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SOTA Monocular 3D Object Detection benchmarks and papers with code | Wizwand
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Monocular 3D Object Detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
KITTI (test)
Mono3DV
AP3D R40 (Mod.)
19.2
44
1mo ago
KITTI car category (val)
LeAD-M3D X
AP 3D (R40)
22.94
37
1mo ago
Waymo Open Dataset 79 (val)
LeAD-M3D
AP@0.5 (3D, L1)
1,646
24
2mo ago
KITTI car category (test)
LeAD-M3D X
AP3D (Easy)
30.76
19
2mo ago
KITTI 3D (test)
MonoMAE
AP3D Easy
25.6
19
2mo ago
KITTI Car (test)
MonoLSS
AP3D R40 (Easy, IoU=0.7)
26.11
19
2mo ago
KITTI (val)
M3D-RPN
AP_R11 (Moderate)
17.06
17
1mo ago
Waymo Level 1 (val)
CaDDN
AP3D (All)
17.54
14
2mo ago
nuScenes (val)
SparseViT
mAP
32
11
2mo ago
KITTI3D car AP40 (val)
MonoPair
AP (BEV) IoU=0.7 (Easy)
24.12
7
2mo ago
KITTI Hard (test)
PCT
AP3D
11.31
7
2mo ago
KITTI Moderate (test)
PCT
AP3D
13.37
7
2mo ago
KITTI Easy (test)
Liu et al.
AP3D
21.65
7
2mo ago
KITTI-360 (test)
MonoFlex
AP BEV @ IoU 0.3 (Easy)
69.7
7
2mo ago
KITTI-360 (val)
MonoFlex
AP BEV @0.3 (Easy)
80.47
7
2mo ago
KITTI Foggy fog density 0.1 (val)
Proposed Method
AP (Easy)
19.11
6
1mo ago
KITTI official (test)
PGD
AP3D Easy
0.1905
6
2mo ago
KITTI Cyclist official (test)
w/ gt Depth
AP40 (Easy)
79.82
3
2mo ago
KITTI Pedestrian official (test)
w/ gt Depth
AP40 (Easy)
79.82
3
2mo ago
KITTI car category R40 (test)
WeakM3D
AP BEV Easy
11.82
3
2mo ago
KITTI Cars 2 (val)
GrooMeD-NMS
AP 3D (Easy, IoU>=0.7) R40
14.72
3
2mo ago
KITTI R40 (val)
-
AP3D Easy
-
0
2mo ago
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