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Benchmarks
BEV Object Detection on Waymo Open Dataset Vehicles (val)
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86.1
AP L1
Pillar-based
66.964
71.932
76.9
81.868
Jun 25, 2021
AP L1
APH L2
Updated 4d ago
Evaluation Results
Method
Method
Links
AP L1
APH L2
Pillar-based
pipeline=two-stage
2021.06
86.1
-
RCN
pipeline=two-stage
2021.06
83.4
-
PV-RCNN
pipeline=two-stage
2021.06
83
67.6
PPBA-PointPillars
2021.06
81.4
72.2
PPC + EdgeConv
kernel=EdgeConv
2021.06
80.8
71.8
PPC + PointNet
kernel=PointNet
2021.06
80.5
71.6
MultiView
2021.06
80.4
-
PPC + Conv2D
kernel=Conv2D
2021.06
78.1
68.9
PointPillars
reimplemented=true
2021.06
77.2
67.6
PPC + RQ-Conv2D
kernel=RQ-Conv2D
2021.06
76.2
67.2
LaserNet
reimplemented=true
2021.06
73.1
63.9
StarNet
2021.06
67.7
60
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