OpenCodePapers

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

Object Detection3D Object Detection
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeAPModelNameReleaseDate
IPOD: Intensive Point-based Object Detector for Point Cloud56.92%IPOD2018-12-13
SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds55.21%SVGA-Net2020-06-07
STD: Sparse-to-Dense 3D Object Detector for Point Cloud53.08%STD2019-07-22
Frustum ConvNet: Sliding Frustums to Aggregate Local Point-Wise Features for Amodal 3D Object Detection✓ Link52.37%F-ConvNet2019-03-05
Frustum-PointPillars: A Multi-Stage Approach for 3D Object Detection using RGB Camera and LiDAR✓ Link51.22 %Frustrum-PointPillars2021-10-11
Frustum PointNets for 3D Object Detection from RGB-D Data✓ Link51.21%Frustum PointNets2017-11-22
Joint 3D Proposal Generation and Object Detection from View Aggregation✓ Link50.8%AVOD + Feature Pyramid2017-12-06
M3DeTR: Multi-representation, Multi-scale, Mutual-relation 3D Object Detection with Transformers✓ Link47.05%M3DeTR2021-04-24
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection✓ Link39.48%VoxelNet2017-11-17