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Vehicle Pose Estimation On Kitti Cars Hard

Métriques

Average Orientation Similarity

Résultats

Résultats de performance de divers modèles sur ce benchmark

Paper Title
Ego-Net (Monocular RGB only)80.96Exploring intermediate representation for monocular vehicle pose estimation
Deep-Manta80.39Deep MANTA: A Coarse-to-fine Many-Task Network for joint 2D and 3D vehicle analysis from monocular image
3D R-CNN80.073D-RCNN: Instance-Level 3D Object Reconstruction via Render-and-Compare
SubCNN78.68Subcategory-aware Convolutional Neural Networks for Object Proposals and Detection
DSGN (Stereo)78.27DSGN: Deep Stereo Geometry Network for 3D Object Detection
RTM-3D77.18RTM3D: Real-time Monocular 3D Detection from Object Keypoints for Autonomous Driving
FQNet76.85Deep Fitting Degree Scoring Network for Monocular 3D Object Detection
Mono3D76.84Monocular 3D Object Detection for Autonomous Driving
Deep3DBoX76.763D Bounding Box Estimation Using Deep Learning and Geometry
3DOP76.523D Object Proposals for Accurate Object Class Detection
MonoPair76.45MonoPair: Monocular 3D Object Detection Using Pairwise Spatial Relationships
ML-Fusion76.37Multi-Level Fusion Based 3D Object Detection From Monocular Images
MonoPSR72.26Monocular 3D Object Detection Leveraging Accurate Proposals and Shape Reconstruction
Disp-RCNN (Stereo)67.16Disp R-CNN: Stereo 3D Object Detection via Shape Prior Guided Instance Disparity Estimation
M3D-RPN67.08M3D-RPN: Monocular 3D Region Proposal Network for Object Detection
RAR-Net66.90Reinforced Axial Refinement Network for Monocular 3D Object Detection
D4LCN63.98Learning Depth-Guided Convolutions for Monocular 3D Object Detection
GS3D61.85GS3D: An Efficient 3D Object Detection Framework for Autonomous Driving
Kinematic3D34.81Kinematic 3D Object Detection in Monocular Video
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Vehicle Pose Estimation On Kitti Cars Hard | SOTA | HyperAI