diff --git a/src/layers/conv.jl b/src/layers/conv.jl
index 99fc16f2..25629895 100644
--- a/src/layers/conv.jl
+++ b/src/layers/conv.jl
@@ -83,12 +83,12 @@ DepthwiseConv(w::AbstractArray{T,N}, b::AbstractVector{T}, σ = identity;
        stride = 1, pad = 0) where {T,N} =
   DepthwiseConv(σ, w, b, expand.(sub2(Val(N)), (stride, pad))...)
 
-DepthwiseConv(k::NTuple{N,Integer}, ch::Integer, σ = identity; init = initn,
+DepthwiseConv(k::NTuple{N,Integer}, ch::Integer, σ = identity; init = glorot_uniform,
      stride = 1, pad = 0) where N =
   DepthwiseConv(param(init(k..., 1, ch)), param(zeros(ch)), σ,
        stride = stride, pad = pad)
 
-DepthwiseConv(k::NTuple{N,Integer}, ch::Pair{<:Integer,<:Integer}, σ = identity; init = initn,
+DepthwiseConv(k::NTuple{N,Integer}, ch::Pair{<:Integer,<:Integer}, σ = identity; init = glorot_uniform,
      stride::NTuple{N,Integer} = map(_->1,k),
      pad::NTuple{N,Integer} = map(_->0,k)) where N =
   DepthwiseConv(param(init(k..., ch[2], ch[1])), param(zeros(ch[2]*ch[1])), σ,