/mxnet-quantized

mxnet GluonCV quantization binary ternary models

Primary LanguagePythonMIT LicenseMIT

mxnet-quantized

mxnet based GluonCV quantized models with binary,ternary and INT8 mode. Binary models available now!

Usage:

python score_imagenet.py --num-gpus 1 --use-rec --model mobilenet0.5 --params models/0.3443-imagenet-qmobilenet0.5-best.params --normalize-input

model-zoo

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

* GluonCV Model zoo