本文主要是记录地平线官方提供的可在J5芯片上部署的参考算法。
参考算法 | 数据集 | FPS |
---|---|---|
PointPillars | KITTI | 116 (双核) |
CenterPoint | Nuscenes | 98.72(双核) |
FCOS3D | Nuscenes | 589 (双核) |
GANet | CULane | 2431(双核) |
Swin Transformer | ImageNet | 133(双核) |
PETR | Nuscenes | 8.3(双核) |
bev_mt_lss | Nuscenes | 138(单核) |
bev_mt_ipm | Nuscenes | 106(单核) |
bev_mt_gkt | Nuscenes | 42(单核) |
1 PointPillars(Kitti)
算法介绍: https://developer.horizon.ai/forumDetail/118364000835765874
2 Centerpoint (Nuscenes)
算法介绍:https://developer.horizon.ai/forumDetail/163807121354434630
3 FCOS3D (Nuscenes)
算法介绍:https://developer.horizon.ai/forumDetail/146177165367615529
4 GANet (CULane)
算法介绍:https://developer.horizon.ai/forumDetail/163807121354434982
5 SwinTransformer (ImageNet)
算法介绍:https://developer.horizon.ai/forumDetail/143772473308124166
6 PETR (Nuscenes)
算法介绍: https://developer.horizon.ai/forumDetail/146177165367615527
7. BEV参考算法
- bev_mt_lss:https://developer.horizon.ai/forumDetail/143772473308124163
- bev_mt_ipm:https://developer.horizon.ai/forumDetail/118364000835765864
- bev_mt_gkt:https://developer.horizon.ai/forumDetail/118364000835765871