mxnet GluonCV quantization binary ternary models
mxnet based GluonCV quantized models with binary,ternary and INT8 mode.
Binary models available now!
python score_imagenet.py —num-gpus 1 —use-rec —model mobilenet0.5 —params models/0.3443-imagenet-qmobilenet0.5-best.params —normalize-input
| model | float top-1 * | quantized top-1 |
|---|---|---|
| resnet18_v1 ternary | 70.93 | 67.70 |
| resnet18_v1 binary | 70.93 | 67.21 |
| mobilenet0.5 int8 | 65.20 | 65.57 |