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Monocular 3D Object Detection
벤치마크
Monocular 3D Object Detection on KITTI Cars Easy
30개 결과 ·
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AP Easy
19.17
22.27
25.36
28.46
31.55
2021-03
2026-09
CaDDN — 19.17 (2021-03-01)
CaDDN — 19.17 (2021-03-01)
CaDDN — 19.17 (2021-03-01)
CaDDN — 19.17 (2021-03-01)
CaDDN — 19.17 (2021-03-01)
CaDDN — 19.17 (2021-03-01)
DD3D — 23.22 (2021-08-13)
DD3D — 23.22 (2021-08-13)
DD3D — 23.22 (2021-08-13)
DD3D — 23.22 (2021-08-13)
DD3D — 23.22 (2021-08-13)
DD3D — 23.22 (2021-08-13)
CIE — 31.55 (2022-07-16)
CIE — 31.55 (2022-07-16)
CIE — 31.55 (2022-07-16)
CIE — 31.55 (2022-07-16)
CIE — 31.55 (2022-07-16)
CIE — 31.55 (2022-07-16)
CMKD — 28.55 (2022-11-14)
CMKD — 28.55 (2022-11-14)
CMKD — 28.55 (2022-11-14)
CMKD — 28.55 (2022-11-14)
CMKD — 28.55 (2022-11-14)
CMKD — 28.55 (2022-11-14)
MonoDGP — 26.35 (2024-10-25)
MonoDGP — 26.35 (2024-10-25)
MonoDGP — 26.35 (2024-10-25)
MonoDGP — 26.35 (2024-10-25)
MonoDGP — 26.35 (2024-10-25)
MonoDGP — 26.35 (2024-10-25)
CaDDN — 19.17 (2021-03-01)
DD3D — 23.22 (2021-08-13)
CIE — 31.55 (2022-07-16)
2021-03-01 — CaDDN: AP Easy 19.17
2021-08-13 — DD3D: AP Easy 23.22
2022-07-16 — CIE: AP Easy 31.55
Rank
Model
AP Easy
Extra Training Data
Paper
Code
Year
1
CIE
31.55
Consistency of Implicit and Explicit Features Matters for Monocular 3D Object Detection
2022
2
CMKD
28.55
✓
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection
Cc-Hy/CMKD
2022
3
MonoDGP
26.35
MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors
pufanqi23/monodgp
2024
4
DD3D
23.22
✓
Is Pseudo-Lidar needed for Monocular 3D Object detection?
tri-ml/dd3d
·
tri-ml/vedet
2021
5
CaDDN
19.17
Categorical Depth Distribution Network for Monocular 3D Object Detection
PaddlePaddle/Paddle3D
·
TRAILab/CaDDN
2021
6
CIE
31.55
Consistency of Implicit and Explicit Features Matters for Monocular 3D Object Detection
2022
7
CMKD
28.55
✓
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection
Cc-Hy/CMKD
2022
8
MonoDGP
26.35
MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors
pufanqi23/monodgp
2024
9
DD3D
23.22
✓
Is Pseudo-Lidar needed for Monocular 3D Object detection?
tri-ml/dd3d
·
tri-ml/vedet
2021
10
CaDDN
19.17
Categorical Depth Distribution Network for Monocular 3D Object Detection
PaddlePaddle/Paddle3D
·
TRAILab/CaDDN
2021
11
CIE
31.55
Consistency of Implicit and Explicit Features Matters for Monocular 3D Object Detection
2022
12
CMKD
28.55
✓
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection
Cc-Hy/CMKD
2022
13
MonoDGP
26.35
MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors
pufanqi23/monodgp
2024
14
DD3D
23.22
✓
Is Pseudo-Lidar needed for Monocular 3D Object detection?
tri-ml/dd3d
·
tri-ml/vedet
2021
15
CaDDN
19.17
Categorical Depth Distribution Network for Monocular 3D Object Detection
PaddlePaddle/Paddle3D
·
TRAILab/CaDDN
2021
16
CIE
31.55
Consistency of Implicit and Explicit Features Matters for Monocular 3D Object Detection
2022
17
CMKD
28.55
✓
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection
Cc-Hy/CMKD
2022
18
MonoDGP
26.35
MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors
pufanqi23/monodgp
2024
19
DD3D
23.22
✓
Is Pseudo-Lidar needed for Monocular 3D Object detection?
tri-ml/dd3d
·
tri-ml/vedet
2021
20
CaDDN
19.17
Categorical Depth Distribution Network for Monocular 3D Object Detection
PaddlePaddle/Paddle3D
·
TRAILab/CaDDN
2021
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