape-signature-networks-for-multi-class-1 | 0.57 | 0.31 | 0.43 | 0.46 | 0.26 | 0.37 | 0.26 |
Model 89 | 0.48 | 0.15 | 0.4 | 0.42 | 0.24 | 0.53 | 0.98 |
Model 90 | 0.7 | 0.13 | 0.38 | 0.65 | 0.24 | 0.26 | 0.27 |
Model 91 | 0.62 | 0.13 | 0.41 | 0.52 | 0.25 | 0.42 | 0.25 |
Model 92 | 0.14 | 1.0 | 0.61 | 0.05 | 0.43 | 0.82 | 2.08 |
Model 93 | 0.36 | 0.33 | 0.46 | 0.27 | 0.25 | 0.71 | 1.31 |
ssn-shape-signature-networks-for-multi-class-1 | 0.62 | 0.09 | 0.43 | 0.51 | 0.24 | 0.34 | 0.27 |
multi-modal-3d-object-detection-by-box | 0.721 | - | - | 0.689 | - | - | - |
sparc-sparse-radar-camera-fusion-for-3d | 0.671 | - | - | 0.60 | - | - | - |
Model 97 | 0.72 | 0.13 | 0.32 | 0.67 | 0.23 | 0.25 | 0.26 |
Model 98 | 0.71 | 0.12 | 0.3 | 0.65 | 0.23 | 0.24 | 0.24 |
Model 99 | 0.76 | 0.13 | 0.29 | 0.74 | 0.23 | 0.23 | 0.24 |
Model 100 | 0.72 | 0.13 | 0.36 | 0.7 | 0.24 | 0.26 | 0.27 |
Model 101 | 0.36 | 0.19 | 0.61 | 0.3 | 0.28 | 0.83 | 1.09 |
Model 102 | 0.47 | 0.11 | 0.51 | 0.44 | 0.26 | 0.57 | 1.22 |
Model 103 | 0.61 | 0.12 | 0.33 | 0.52 | 0.24 | 0.44 | 0.34 |
robust-multimodal-3d-object-detection-via | 0.74 | 0.11 | 0.30 | 0.72 | 0.24 | 0.27 | 0.27 |
Model 105 | 0.57 | 0.13 | 0.38 | 0.48 | 0.26 | 0.58 | 0.38 |
Model 106 | 0.03 | 0.93 | 0.93 | 0.01 | 0.92 | 0.97 | 0.99 |
Model 107 | 0.5 | 0.14 | 0.49 | 0.38 | 0.25 | 0.59 | 0.42 |
Model 108 | 0.73 | 0.13 | 0.32 | 0.69 | 0.23 | 0.25 | 0.21 |
Model 109 | 0.66 | 0.13 | 0.4 | 0.61 | 0.26 | 0.28 | 0.32 |
nuscenes-a-multimodal-dataset-for-autonomous | 0.442 | - | - | - | - | - | - |
Model 111 | 0.55 | 0.11 | 0.43 | 0.44 | 0.26 | 0.5 | 0.38 |
Model 112 | 0.71 | 0.13 | 0.31 | 0.66 | 0.23 | 0.25 | 0.24 |
Model 113 | 0.53 | 0.13 | 0.39 | 0.39 | 0.25 | 0.54 | 0.35 |
Model 114 | 0.64 | 0.14 | 0.37 | 0.59 | 0.26 | 0.43 | 0.35 |
Model 115 | 0.54 | 0.13 | 0.39 | 0.46 | 0.25 | 0.62 | 0.49 |
Model 116 | 0.562 | 0.187 | 0.331 | 0.467 | 0.253 | 0.605 | 0.336 |
Model 117 | 0.6 | 0.13 | 0.42 | 0.52 | 0.26 | 0.42 | 0.38 |
Model 118 | 0.75 | 0.13 | 0.32 | 0.73 | 0.24 | 0.24 | 0.23 |
Model 119 | 0.61 | 0.13 | 0.43 | 0.51 | 0.25 | 0.3 | 0.37 |
Model 120 | 0.73 | 0.13 | 0.37 | 0.71 | 0.24 | 0.26 | 0.28 |
Model 121 | 0.71 | 0.13 | 0.38 | 0.69 | 0.24 | 0.26 | 0.27 |
Model 122 | 0.62 | 0.13 | 0.38 | 0.51 | 0.24 | 0.3 | 0.29 |
Model 123 | 0.58 | 0.12 | 0.38 | 0.48 | 0.25 | 0.53 | 0.32 |
center-based-3d-object-detection-and-tracking | 0.71 | 0.14 | 0.35 | 0.67 | 0.24 | 0.25 | 0.25 |
Model 125 | 0.77 | 0.13 | 0.27 | 0.75 | 0.22 | 0.23 | 0.21 |
Model 126 | 0.6 | 0.15 | 0.44 | 0.53 | 0.26 | 0.4 | 0.35 |
Model 127 | 0.52 | 0.13 | 0.38 | 0.45 | 0.25 | 0.57 | 0.78 |
Model 128 | 0.72 | 0.13 | 0.35 | 0.68 | 0.24 | 0.26 | 0.27 |
Model 129 | 0.72 | 0.13 | 0.32 | 0.68 | 0.23 | 0.25 | 0.26 |
Model 130 | 0.66 | 0.12 | 0.35 | 0.57 | 0.24 | 0.25 | 0.27 |
Model 131 | 0.69 | 0.13 | 0.34 | 0.63 | 0.24 | 0.28 | 0.3 |
Model 132 | 0.44 | 0.2 | 0.51 | 0.39 | 0.26 | 0.57 | 1.05 |
Model 133 | 0.58 | 0.11 | 0.37 | 0.48 | 0.25 | 0.54 | 0.37 |
Model 134 | 0.58 | 0.42 | 0.34 | 0.62 | 0.24 | 0.28 | 1.36 |
Model 135 | 0.49 | 0.12 | 0.3 | 0.42 | 0.24 | 0.55 | 1.07 |
Model 136 | 0.71 | 0.12 | 0.35 | 0.67 | 0.24 | 0.25 | 0.27 |
Model 137 | 0.46 | 0.15 | 0.39 | 0.39 | 0.24 | 0.59 | 1.06 |
bevfusion-multi-task-multi-sensor-fusion-with | 0.76 | 0.13 | 0.32 | 0.75 | 0.23 | 0.24 | 0.22 |
Model 139 | 0.16 | 0.5 | 1.6 | 0.11 | 0.58 | 0.87 | 2.21 |
Model 140 | 0.48 | 0.13 | 0.39 | 0.41 | 0.26 | 0.64 | 0.85 |
Model 141 | 0.65 | 0.13 | 0.34 | 0.58 | 0.26 | 0.45 | 0.24 |
Model 142 | 0.49 | 0.15 | 0.39 | 0.44 | 0.25 | 0.53 | 1.0 |
Model 143 | 0.58 | 0.16 | 0.47 | 0.5 | 0.26 | 0.43 | 0.4 |
Model 144 | 0.63 | 0.14 | 0.39 | 0.54 | 0.25 | 0.3 | 0.34 |
Model 145 | 0.74 | 0.13 | 0.32 | 0.71 | 0.24 | 0.23 | 0.24 |
nuscenes-a-multimodal-dataset-for-autonomous | 0.448 | - | - | - | - | - | - |
Model 147 | 0.65 | 0.13 | 0.49 | 0.6 | 0.25 | 0.32 | 0.26 |
crn-camera-radar-net-for-accurate-robust | 0.624 | - | - | 0.575 | - | - | - |
bevdet4d-exploit-temporal-cues-in-multi | 0.569 | 0.121 | 0.386 | 0.451 | 0.241 | 0.511 | 0.301 |
Model 150 | 0.6 | 0.13 | 0.38 | 0.5 | 0.24 | 0.45 | 0.32 |
Model 151 | 0.49 | 0.13 | 0.39 | 0.42 | 0.25 | 0.59 | 0.85 |
Model 152 | 0.54 | 0.13 | 0.39 | 0.45 | 0.25 | 0.57 | 0.48 |
Model 153 | 0.68 | 0.13 | 0.38 | 0.61 | 0.24 | 0.27 | 0.23 |
Model 154 | 0.35 | 0.38 | 0.87 | 0.3 | 0.27 | 0.45 | 1.0 |
Model 155 | 0.47 | 0.13 | 0.75 | 0.37 | 0.27 | 0.59 | 0.4 |
Model 156 | 0.72 | 0.13 | 0.37 | 0.69 | 0.24 | 0.25 | 0.22 |
Model 157 | 0.66 | 0.15 | 0.35 | 0.58 | 0.24 | 0.29 | 0.31 |
Model 158 | 0.47 | 0.16 | 0.44 | 0.43 | 0.26 | 0.54 | 1.02 |
Model 159 | 0.7 | 0.12 | 0.36 | 0.65 | 0.23 | 0.26 | 0.25 |
Model 160 | 0.08 | 0.87 | 1.16 | 0.05 | 0.79 | 0.82 | 1.43 |
focalformer3d-focusing-on-hard-instance-for | 0.73 | 0.13 | 0.34 | 0.69 | 0.24 | 0.25 | 0.22 |
Model 162 | 0.59 | 0.12 | 0.35 | 0.48 | 0.24 | 0.45 | 0.34 |
Model 163 | 0.69 | 0.14 | 0.32 | 0.63 | 0.23 | 0.27 | 0.25 |
Model 164 | 0.48 | 0.09 | 0.51 | 0.37 | 0.25 | 0.63 | 0.54 |
Model 165 | 0.73 | 0.13 | 0.37 | 0.71 | 0.24 | 0.25 | 0.22 |
Model 166 | 0.59 | 0.12 | 0.37 | 0.51 | 0.26 | 0.53 | 0.32 |
mgtanet-encoding-sequential-lidar-points | 0.73 | 0.12 | 0.31 | 0.67 | 0.23 | 0.25 | 0.19 |
Model 168 | 0.73 | 0.13 | 0.37 | 0.7 | 0.24 | 0.25 | 0.23 |
Model 169 | 0.6 | 0.15 | 0.4 | 0.52 | 0.26 | 0.43 | 0.37 |
bevformer-learning-bird-s-eye-view | 0.57 | 0.13 | 0.38 | 0.48 | 0.26 | 0.58 | 0.38 |
Model 171 | 0.66 | 0.13 | 0.4 | 0.61 | 0.26 | 0.28 | 0.32 |
Model 172 | 0.57 | 0.12 | 0.41 | 0.49 | 0.26 | 0.52 | 0.43 |
Model 173 | 0.62 | 0.13 | 0.37 | 0.51 | 0.24 | 0.3 | 0.29 |
Model 174 | 0.61 | 0.11 | 0.38 | 0.55 | 0.25 | 0.49 | 0.41 |
Model 175 | 0.53 | 0.11 | 0.42 | 0.43 | 0.27 | 0.54 | 0.57 |
Model 176 | 0.39 | 0.12 | 0.5 | 0.31 | 0.25 | 0.73 | 1.52 |
Model 177 | 0.64 | 0.12 | 0.39 | 0.55 | 0.24 | 0.3 | 0.27 |
Model 178 | 0.72 | 0.12 | 0.34 | 0.68 | 0.24 | 0.26 | 0.21 |
Model 179 | 0.57 | 0.14 | 0.37 | 0.49 | 0.26 | 0.54 | 0.39 |
Model 180 | 0.74 | 0.13 | 0.31 | 0.7 | 0.23 | 0.24 | 0.24 |
Model 181 | 0.45 | 0.15 | 0.48 | 0.41 | 0.26 | 0.7 | 0.95 |
Model 182 | 0.69 | 0.14 | 0.33 | 0.63 | 0.24 | 0.26 | 0.26 |
Model 183 | 0.7 | 0.13 | 0.35 | 0.66 | 0.24 | 0.26 | 0.28 |
Model 184 | 0.62 | 0.13 | 0.36 | 0.5 | 0.24 | 0.32 | 0.31 |
Model 185 | 0.67 | 0.13 | 0.32 | 0.58 | 0.27 | 0.26 | 0.24 |
Model 186 | 0.38 | 0.13 | 0.55 | 0.3 | 0.26 | 0.74 | 1.55 |
Model 187 | 0.69 | 0.12 | 0.37 | 0.64 | 0.25 | 0.26 | 0.28 |
Model 188 | 0.34 | 0.17 | 0.72 | 0.28 | 0.28 | 0.84 | 1.23 |
Model 189 | 0.49 | 0.14 | 0.59 | 0.36 | 0.27 | 0.52 | 0.43 |
Model 190 | 0.48 | 0.09 | 0.76 | 0.32 | 0.25 | 0.4 | 0.27 |
Model 191 | 0.63 | 0.14 | 0.39 | 0.55 | 0.25 | 0.29 | 0.35 |
Model 192 | 0.53 | 0.37 | 0.68 | 0.45 | 0.25 | 0.38 | 0.28 |
Model 193 | 0.6 | 0.13 | 0.44 | 0.5 | 0.25 | 0.31 | 0.39 |
Model 194 | 0.57 | 0.15 | 0.38 | 0.49 | 0.25 | 0.5 | 0.44 |
Model 195 | 0.72 | 0.12 | 0.31 | 0.67 | 0.24 | 0.25 | 0.28 |
Model 196 | 0.21 | 0.33 | 1.26 | 0.08 | 0.42 | 0.61 | 1.59 |
Model 197 | 0.44 | 0.12 | 0.46 | 0.38 | 0.24 | 0.67 | 1.15 |
Model 198 | 0.46 | 0.14 | 0.46 | 0.42 | 0.26 | 0.65 | 0.95 |
Model 199 | 0.44 | 0.15 | 0.58 | 0.31 | 0.27 | 0.68 | 0.49 |
Model 200 | 0.23 | 0.34 | 1.09 | 0.09 | 0.43 | 0.67 | 0.74 |
Model 201 | 0.63 | 0.12 | 0.34 | 0.55 | 0.24 | 0.49 | 0.24 |
Model 202 | 0.53 | 0.13 | 0.42 | 0.45 | 0.26 | 0.62 | 0.47 |
Model 203 | 0.63 | 0.13 | 0.38 | 0.55 | 0.25 | 0.45 | 0.26 |
Model 204 | 0.49 | 0.13 | 0.39 | 0.43 | 0.25 | 0.62 | 0.79 |
Model 205 | 0.47 | 0.19 | 0.38 | 0.43 | 0.25 | 0.58 | 1.05 |
Model 206 | 0.71 | 0.13 | 0.35 | 0.68 | 0.24 | 0.26 | 0.28 |
Model 207 | 0.38 | 1.0 | 0.51 | 0.39 | 0.25 | 0.39 | 1.53 |
Model 208 | 0.63 | 0.16 | 0.39 | 0.54 | 0.25 | 0.3 | 0.24 |
Model 209 | 0.66 | 0.13 | 0.38 | 0.58 | 0.24 | 0.27 | 0.29 |
Model 210 | 0.47 | 0.13 | 0.45 | 0.42 | 0.26 | 0.65 | 0.86 |
Model 211 | 0.14 | 1.0 | 0.66 | 0.1 | 0.57 | 0.9 | 1.66 |
Model 212 | 0.71 | 0.12 | 0.34 | 0.66 | 0.24 | 0.26 | 0.25 |
Model 213 | 0.62 | 0.13 | 0.32 | 0.53 | 0.24 | 0.4 | 0.33 |
Model 214 | 0.67 | 0.13 | 0.4 | 0.59 | 0.24 | 0.27 | 0.23 |
Model 215 | 0.66 | 0.12 | 0.35 | 0.58 | 0.24 | 0.27 | 0.34 |
3d-dual-fusion-dual-domain-dual-query-camera-1 | 0.73 | 0.13 | 0.33 | 0.71 | 0.24 | 0.26 | 0.27 |
Model 217 | 0.47 | 0.11 | 0.51 | 0.44 | 0.26 | 0.56 | 1.22 |
Model 218 | 0.73 | 0.12 | 0.38 | 0.7 | 0.23 | 0.24 | 0.25 |
Model 219 | 0.75 | 0.13 | 0.32 | 0.72 | 0.23 | 0.24 | 0.21 |
Model 220 | 0.66 | 0.13 | 0.35 | 0.58 | 0.25 | 0.28 | 0.3 |
Model 221 | 0.46 | 0.11 | 0.39 | 0.39 | 0.25 | 0.59 | 1.04 |
Model 222 | 0.68 | 0.14 | 0.34 | 0.62 | 0.23 | 0.26 | 0.3 |
Model 223 | 0.27 | 0.53 | 0.59 | 0.21 | 0.45 | 0.8 | 1.58 |
Model 224 | 0.71 | 0.13 | 0.36 | 0.67 | 0.24 | 0.26 | 0.26 |
Model 225 | 0.72 | 0.13 | 0.36 | 0.69 | 0.24 | 0.26 | 0.27 |
Model 226 | 0.71 | 0.12 | 0.36 | 0.68 | 0.23 | 0.27 | 0.26 |
Model 227 | 0.73 | 0.13 | 0.33 | 0.71 | 0.24 | 0.26 | 0.27 |
Model 228 | 0.04 | 1.0 | 0.9 | 0.04 | 0.92 | 0.96 | 1.18 |
Model 229 | 0.66 | 0.12 | 0.38 | 0.59 | 0.24 | 0.37 | 0.17 |
Model 230 | 0.58 | 0.13 | 0.43 | 0.45 | 0.25 | 0.32 | 0.33 |
Model 231 | 0.57 | 0.11 | 0.39 | 0.48 | 0.26 | 0.56 | 0.33 |
Model 232 | 0.66 | 0.13 | 0.37 | 0.58 | 0.25 | 0.28 | 0.24 |
Model 233 | 0.67 | 0.13 | 0.36 | 0.6 | 0.24 | 0.25 | 0.29 |
Model 234 | 0.71 | 0.12 | 0.36 | 0.67 | 0.24 | 0.27 | 0.27 |
Model 235 | 0.73 | 0.13 | 0.31 | 0.69 | 0.23 | 0.25 | 0.21 |
Model 236 | 0.54 | 0.13 | 0.39 | 0.46 | 0.26 | 0.61 | 0.47 |
Model 237 | 0.75 | 0.13 | 0.28 | 0.73 | 0.23 | 0.24 | 0.24 |
Model 238 | 0.46 | 0.13 | 0.4 | 0.4 | 0.27 | 0.67 | 0.88 |
Model 239 | 0.13 | 0.76 | 0.78 | 0.05 | 0.57 | 0.88 | 1.41 |
Model 240 | 0.58 | 0.11 | 0.5 | 0.46 | 0.27 | 0.39 | 0.25 |
Model 241 | 0.6 | 0.15 | 0.45 | 0.53 | 0.26 | 0.42 | 0.37 |
Model 242 | 0.56 | 0.13 | 0.41 | 0.46 | 0.25 | 0.52 | 0.35 |
Model 243 | 0.58 | 0.11 | 0.38 | 0.5 | 0.25 | 0.54 | 0.38 |
Model 244 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1.0 | 1.0 |
Model 245 | 0.55 | 0.13 | 1.39 | 0.5 | 0.25 | 0.31 | 0.3 |
Model 246 | 0.67 | 0.12 | 0.38 | 0.6 | 0.24 | 0.25 | 0.27 |
Model 247 | 0.57 | 0.13 | 0.36 | 0.49 | 0.26 | 0.56 | 0.44 |
Model 248 | 0.7 | 0.13 | 0.36 | 0.65 | 0.24 | 0.27 | 0.28 |
Model 249 | 0.72 | 0.13 | 0.34 | 0.7 | 0.25 | 0.26 | 0.32 |
Model 250 | 0.74 | 0.13 | 0.31 | 0.71 | 0.23 | 0.24 | 0.23 |
Model 251 | 0.58 | 0.42 | 0.33 | 0.62 | 0.25 | 0.29 | 1.36 |
Model 252 | 0.59 | 0.13 | 0.38 | 0.5 | 0.25 | 0.47 | 0.33 |
Model 253 | 0.67 | 0.12 | 0.43 | 0.62 | 0.25 | 0.3 | 0.33 |
Model 254 | 0.58 | 0.12 | 0.4 | 0.48 | 0.25 | 0.51 | 0.36 |
Model 255 | 0.72 | 0.13 | 0.36 | 0.69 | 0.24 | 0.26 | 0.29 |
fcos3d-fully-convolutional-one-stage | 0.428 | 0.124 | 0.452 | 0.358 | 0.249 | 0.690 | 1.434 |
Model 257 | 0.58 | 0.13 | 0.38 | 0.5 | 0.25 | 0.58 | 0.39 |
Model 258 | 0.58 | 0.12 | 0.38 | 0.49 | 0.24 | 0.55 | 0.42 |
Model 259 | 0.71 | 0.13 | 0.38 | 0.69 | 0.24 | 0.27 | 0.28 |
Model 260 | 0.57 | 0.13 | 0.46 | 0.48 | 0.24 | 0.44 | 0.44 |
Model 261 | 0.7 | 0.12 | 0.32 | 0.64 | 0.23 | 0.26 | 0.22 |
Model 262 | 0.51 | 0.17 | 0.58 | 0.42 | 0.27 | 0.48 | 0.53 |
unitr-a-unified-and-efficient-multi-modal | 0.75 | 0.13 | 0.26 | 0.71 | 0.23 | 0.24 | 0.24 |
Model 264 | 0.67 | 0.13 | 0.32 | 0.58 | 0.26 | 0.26 | 0.24 |
epro-pnp-generalized-end-to-end-probabilistic | 0.453 | 0.124 | 0.359 | 0.373 | 0.243 | 0.605 | 1.067 |
Model 266 | 0.68 | 0.13 | 0.36 | 0.6 | 0.24 | 0.26 | 0.28 |
Model 267 | 0.63 | 0.14 | 0.34 | 0.55 | 0.24 | 0.42 | 0.33 |
Model 268 | 0.43 | 0.12 | 0.45 | 0.36 | 0.25 | 0.69 | 1.43 |
Model 269 | 0.73 | 0.14 | 0.33 | 0.71 | 0.24 | 0.25 | 0.26 |
Model 270 | 0.45 | 0.22 | 0.34 | 0.39 | 0.25 | 0.6 | 1.61 |
Model 271 | 0.34 | 0.17 | 0.72 | 0.28 | 0.28 | 0.84 | 1.23 |
Model 272 | 0.75 | 0.13 | 0.28 | 0.73 | 0.23 | 0.23 | 0.26 |
Model 273 | 0.55 | 0.13 | 0.42 | 0.46 | 0.26 | 0.61 | 0.43 |
Model 274 | 0.53 | 0.11 | 0.4 | 0.45 | 0.25 | 0.57 | 0.67 |
Model 275 | 0.72 | 0.13 | 0.31 | 0.68 | 0.23 | 0.26 | 0.26 |
Model 276 | 0.71 | 0.12 | 0.38 | 0.67 | 0.24 | 0.27 | 0.27 |
Model 277 | 0.51 | 0.13 | 0.38 | 0.45 | 0.25 | 0.58 | 0.79 |
Model 278 | 0.52 | 0.12 | 0.38 | 0.42 | 0.26 | 0.63 | 0.49 |
Model 279 | 0.75 | 0.13 | 0.28 | 0.71 | 0.22 | 0.24 | 0.21 |
Model 280 | 0.5 | 0.14 | 0.49 | 0.38 | 0.25 | 0.59 | 0.42 |
Model 281 | 0.69 | 0.13 | 0.39 | 0.64 | 0.25 | 0.29 | 0.25 |
Model 282 | 0.5 | 0.13 | 0.41 | 0.43 | 0.26 | 0.62 | 0.78 |
Model 283 | 0.13 | 0.76 | 0.78 | 0.05 | 0.57 | 0.88 | 1.41 |
Model 284 | 0.62 | 0.13 | 0.38 | 0.51 | 0.24 | 0.3 | 0.3 |
Model 285 | 0.42 | 0.14 | 0.48 | 0.36 | 0.27 | 0.71 | 0.97 |
Model 286 | 0.57 | 0.12 | 0.39 | 0.45 | 0.24 | 0.51 | 0.3 |
Model 287 | 0.46 | 0.15 | 0.46 | 0.41 | 0.27 | 0.65 | 0.98 |
Model 288 | 0.72 | 0.13 | 0.34 | 0.69 | 0.24 | 0.26 | 0.27 |
Model 289 | 0.47 | 0.13 | 0.34 | 0.4 | 0.24 | 0.59 | 0.97 |
Model 290 | 0.61 | 0.13 | 0.35 | 0.52 | 0.24 | 0.44 | 0.35 |
Model 291 | 0.72 | 0.14 | 0.35 | 0.69 | 0.24 | 0.26 | 0.3 |
Model 292 | 0.49 | 0.13 | 0.41 | 0.43 | 0.25 | 0.59 | 0.84 |
Model 293 | 0.71 | 0.13 | 0.33 | 0.66 | 0.23 | 0.25 | 0.25 |
Model 294 | 0.38 | 0.2 | 0.57 | 0.3 | 0.26 | 0.65 | 1.04 |
Model 295 | 0.57 | 0.12 | 0.38 | 0.48 | 0.27 | 0.58 | 0.33 |
Model 296 | 0.49 | 0.13 | 0.41 | 0.43 | 0.25 | 0.63 | 0.88 |
Model 297 | 0.63 | 0.12 | 0.38 | 0.53 | 0.25 | 0.32 | 0.24 |
Model 298 | 0.54 | 0.13 | 0.39 | 0.44 | 0.26 | 0.63 | 0.37 |
Model 299 | 0.42 | 0.14 | 1.55 | 0.3 | 0.34 | 0.45 | 0.39 |
Model 300 | 0.55 | 0.11 | 0.4 | 0.44 | 0.26 | 0.52 | 0.43 |
Model 301 | 0.59 | 0.15 | 0.45 | 0.51 | 0.26 | 0.43 | 0.41 |
Model 302 | 0.59 | 0.12 | 0.36 | 0.5 | 0.25 | 0.55 | 0.34 |
Model 303 | 0.73 | 0.12 | 0.31 | 0.68 | 0.23 | 0.24 | 0.2 |
Model 304 | 0.61 | 0.13 | 0.4 | 0.51 | 0.24 | 0.32 | 0.32 |
Model 305 | 0.04 | 1.0 | 1.22 | 0.03 | 0.94 | 0.83 | 1.4 |
Model 306 | 0.57 | 0.12 | 0.38 | 0.46 | 0.25 | 0.49 | 0.33 |
Model 307 | 0.71 | 0.13 | 0.37 | 0.68 | 0.25 | 0.26 | 0.28 |
Model 308 | 0.67 | 0.14 | 0.36 | 0.6 | 0.24 | 0.26 | 0.29 |
Model 309 | 0.46 | 0.12 | 0.39 | 0.39 | 0.24 | 0.62 | 1.53 |
Model 310 | 0.45 | 0.13 | 0.45 | 0.39 | 0.25 | 0.63 | 1.51 |
Model 311 | 0.59 | 0.12 | 0.37 | 0.51 | 0.24 | 0.55 | 0.36 |
Model 312 | 0.7 | 0.12 | 0.39 | 0.65 | 0.24 | 0.26 | 0.27 |
Model 313 | 0.52 | 0.12 | 0.45 | 0.39 | 0.26 | 0.56 | 0.35 |
Model 314 | 0.73 | 0.13 | 0.33 | 0.71 | 0.24 | 0.26 | 0.29 |
Model 315 | 0.06 | 0.87 | 1.19 | 0.05 | 0.93 | 0.82 | 1.43 |
Model 316 | 0.59 | 0.13 | 0.36 | 0.51 | 0.24 | 0.55 | 0.37 |
Model 317 | 0.56 | 0.12 | 0.38 | 0.47 | 0.24 | 0.61 | 0.37 |
nuscenes-a-multimodal-dataset-for-autonomous | 0.449 | - | - | - | - | - | - |
Model 319 | 0.42 | 0.38 | 0.55 | 0.35 | 0.25 | 0.38 | 1.0 |
Model 320 | 0.71 | 0.13 | 0.32 | 0.65 | 0.23 | 0.25 | 0.25 |
Model 321 | 0.66 | 0.12 | 0.37 | 0.57 | 0.24 | 0.25 | 0.27 |
Model 322 | 0.74 | 0.13 | 0.32 | 0.72 | 0.24 | 0.26 | 0.26 |
Model 323 | 0.39 | 0.41 | 1.17 | 0.38 | 0.27 | 0.37 | 1.0 |
Model 324 | 0.46 | 0.14 | 0.44 | 0.38 | 0.26 | 0.58 | 0.91 |
Model 325 | 0.72 | 0.13 | 0.33 | 0.69 | 0.24 | 0.26 | 0.23 |
cylinder3d-an-effective-3d-framework-for | 0.59 | 0.24 | 0.44 | 0.49 | 0.24 | 0.33 | 0.27 |
Model 327 | 0.66 | 0.13 | 0.38 | 0.59 | 0.24 | 0.27 | 0.33 |
Model 328 | 0.58 | 0.12 | 0.36 | 0.49 | 0.24 | 0.56 | 0.34 |
Model 329 | 0.54 | 0.13 | 0.39 | 0.46 | 0.25 | 0.61 | 0.48 |
Model 330 | 0.59 | 0.13 | 0.44 | 0.47 | 0.25 | 0.32 | 0.3 |
Model 331 | 0.44 | 0.12 | 0.4 | 0.36 | 0.26 | 0.67 | 1.59 |
Model 332 | 0.66 | 0.13 | 0.34 | 0.61 | 0.25 | 0.4 | 0.32 |
Model 333 | 0.7 | 0.12 | 0.32 | 0.64 | 0.24 | 0.26 | 0.21 |
Model 334 | 0.53 | 0.13 | 0.4 | 0.41 | 0.25 | 0.56 | 0.43 |
Model 335 | 0.07 | 1.0 | 0.83 | 0.02 | 0.61 | 1.06 | 1.51 |
Model 336 | 0.25 | 1.0 | 0.84 | 0.28 | 0.29 | 0.76 | 1.63 |
Model 337 | 0.54 | 0.13 | 0.42 | 0.45 | 0.26 | 0.59 | 0.46 |
Model 338 | 0.61 | 0.13 | 0.37 | 0.5 | 0.25 | 0.31 | 0.33 |
Model 339 | 0.51 | 0.14 | 0.49 | 0.33 | 0.25 | 0.39 | 0.31 |
Model 340 | 0.6 | 0.13 | 0.4 | 0.5 | 0.25 | 0.45 | 0.32 |
Model 341 | 0.47 | 0.21 | 0.39 | 0.43 | 0.25 | 0.62 | 1.12 |
epro-pnp-generalized-end-to-end-probabilistic-1 | 0.49 | 0.123 | 0.302 | 0.423 | 0.236 | 0.547 | 1.071 |
Model 343 | 0.55 | 0.11 | 0.43 | 0.42 | 0.25 | 0.52 | 0.29 |
Model 344 | 0.58 | 0.12 | 0.37 | 0.48 | 0.25 | 0.53 | 0.36 |
Model 345 | 0.74 | 0.13 | 0.34 | 0.72 | 0.24 | 0.25 | 0.27 |
Model 346 | 0.5 | 0.13 | 0.38 | 0.44 | 0.25 | 0.59 | 0.81 |
Model 347 | 0.55 | 0.12 | 1.53 | 0.57 | 0.72 | 0.26 | 0.27 |
Model 348 | 0.48 | 0.12 | 0.37 | 0.42 | 0.25 | 0.57 | 1.01 |
Model 349 | 0.12 | 0.63 | 1.29 | 0.06 | 0.79 | 0.63 | 1.34 |
Model 350 | 0.76 | 0.13 | 0.32 | 0.74 | 0.23 | 0.24 | 0.22 |
Model 351 | 0.67 | 0.12 | 0.31 | 0.58 | 0.26 | 0.26 | 0.23 |
Model 352 | 0.69 | 0.13 | 0.36 | 0.63 | 0.24 | 0.26 | 0.27 |
Model 353 | 0.65 | 0.13 | 0.43 | 0.58 | 0.25 | 0.28 | 0.31 |
Model 354 | 0.73 | 0.14 | 0.31 | 0.7 | 0.23 | 0.24 | 0.23 |
hvdetfusion-a-simple-and-robust-camera-radar | 0.674 | - | - | - | - | - | - |
Model 356 | 0.64 | 0.12 | 0.36 | 0.56 | 0.24 | 0.47 | 0.21 |
Model 357 | 0.58 | 0.13 | 0.43 | 0.45 | 0.25 | 0.32 | 0.33 |
unleashing-hydra-hybrid-fusion-depth | 0.64 | 0.12 | 0.42 | 0.57 | 0.25 | 0.40 | 0.25 |
Model 359 | 0.32 | 0.49 | 0.84 | 0.27 | 0.33 | 0.51 | 1.74 |
Model 360 | 0.53 | 0.13 | 0.38 | 0.45 | 0.26 | 0.52 | 0.63 |
Model 361 | 0.73 | 0.15 | 0.36 | 0.7 | 0.23 | 0.25 | 0.24 |
Model 362 | 0.33 | 0.61 | 0.66 | 0.3 | 0.26 | 0.71 | 1.71 |
Model 363 | 0.54 | 0.14 | 0.4 | 0.44 | 0.26 | 0.63 | 0.43 |
Model 364 | 0.47 | 0.12 | 0.37 | 0.41 | 0.24 | 0.57 | 1.63 |
centerfusion-center-based-radar-and-camera | 0.449 | - | - | 0.326 | - | - | - |
Model 366 | 0.73 | 0.13 | 0.32 | 0.68 | 0.23 | 0.24 | 0.23 |
Model 367 | 0.71 | 0.12 | 0.38 | 0.67 | 0.25 | 0.27 | 0.21 |
focalformer3d-focusing-on-hard-instance-for | 0.74 | 0.13 | 0.32 | 0.71 | 0.24 | 0.24 | 0.20 |
Model 369 | 0.55 | 0.13 | 0.44 | 0.42 | 0.25 | 0.42 | 0.32 |
Model 370 | 0.58 | 0.12 | 0.36 | 0.48 | 0.25 | 0.55 | 0.32 |
Model 371 | 0.7 | 0.13 | 0.34 | 0.66 | 0.24 | 0.25 | 0.28 |
Model 372 | 0.73 | 0.13 | 0.36 | 0.71 | 0.24 | 0.25 | 0.25 |