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9.22k
16k > Object Detection > 3D Object Detection
KITTI Pedestrians Easy
SVGA-Net
https://arxiv.org/abs/2006.04043v2
AP
55.21%
16k > Object Detection > 3D Object Detection
KITTI Pedestrians Easy
STD
https://arxiv.org/abs/1907.10471v1
AP
53.08%
16k > Object Detection > 3D Object Detection
KITTI Pedestrians Easy
F-ConvNet
https://arxiv.org/abs/1903.01864v2
AP
52.37%
16k > Object Detection > 3D Object Detection
KITTI Pedestrians Easy
Frustrum-PointPillars
https://ieeexplore.ieee.org/document/9607424
AP
51.22 %
16k > Object Detection > 3D Object Detection
KITTI Pedestrians Easy
Frustum PointNets
http://arxiv.org/abs/1711.08488v2
AP
51.21%
16k > Object Detection > 3D Object Detection
KITTI Pedestrians Easy
AVOD + Feature Pyramid
http://arxiv.org/abs/1712.02294v4
AP
50.8%
16k > Object Detection > 3D Object Detection
KITTI Pedestrians Easy
M3DeTR
https://arxiv.org/abs/2104.11896v3
AP
47.05%
16k > Object Detection > 3D Object Detection
KITTI Pedestrians Easy
VoxelNet
http://arxiv.org/abs/1711.06396v1
AP
39.48%
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
LION
https://arxiv.org/abs/2407.18232v1
NDS
73.9
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
LION
https://arxiv.org/abs/2407.18232v1
mAP
69.8
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
LION
https://arxiv.org/abs/2407.18232v1
NDS (val)
72.1
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
LION
https://arxiv.org/abs/2407.18232v1
mAP (val)
68.0
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
DSVT
https://arxiv.org/abs/2301.06051v2
NDS
72.7
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
DSVT
https://arxiv.org/abs/2301.06051v2
mAP
68.4
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
DSVT
https://arxiv.org/abs/2301.06051v2
NDS (val)
71.1
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
DSVT
https://arxiv.org/abs/2301.06051v2
mAP (val)
66.4
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
PillarNet
https://arxiv.org/abs/2205.07403v5
NDS
71.4
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
PillarNet
https://arxiv.org/abs/2205.07403v5
mAP
66.0
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
Transfusion
https://arxiv.org/abs/2203.11496v1
NDS
70.2
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
Transfusion
https://arxiv.org/abs/2203.11496v1
mAP
65.5
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
Transfusion
https://arxiv.org/abs/2203.11496v1
NDS (val)
70.1
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
Transfusion
https://arxiv.org/abs/2203.11496v1
mAP (val)
65.1
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
CenterPoint
https://arxiv.org/abs/2006.11275v2
NDS
67.3
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
CenterPoint
https://arxiv.org/abs/2006.11275v2
mAP
60.3
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
CenterPoint
https://arxiv.org/abs/2006.11275v2
NDS (val)
66.8
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
CenterPoint
https://arxiv.org/abs/2006.11275v2
mAP (val)
59.6
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
CBGS
https://arxiv.org/abs/1908.09492v1
NDS
63.3
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
CBGS
https://arxiv.org/abs/1908.09492v1
mAP
52.8
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
CBGS
https://arxiv.org/abs/1908.09492v1
NDS (val)
62.3
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
CBGS
https://arxiv.org/abs/1908.09492v1
mAP (val)
50.6
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
PointPillar
https://arxiv.org/abs/1812.05784v2
NDS
45.3
16k > Object Detection > 3D Object Detection
nuScenes LiDAR only
PointPillar
https://arxiv.org/abs/1812.05784v2
mAP
30.5
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Point-GCC+TR3D+FF
https://arxiv.org/abs/2305.19623v2
mAP@0.25
69.7
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Point-GCC+TR3D+FF
https://arxiv.org/abs/2305.19623v2
mAP@0.5
54.0
16k > Object Detection > 3D Object Detection
SUN-RGBD val
TR3D+FF
https://arxiv.org/abs/2302.02858v3
mAP@0.25
69.4
16k > Object Detection > 3D Object Detection
SUN-RGBD val
TR3D+FF
https://arxiv.org/abs/2302.02858v3
mAP@0.5
53.4
16k > Object Detection > 3D Object Detection
SUN-RGBD val
DEST (based on V-DETR) (TTA)
https://arxiv.org/abs/2503.14493v1
mAP@0.25
69.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
DEST (based on V-DETR) (TTA)
https://arxiv.org/abs/2503.14493v1
mAP@0.5
52.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
V-DETR
https://arxiv.org/abs/2308.04409v1
mAP@0.25
68.0
16k > Object Detection > 3D Object Detection
SUN-RGBD val
V-DETR
https://arxiv.org/abs/2308.04409v1
mAP@0.5
51.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Point-GCC+TR3D
https://arxiv.org/abs/2305.19623v2
mAP@0.25
67.7
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Point-GCC+TR3D
https://arxiv.org/abs/2305.19623v2
mAP@0.5
51.0
16k > Object Detection > 3D Object Detection
SUN-RGBD val
DeMF
https://arxiv.org/abs/2207.10589v1
mAP@0.25
67.4
16k > Object Detection > 3D Object Detection
SUN-RGBD val
DeMF
https://arxiv.org/abs/2207.10589v1
mAP@0.5
51.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
TR3D (Geo only)
https://arxiv.org/abs/2302.02858v3
mAP@0.25
67.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
TR3D (Geo only)
https://arxiv.org/abs/2302.02858v3
mAP@0.5
50.4
16k > Object Detection > 3D Object Detection
SUN-RGBD val
CAGroup3D(Geo only)
https://arxiv.org/abs/2210.04264v1
mAP@0.25
66.8
16k > Object Detection > 3D Object Detection
SUN-RGBD val
CAGroup3D(Geo only)
https://arxiv.org/abs/2210.04264v1
mAP@0.5
50.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
OctFormer
https://arxiv.org/abs/2305.03045v2
mAP@0.25
66.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
OctFormer
https://arxiv.org/abs/2305.03045v2
mAP@0.5
50.6
16k > Object Detection > 3D Object Detection
SUN-RGBD val
SPGroup3D(Geo only)
https://arxiv.org/abs/2312.13641v1
mAP@0.25
65.4
16k > Object Detection > 3D Object Detection
SUN-RGBD val
SPGroup3D(Geo only)
https://arxiv.org/abs/2312.13641v1
mAP@0.5
47.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
DEST (based on GroupFree3D)
https://arxiv.org/abs/2503.14493v1
mAP@0.25
65.3
16k > Object Detection > 3D Object Detection
SUN-RGBD val
DEST (based on GroupFree3D)
https://arxiv.org/abs/2503.14493v1
mAP@0.5
48.4
16k > Object Detection > 3D Object Detection
SUN-RGBD val
TokenFusion
https://arxiv.org/abs/2204.08721v2
mAP@0.25
64.9
16k > Object Detection > 3D Object Detection
SUN-RGBD val
TokenFusion
https://arxiv.org/abs/2204.08721v2
mAP@0.5
48.3
16k > Object Detection > 3D Object Detection
SUN-RGBD val
RepSurf-U
https://arxiv.org/abs/2205.05740v2
mAP@0.25
64.9
16k > Object Detection > 3D Object Detection
SUN-RGBD val
RepSurf-U
https://arxiv.org/abs/2205.05740v2
mAP@0.5
47.7
16k > Object Detection > 3D Object Detection
SUN-RGBD val
FCAF3D (Geo only)
https://arxiv.org/abs/2112.00322v2
mAP@0.25
64.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
FCAF3D (Geo only)
https://arxiv.org/abs/2112.00322v2
mAP@0.5
48.9
16k > Object Detection > 3D Object Detection
SUN-RGBD val
RBGNet(Geo only)
https://arxiv.org/abs/2204.02251v1
mAP@0.25
64.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
RBGNet(Geo only)
https://arxiv.org/abs/2204.02251v1
mAP@0.5
47.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
LCPFormer
https://arxiv.org/abs/2210.12755v2
mAP@0.25
63.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
LCPFormer
https://arxiv.org/abs/2210.12755v2
mAP@0.5
46.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
GroupFree3D(Geo only)
https://arxiv.org/abs/2104.00678v2
mAP@0.25
63.0
16k > Object Detection > 3D Object Detection
SUN-RGBD val
GroupFree3D(Geo only)
https://arxiv.org/abs/2104.00678v2
mAP@0.5
45.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
HGNet (Geo only)
http://openaccess.thecvf.com/content_CVPR_2020/html/Chen_A_Hierarchical_Graph_Network_for_3D_Object_Detection_on_Point_CVPR_2020_paper.html
mAP@0.25
61.6
16k > Object Detection > 3D Object Detection
SUN-RGBD val
BRNet(Geo only)
https://arxiv.org/abs/2104.06114v2
mAP@0.25
61.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
BRNet(Geo only)
https://arxiv.org/abs/2104.06114v2
mAP@0.5
43.7
16k > Object Detection > 3D Object Detection
SUN-RGBD val
VoteNet (PC-FractalDB)
http://openaccess.thecvf.com//content/CVPR2022/html/Yamada_Point_Cloud_Pre-Training_With_Natural_3D_Structures_CVPR_2022_paper.html
mAP@0.25
60.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
VoteNet (PC-FractalDB)
http://openaccess.thecvf.com//content/CVPR2022/html/Yamada_Point_Cloud_Pre-Training_With_Natural_3D_Structures_CVPR_2022_paper.html
mAP@0.5
35.2
16k > Object Detection > 3D Object Detection
SUN-RGBD val
H3DNet
https://arxiv.org/abs/2006.05682v3
mAP@0.25
60.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
H3DNet
https://arxiv.org/abs/2006.05682v3
mAP@0.5
39.0
16k > Object Detection > 3D Object Detection
SUN-RGBD val
VoteNet (Geo only)
https://arxiv.org/abs/1904.09664v2
mAP@0.25
59.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
VoteNet (Geo only)
https://arxiv.org/abs/1904.09664v2
mAP@0.5
35.8
16k > Object Detection > 3D Object Detection
SUN-RGBD val
3DETR-m
https://arxiv.org/abs/2109.08141v1
mAP@0.25
59.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
3DETR-m
https://arxiv.org/abs/2109.08141v1
mAP@0.5
32.7
16k > Object Detection > 3D Object Detection
SUN-RGBD val
COG+surface+context
https://arxiv.org/abs/1906.04725v1
mAP@0.25
54.3
16k > Object Detection > 3D Object Detection
SUN-RGBD val
F-PointNet
http://arxiv.org/abs/1711.08488v2
mAP@0.25
54.0
16k > Object Detection > 3D Object Detection
SUN-RGBD val
F-PointNet
http://arxiv.org/abs/1711.08488v2
Inference Speed (s)
0.12
16k > Object Detection > 3D Object Detection
SUN-RGBD val
COG+surface
http://openaccess.thecvf.com/content_cvpr_2018/html/Ren_3D_Object_Detection_CVPR_2018_paper.html
mAP@0.25
51.0
16k > Object Detection > 3D Object Detection
SUN-RGBD val
COG
http://openaccess.thecvf.com/content_cvpr_2016/html/Ren_Three-Dimensional_Object_Detection_CVPR_2016_paper.html
mAP@0.25
47.6
16k > Object Detection > 3D Object Detection
SUN-RGBD val
2D-driven
http://openaccess.thecvf.com/content_iccv_2017/html/Lahoud_2D-Driven_3D_Object_ICCV_2017_paper.html
mAP@0.25
45.1
16k > Object Detection > 3D Object Detection
SUN-RGBD val
2D-driven
http://openaccess.thecvf.com/content_iccv_2017/html/Lahoud_2D-Driven_3D_Object_ICCV_2017_paper.html
Inference Speed (s)
4.15
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Frustum VoxNet v2 (FPN + 3D ResNetFCN6 V2)
https://www.mdpi.com/1424-8220/21/4/1213/htm
mAP@0.25
45.0
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Frustum VoxNet v2 (FPN + 3D ResNetFCN6 V2)
https://www.mdpi.com/1424-8220/21/4/1213/htm
Inference Speed (s)
0.24
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Frustum VoxNet (+3D ResNetFCN6)
https://arxiv.org/abs/1910.05483v3
mAP@0.25
37.7
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Frustum VoxNet (+3D ResNetFCN6)
https://arxiv.org/abs/1910.05483v3
Inference Speed (s)
0.16
16k > Object Detection > 3D Object Detection
SUN-RGBD val
Frustum VoxNet (YOLO v3+3D ResNetFCN6)
https://arxiv.org/abs/1910.05483v3
Inference Speed (s)
0.048
16k > Object Detection > 3D Object Detection
SUN-RGBD val
DSS
http://arxiv.org/abs/1511.02300v2
Inference Speed (s)
19.55
16k > Object Detection > 3D Object Detection
waymo all_ns
CenterPoint
https://arxiv.org/abs/2006.11275v2
APH/L2
71.93
16k > Object Detection > 3D Object Detection
waymo all_ns
PV-RCNN
https://arxiv.org/abs/1912.13192v2
APH/L2
71.52
16k > Object Detection > 3D Object Detection
KITTI Cars Easy
TRTConv
null
AP
91.90 %
16k > Object Detection > 3D Object Detection
KITTI Cars Easy
GLENet-VR
https://arxiv.org/abs/2207.02466v5
AP
91.67%
16k > Object Detection > 3D Object Detection
KITTI Cars Easy
SE-SSD
https://arxiv.org/abs/2104.09804v1
AP
91.49%
16k > Object Detection > 3D Object Detection
KITTI Cars Easy
SA-SSD+EBM
https://arxiv.org/abs/2012.04634v2
AP
91.05%
16k > Object Detection > 3D Object Detection
KITTI Cars Easy
3D Dual-Fusion
https://arxiv.org/abs/2211.13529v2
AP
91.01%
16k > Object Detection > 3D Object Detection
KITTI Cars Easy
SPG
https://arxiv.org/abs/2108.06709v1
AP
90.5%
16k > Object Detection > 3D Object Detection
KITTI Cars Easy
M3DeTR
https://arxiv.org/abs/2104.11896v3
AP
90.28%
16k > Object Detection > 3D Object Detection
KITTI Cars Easy
PV-RCNN
https://arxiv.org/abs/1912.13192v2
AP
90.25%