Reimplentment of RetinaFace with modification!
- pytorch
- tvm
Impelmentation | Easy-Set | Medium-Set | Hard-Set | Speed | Test-Method(short side 1600) | Params | FLOPs (640*640) |
---|---|---|---|---|---|---|---|
res18 | - | - | - | - | single-scale | - | |
modified_mnasnet | 0.8495 | 0.8339 | 0.7531 | - | single-scale | 325.38k | 386.57MMac |
modified_mnasnet | 0.8649 | 0.8436 | 0.7139 | single-scale | 325.38k | 386.57MMac | |
mobilenet0.25 | - | - | - | - | single-scale | 427.22k | 1.02G |
Note: I test the forward speed with converted tvm model using mac i7 cpu.
- Wider Face accuracy testing
- AFLW accuracy testing
- Inference on TVM