RFConv

Rectified Convolution

Pretrained Model

model	baseline	rectified
ResNet-50	76.66	77.10
ResNet-101	78.13	78.74
ResNeXt-50_32x4d	78.17	78.48
ResNeSt-50_2s8x	78.73	79.38

Verify Models:

Prepare ImageNet dataset:

cd scripts/dataset/
# assuming you have downloaded the dataset in the current folder
python prepare_imagenet.py --download-dir ./

Test Model

# use resnest50 as an example
cd scripts/
python verify.py --model resnet50 --crop-size 224