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SOTA
3D 객체 감지
3D Object Detection On Kitti Cars Hard
3D Object Detection On Kitti Cars Hard
평가 지표
AP
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
AP
Paper Title
Repository
SA-SSD+EBM
72.78%
Accurate 3D Object Detection using Energy-Based Models
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Joint
74.30%
Joint 3D Instance Segmentation and Object Detection for Autonomous Driving
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F-ConvNet
68.08%
Frustum ConvNet: Sliding Frustums to Aggregate Local Point-Wise Features for Amodal 3D Object Detection
-
3D Dual-Fusion
79.39%
3D Dual-Fusion: Dual-Domain Dual-Query Camera-LiDAR Fusion for 3D Object Detection
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PC-RGNN
75.54%
PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection
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SVGA-Net
74.63%
SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds
-
VoxelNet
57.73%
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection
-
TRTConv
80.38 %
-
-
PV-RCNN++
77.15%
PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection
-
UberATG-MMF
68.41%
Multi-Task Multi-Sensor Fusion for 3D Object Detection
-
PC-CNN-V2
64.83%
A General Pipeline for 3D Detection of Vehicles
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GLENet-VR
78.43%
GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation
-
M3DeTR
76.96%
M3DeTR: Multi-representation, Multi-scale, Mutual-relation 3D Object Detection with Transformers
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Voxel R-CNN
77.06
Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection
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PGD
9.39%
Probabilistic and Geometric Depth: Detecting Objects in Perspective
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AVOD + Feature Pyramid
66.38%
Joint 3D Proposal Generation and Object Detection from View Aggregation
-
IPOD
66.33%
IPOD: Intensive Point-based Object Detector for Point Cloud
-
Frustum PointNets
62.19%
Frustum PointNets for 3D Object Detection from RGB-D Data
-
PV-RCNN
76.82%
PV-RCNN: Point-Voxel Feature Set Abstraction for 3D Object Detection
-
STD
76.06%
STD: Sparse-to-Dense 3D Object Detector for Point Cloud
-
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