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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
3D Object DetectionWaymo (val)
Vehicle L2 AP70.9
38
3D Object DetectionWaymo LEVEL 2
AP H3D Overall65.54
32
Novel View SynthesisWaymo
PSNR35.7
28
Image ReconstructionWaymo
PSNR38.1
22
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
Outdoor Semantic SegmentationWaymo (val)
mIoU72.9
18
3D Object DetectionWaymo Vehicle, Level 1 (val)
AP3D (All)13.53
16
Novel Trajectory View SynthesisWaymo Lane Change
NTA IoU0.558
16
Pointmap EstimationWaymo (test)
AbsRel0.083
15
3D Multi-Object TrackingWaymo (test)
MOTA75.05
15
Depth CompletionWaymo from KITTI
MAE (mm)466.44
15
Semantic SegmentationWaymo
mIoU0.763
14
Appearance RenderingWaymo
PSNR29.24
14
New View SynthesisWaymo (val)
PSNR (dB)26.32
14
Monocular 3D Object DetectionWaymo Level 1 (val)
AP3D (All)17.54
14
Pose EstimationWaymo
ATE (m)1.28
13
Depth ReconstructionWaymo (Interp)
MedL20.003
13
Novel View SynthesisWaymo (Interp)
PSNR30.15
12
3D scene restorationWaymo (3999 scenes)
CD0.0374
12
Closed-loop Autonomous Driving EvaluationWaymo
False Detections0
12
Trajectory PredictionWaymo (test)
Cut-In5.1392
12
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