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KITTI Cars Moderate
2D Object Detection on KITTI Cars Moderate
Metric: AP75 (higher is better)
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Model name (A→Z)
#
Model
↕
AP75
▼
Augmentations
Paper
Date
↕
Code
1
DSGN++
67.37
No
DSGN++: Exploiting Visual-Spatial Relation for S...
2022-04-06
Code
2
LIGA-Stereo
64.66
No
LIGA-Stereo: Learning LiDAR Geometry Aware Repre...
2021-08-18
Code
3
CDN-DSGN
54.2
No
Wasserstein Distances for Stereo Disparity Estim...
2020-07-06
Code
4
CG-Stereo
53.58
No
Confidence Guided Stereo 3D Object Detection wit...
2020-03-11
-
5
DSGN
52.18
No
DSGN: Deep Stereo Geometry Network for 3D Object...
2020-01-10
Code
6
Disp R-CNN
45.78
No
Disp R-CNN: Stereo 3D Object Detection via Shape...
2020-04-07
Code
7
Pseudo-LiDAR++
42.43
No
Pseudo-LiDAR++: Accurate Depth for 3D Object Det...
2019-06-14
Code
8
YoLoStereo3D
41.25
No
YOLOStereo3D: A Step Back to 2D for Efficient St...
2021-03-17
Code
9
OC-Stereo
37.6
No
Object-Centric Stereo Matching for 3D Object Det...
2019-09-17
-
10
Pseudo-LiDAR
34.05
No
Pseudo-LiDAR from Visual Depth Estimation: Bridg...
2018-12-18
Code
11
Stereo R-CNN
30.23
No
Stereo R-CNN based 3D Object Detection for Auton...
2019-02-26
Code
12
TL-Net
4.37
No
Triangulation Learning Network: from Monocular t...
2019-06-04
Code
#1
DSGN++
SOTA
67.37
AP75
· 2022-04-06
DSGN++: Exploiting Visual-Spatial Relation for Stereo-based 3D Detectors
Code
#2
LIGA-Stereo
SOTA
64.66
AP75
· 2021-08-18
LIGA-Stereo: Learning LiDAR Geometry Aware Representations for Stereo-based 3D Detector
Code
#3
CDN-DSGN
SOTA
54.2
AP75
· 2020-07-06
Wasserstein Distances for Stereo Disparity Estimation
Code
#4
CG-Stereo
SOTA
53.58
AP75
· 2020-03-11
Confidence Guided Stereo 3D Object Detection with Split Depth Estimation
#5
DSGN
SOTA
52.18
AP75
· 2020-01-10
DSGN: Deep Stereo Geometry Network for 3D Object Detection
Code
#6
Disp R-CNN
45.78
AP75
· 2020-04-07
Disp R-CNN: Stereo 3D Object Detection via Shape Prior Guided Instance Disparity Estimation
Code
#7
Pseudo-LiDAR++
SOTA
42.43
AP75
· 2019-06-14
Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous Driving
Code
#8
YoLoStereo3D
41.25
AP75
· 2021-03-17
YOLOStereo3D: A Step Back to 2D for Efficient Stereo 3D Detection
Code
#9
OC-Stereo
37.6
AP75
· 2019-09-17
Object-Centric Stereo Matching for 3D Object Detection
#10
Pseudo-LiDAR
SOTA
34.05
AP75
· 2018-12-18
Pseudo-LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving
Code
#11
Stereo R-CNN
30.23
AP75
· 2019-02-26
Stereo R-CNN based 3D Object Detection for Autonomous Driving
Code
#12
TL-Net
4.37
AP75
· 2019-06-04
Triangulation Learning Network: from Monocular to Stereo 3D Object Detection
Code