├── README.md ├── caffe ├── examples │ └── mpelu │ │ ├── 15layer_imagenet │ │ ├── layer15_elu_taylor_BNoScale.prototxt │ │ ├── layer15_lrelu_gauss_BNoScale_slope0.1.prototxt │ │ ├── layer15_lrelu_gauss_BNoScale_slope0.25.prototxt │ │ ├── layer15_lrelu_gauss_BNoScale_slope0.5.prototxt │ │ ├── layer15_lrelu_gauss_BNoScale_slope1.prototxt │ │ ├── layer15_mpelu_gauss_BNoScale_alpha0.25_decay1_beta1_decay1.prototxt │ │ ├── layer15_mpelu_gauss_BNoScale_alpha0_decay1_beta1_decay1.prototxt │ │ ├── layer15_mpelu_gauss_BNoScale_alpha1_decay1_beta1_decay1.prototxt │ │ ├── layer15_mpelu_taylor_BNoScale_alpha0.25_decay2_beta1_decay2.prototxt │ │ ├── layer15_mpelu_taylor_BNoScale_alpha0_decay2_beta1_decay2.prototxt │ │ ├── layer15_mpelu_taylor_BNoScale_alpha1_decay1_beta1_decay1.prototxt │ │ ├── layer15_prelu_gauss_BNoScale_alpha0.25_decay1.prototxt │ │ ├── layer15_prelu_gauss_BNoScale_alpha0_decay0.prototxt │ │ ├── layer15_prelu_gauss_BNoScale_alpha0_decay1_better_than_decay0.prototxt │ │ ├── layer15_prelu_gauss_BNoScale_alpha1_decay1.prototxt │ │ ├── layer15_prelu_msra_BNoScale_alpha0.25_decay1.prototxt │ │ ├── layer15_prelu_msra_BNoScale_alpha0_decay1.prototxt │ │ ├── layer15_prelu_msra_BNoScale_alpha1_decay1.prototxt │ │ ├── layer15_relu_gauss_BNoScale.prototxt │ │ ├── layer15_relu_msra_BNoScale.prototxt │ │ ├── solver_elu.prototxt │ │ ├── solver_lrelu.prototxt │ │ ├── solver_mpelu.prototxt │ │ ├── solver_prelu.prototxt │ │ └── solver_relu.prototxt │ │ ├── 30layer_imagenet │ │ ├── README.md │ │ ├── layer30_elu_taylor_FAN_IN_withoutBN.prototxt │ │ ├── layer30_mpelu_gauss_withoutBN.prototxt │ │ ├── layer30_mpelu_taylor_FAN_IN_withoutBN.prototxt │ │ ├── layer30_mpelu_taylor_FAN_IN_withoutBN_alpha0.25_decay1_beta1_decay1.prototxt │ │ ├── layer30_prelu_msra_FAN_IN_withoutBN.prototxt │ │ ├── layer30_relu_msra_FAN_IN_withoutBN.prototxt │ │ ├── solver_elu.prototxt │ │ ├── solver_mpelu.prototxt │ │ ├── solver_prelu.prototxt │ │ └── solver_relu.prototxt │ │ ├── 50layer_imagenet │ │ ├── README.MD │ │ ├── layer52_elu_lsuv_withoutBN.prototxt │ │ ├── layer52_elu_taylor_FAN_IN_withoutBN.prototxt │ │ ├── lsuv_init_python2.py │ │ ├── lsuv_init_python3.py │ │ └── solver_elu.prototxt │ │ └── network_in_network_cifar10 │ │ ├── README.MD │ │ ├── nin_elu_gauss.prototxt │ │ ├── nin_m2pelu_gauss.prototxt │ │ ├── nin_mpelu_gauss.prototxt │ │ ├── nin_prelu_gauss.prototxt │ │ ├── nin_relu_gauss.prototxt │ │ └── train.sh ├── include │ ├── filler.hpp │ └── layers │ │ └── m2pelu_layer.hpp └── src │ └── caffe │ ├── layers │ ├── m2pelu_layer.cpp │ └── m2pelu_layer.cu │ └── proto │ └── caffe.proto ├── examples └── mnist_mpelu.py ├── mpelu_nopre_resnet ├── models │ └── mpelu-preactivation-nopre.lua └── train.lua ├── pytorch ├── mpelu.cpp ├── mpelu.h ├── mpelu.py ├── mpelu_kernel.cu └── setup.py └── torch ├── extra ├── cunn │ └── lib │ │ └── THCUNN │ │ ├── MPELU.cu │ │ ├── SPELU.cu │ │ └── generic │ │ ├── MPELU.cu │ │ ├── SPELU.cu │ │ └── THCUNN.h └── nn │ ├── MPELU.lua │ ├── SPELU.lua 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