quant.ai is an AI-oriented quantitative investment platform, which aims to realize the potential, empower AI technologies in quantitative investment.
quant.ai = 智能交易策略 + 回测系统 + 自动化交易 (+ 可视化分析工具)
Results and models are available in the model zoo.
Backbones | Heads | Features |
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3D Object Detection | Monocular 3D Object Detection | Multi-modal 3D Object Detection | 3D Semantic Segmentation |
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ResNet | PointNet++ | SECOND | DGCNN | RegNetX | DLA | MinkResNet | |
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SECOND | ✗ | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ |
PointPillars | ✗ | ✗ | ✓ | ✗ | ✓ | ✗ | ✗ |
FreeAnchor | ✗ | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ |
VoteNet | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
H3DNet | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
3DSSD | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
Part-A2 | ✗ | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ |
MVXNet | ✓ | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ |
CenterPoint | ✗ | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ |
SSN | ✗ | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ |
ImVoteNet | ✓ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
FCOS3D | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
PointNet++ | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
Group-Free-3D | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
ImVoxelNet | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
PAConv | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ |
DGCNN | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ | ✗ |
SMOKE | ✗ | ✗ | ✗ | ✗ | ✗ | ✓ | ✗ |
PGD | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
MonoFlex | ✗ | ✗ | ✗ | ✗ | ✗ | ✓ | ✗ |
SA-SSD | ✗ | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ |
FCAF3D | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✓ |
Note: All the about 300+ models, methods of 40+ papers in 2D detection supported by MMDetection can be trained or used in this codebase.
We appreciate all contributions to improve MMDetection3D. Please refer to CONTRIBUTING.md for the contributing guideline.