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SOTA
3D Object Detection
3D Object Detection On Kitti Cars Hard Val
3D Object Detection On Kitti Cars Hard Val
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AP
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이 벤치마크에서 각 모델의 성능 결과
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모델 이름
AP
Paper Title
Repository
PVCNN
63.81
Point-Voxel CNN for Efficient 3D Deep Learning
F-PointNet [Qi:2018fd]
62.56
Frustum PointNets for 3D Object Detection from RGB-D Data
MV3D
56.56
Multi-View 3D Object Detection Network for Autonomous Driving
PV-RCNN++
82.69
PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection
SVGA-Net
79.15
SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds
-
Voxel R-CNN
78.93
Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection
SA-SSD+EBM
82.23
Accurate 3D Object Detection using Energy-Based Models
PGD
16.9
Probabilistic and Geometric Depth: Detecting Objects in Perspective
M3DeTR
82.85
M3DeTR: Multi-representation, Multi-scale, Mutual-relation 3D Object Detection with Transformers
PC-RGNN
80.45
PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection
-
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