Accel-Video-Pipe
AV Pipe :-)
Todo
-
Preprocessing
-
DNN Deployment
- LibTorch
- OpenVINO
- TVM
- ONNX
Engine Time/ms, BS=2 LibTorch 320 OpenVINO 150 TVM 600 ONNX RT 300 -
Pipelined Processing
- Multi-threading
- IPC method
-
Post Processing
Pose Pipe:
graph TD
A[PreProcessing: Normalize]-->B[CNN Model]-->C[Gaussian Mod]-->D[Max Pred]
Palm Detection
graph TD
A[PreProc: Normalize]-->B[NN Model]-->C{raw box}
B-->D{raw score}
C-->E[decode box]
D-->F[sigmoid]
E-->G[masking]
F-->G
G-->H[weighted_NMS]
Hand
graph TD
A[Video]-->B[Palm Detection Network]
B-->C[Rotation and Cropping]
C-->D[Hand Landmark Network]
D-->E[Show Results]
D-->B
A-->D