LicheePi 4A Model Inference Guide
note
Source: yuque
Example List
| Task | Model | Programming Interface | Hardware Unit | Execution Method |
|---|---|---|---|---|
| Image Classification | alexnet | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | resnet50 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | mobilenetv1 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | mobilenetv2 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | inceptionv1 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | inceptionv3 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | inceptionv4 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | xception | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | vgg16 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | squeezenet v1 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | densenet121 | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | shufflenet | C/C++ | C910v | Offline Compilation |
| Image Classification | efficientnet | C/C++ | C910v + NPU | Offline Compilation |
| Image Classification | swin-transformer | Python | C910v | Offline Compilation |
| Image Classification | mobileVit | Python | C910v | Offline Compilation |
| Object Detection | YOLOv5 | Python | C910v + NPU | Offline Compilation |
| Object Detection | YOLOX | Python | C910v | onnxruntime |
| Reading Comprehension | bert | Python | C910v | Offline Compilation |
| Pose Estimation | RTMPose | Python | C910v | onnxruntime |
| Pose Estimation | RTMPose | Python | C910v + NPU | Offline Compilation + onnxruntime |
| Pose Estimation | RTMPose | Python | C910v + NPU | Offline Compilation |