OpenCodePapers

3d-object-detection-on-kitti-cars-hard

Object Detection3D Object Detection
Dataset Link
Results over time
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Leaderboard
PaperCodeAPModelNameReleaseDate
[]()80.38 %TRTConv
3D Dual-Fusion: Dual-Domain Dual-Query Camera-LiDAR Fusion for 3D Object Detection✓ Link79.39%3D Dual-Fusion2022-11-24
GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation✓ Link78.43%GLENet-VR2022-07-06
PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection✓ Link77.15%PV-RCNN++2021-01-31
SE-SSD: Self-Ensembling Single-Stage Object Detector From Point Cloud✓ Link77.15%SE-SSD2021-04-20
Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection✓ Link77.06Voxel R-CNN2020-12-31
M3DeTR: Multi-representation, Multi-scale, Mutual-relation 3D Object Detection with Transformers✓ Link76.96%M3DeTR2021-04-24
PV-RCNN: Point-Voxel Feature Set Abstraction for 3D Object Detection✓ Link76.82%PV-RCNN2019-12-31
STD: Sparse-to-Dense 3D Object Detector for Point Cloud76.06%STD2019-07-22
PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection75.54%PC-RGNN2020-12-18
SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds74.63%SVGA-Net2020-06-07
Joint 3D Instance Segmentation and Object Detection for Autonomous Driving74.30%Joint2020-06-01
CIA-SSD: Confident IoU-Aware Single-Stage Object Detector From Point Cloud✓ Link72.87CIA-SSD2020-12-05
Accurate 3D Object Detection using Energy-Based Models✓ Link72.78%SA-SSD+EBM2020-12-08
PointRGCN: Graph Convolution Networks for 3D Vehicles Detection Refinement70.60%PointRGCN2019-11-27
Multi-Task Multi-Sensor Fusion for 3D Object Detection68.41%UberATG-MMF2020-12-22
Frustum ConvNet: Sliding Frustums to Aggregate Local Point-Wise Features for Amodal 3D Object Detection✓ Link68.08%F-ConvNet2019-03-05
PointRCNN: 3D Object Proposal Generation and Detection from Point Cloud✓ Link67.86%PointRCNN2018-12-11
Joint 3D Proposal Generation and Object Detection from View Aggregation✓ Link66.38%AVOD + Feature Pyramid2017-12-06
IPOD: Intensive Point-based Object Detector for Point Cloud66.33%IPOD2018-12-13
A General Pipeline for 3D Detection of Vehicles64.83%PC-CNN-V22018-02-12
Frustum PointNets for 3D Object Detection from RGB-D Data✓ Link62.19%Frustum PointNets2017-11-22
RoarNet: A Robust 3D Object Detection based on RegiOn Approximation Refinement59.16%RoarNet2018-11-09
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection✓ Link57.73%VoxelNet2017-11-17
Probabilistic and Geometric Depth: Detecting Objects in Perspective✓ Link9.39%PGD2021-07-29