@xternalz I think your avgpool https://github.com/xternalz/WideResNet-pytorch/blob/master/wideresnet.py#L81 and the original avgpool https://github.com/szagoruyko/wide-residual-networks/blob/master/pytorch/resnet.py#L56 use different strides (yours=kernelsize=8, original=1).