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Waymo

Benchmarks

Task NameDataset NameSOTA ResultTrend
Appearance ReconstructionWaymo 8 scenes
PSNR28.45
54
Monocular 3D DetectionWaymo (val)
AP3D (All)17.54
48
Novel View SynthesisWaymo
PSNR35.7
41
3D Object DetectionWaymo (val)
Vehicle L2 AP70.9
38
3D Object DetectionWaymo LEVEL 2
AP H3D Overall65.54
32
3D Semantic SegmentationWaymo
mIoU (1% bins)54.83
30
Pose EstimationWaymo
ATE (m)0.425
22
Image ReconstructionWaymo
PSNR38.1
22
TrackingWaymo
ATE RMSE (m)0.51
21
3D ReconstructionWaymo
Accuracy55.3
21
Single-view metric depth estimationWaymo
Abs Rel0.048
20
Inversion attackWaymo (test)
CD0.038
20
3D Object DetectionWaymo to KITTI (val)
AP BEV95.54
20
Scene Flow EstimationWaymo Open Dataset (val)
EPE (3-way) Mean (m)0.0138
20
3D ReconstructionWaymo
ATE (m)0.46
19
Outdoor Semantic SegmentationWaymo (val)
mIoU72.9
18
Open-loop planningWaymo
L2 Error (1s)0.21
16
3D Object DetectionWaymo Vehicle, Level 1 (val)
AP3D (All)13.53
16
Novel Trajectory View SynthesisWaymo Lane Change
NTA IoU0.558
16
Novel View SynthesisWaymo
FID16.95
15
Pointmap EstimationWaymo (test)
AbsRel0.083
15
3D Multi-Object TrackingWaymo (test)
MOTA75.05
15
Depth CompletionWaymo from KITTI
MAE (mm)466.44
15
Trajectory ForecastingWaymo (test)
Soft mAP50.18
14
Semantic SegmentationWaymo
mIoU0.763
14
Showing 25 of 172 rows