OpenCodePapers

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

Object Detection3D Object Detection
Dataset Link
Results over time
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Leaderboard
PaperCodeAPModelNameReleaseDate
[]()91.90 %TRTConv
GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation✓ Link91.67%GLENet-VR2022-07-06
SE-SSD: Self-Ensembling Single-Stage Object Detector From Point Cloud✓ Link91.49%SE-SSD2021-04-20
Accurate 3D Object Detection using Energy-Based Models✓ Link91.05%SA-SSD+EBM2020-12-08
3D Dual-Fusion: Dual-Domain Dual-Query Camera-LiDAR Fusion for 3D Object Detection✓ Link91.01%3D Dual-Fusion2022-11-24
SPG: Unsupervised Domain Adaptation for 3D Object Detection via Semantic Point Generation90.5%SPG2021-08-15
M3DeTR: Multi-representation, Multi-scale, Mutual-relation 3D Object Detection with Transformers✓ Link90.28%M3DeTR2021-04-24
PV-RCNN: Point-Voxel Feature Set Abstraction for 3D Object Detection✓ Link90.25%PV-RCNN2019-12-31
PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection✓ Link90.14%PV-RCNN++2021-01-31
CIA-SSD: Confident IoU-Aware Single-Stage Object Detector From Point Cloud✓ Link89.59%CIA-SSD2020-12-05
PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection89.13%PC-RGNN2020-12-18
Joint 3D Instance Segmentation and Object Detection for Autonomous Driving87.74%Joint2020-06-01
SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds87.33%SVGA-Net2020-06-07
Multi-Task Multi-Sensor Fusion for 3D Object Detection86.81%UberATG-MMF2020-12-22
STD: Sparse-to-Dense 3D Object Detector for Point Cloud86.61%STD2019-07-22
PointRGCN: Graph Convolution Networks for 3D Vehicles Detection Refinement85.97%PointRGCN2019-11-27
Frustum ConvNet: Sliding Frustums to Aggregate Local Point-Wise Features for Amodal 3D Object Detection✓ Link85.88%F-ConvNet2019-03-05
A General Pipeline for 3D Detection of Vehicles84.33%PC-CNN-V22018-02-12
PointRCNN: 3D Object Proposal Generation and Detection from Point Cloud✓ Link84.32%PointRCNN2018-12-11
RoarNet: A Robust 3D Object Detection based on RegiOn Approximation Refinement83.71%RoarNet2018-11-09
Joint 3D Proposal Generation and Object Detection from View Aggregation✓ Link81.94%AVOD + Feature Pyramid2017-12-06
Frustum PointNets for 3D Object Detection from RGB-D Data✓ Link81.2%Frustum PointNets2017-11-22
IPOD: Intensive Point-based Object Detector for Point Cloud79.75%IPOD2018-12-13
PointPillars: Fast Encoders for Object Detection from Point Clouds✓ Link79.05%PointPillars2018-12-14
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection✓ Link77.47%VoxelNet2017-11-17
Probabilistic and Geometric Depth: Detecting Objects in Perspective✓ Link19.05%PGD2021-07-29