diff --git a/Project.toml b/Project.toml
index 4465f00..669c245 100644
--- a/Project.toml
+++ b/Project.toml
@@ -7,9 +7,9 @@ version = "0.2.6"
 ColorBlendModes = "60508b50-96e1-4007-9d6c-f475c410f16b"
 CoordinateTransformations = "150eb455-5306-5404-9cee-2592286d6298"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
+ImageCore = "a09fc81d-aa75-5fe9-8630-4744c3626534"
 ImageDraw = "4381153b-2b60-58ae-a1ba-fd683676385f"
 ImageTransformations = "02fcd773-0e25-5acc-982a-7f6622650795"
-Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
 IndirectArrays = "9b13fd28-a010-5f03-acff-a1bbcff69959"
 Interpolations = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
@@ -27,17 +27,17 @@ Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 ColorBlendModes = "0.2"
 CoordinateTransformations = "0.6"
 Distributions = "0.24, 0.25"
+ImageCore = "0.8, 0.9"
 ImageDraw = "0.2"
 ImageTransformations = "0.8"
-Images = "0.23, 0.24, 0.25"
 IndirectArrays = "0.5, 1"
 Interpolations = "0.13"
 MosaicViews = "0.2, 0.3"
-OffsetArrays = "1.6.2"
+OffsetArrays = "1"
 Parameters = "0.12"
-Rotations = "1.0"
+Rotations = "1"
 Setfield = "0.7, 0.8"
-StaticArrays = "1.0"
+StaticArrays = "1"
 julia = "1.3, 1.4, 1.5"
 
 [publish]
diff --git a/src/DataAugmentation.jl b/src/DataAugmentation.jl
index d698e6a..d2df407 100644
--- a/src/DataAugmentation.jl
+++ b/src/DataAugmentation.jl
@@ -5,8 +5,7 @@ using CoordinateTransformations
 using Distributions: Sampleable, Uniform, Categorical
 using IndirectArrays: IndirectArray
 using ImageDraw
-using Images
-using Images: Colorant, permuteddimsview
+using ImageCore
 using ImageTransformations
 using ImageTransformations: center, _center, box_extrapolation, warp!
 using Interpolations
diff --git a/src/preprocessing.jl b/src/preprocessing.jl
index 58820bc..c24e27f 100644
--- a/src/preprocessing.jl
+++ b/src/preprocessing.jl
@@ -166,7 +166,7 @@ function apply!(buf, ::ImageToTensor, image::Image; randstate = nothing)
 end
 
 function imagetotensor(image::AbstractArray{C, N}, T = Float32) where {C<:Color, N}
-    T.(permuteddimsview(_channelview(image), ((i for i in 2:N+1)..., 1)))
+    T.(PermutedDimsArray(_channelview(image), ((i for i in 2:N+1)..., 1)))
 end
 
 #=
@@ -199,7 +199,7 @@ end
 
 function tensortoimage(C::Type{<:Color}, a::AbstractArray{T, N}) where {T, N}
     perm = (N, 1:N-1...)
-    return _colorview(C, permuteddimsview(a, perm))
+    return _colorview(C, PermutedDimsArray(a, perm))
 end
 
 
diff --git a/src/visualization.jl b/src/visualization.jl
index 3b7a614..c4171f6 100644
--- a/src/visualization.jl
+++ b/src/visualization.jl
@@ -59,7 +59,7 @@ end
 function showkeypoint!(img, point::SVector{N}, C; sz = 3) where N
     I = CartesianIndex(Tuple(round.(Int, point)))
     offset = sz ÷ 2
-    Is = I-offset*one(CartesianIndex{N}):I+offset*one(CartesianIndex{N})
+    Is = I-offset*oneunit(CartesianIndex{N}):I+offset*oneunit(CartesianIndex{N})
     img[Is[[checkbounds(Bool, img, I) for I in Is]]] .= C
 end