diff --git a/reference/Project.toml b/reference/Project.toml
index af7ebde..ddf33a1 100644
--- a/reference/Project.toml
+++ b/reference/Project.toml
@@ -1,5 +1,6 @@
 [deps]
 CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
+Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
 FileIO = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
 LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
 MathTeXEngine = "0a4f8689-d25c-4efe-a92b-7142dfc1aa53"
diff --git a/reference/compare.jl b/reference/compare.jl
index 9a6ce92..cebdecb 100644
--- a/reference/compare.jl
+++ b/reference/compare.jl
@@ -1,4 +1,5 @@
 using CairoMakie
+using Colors
 using FileIO
 using MathTeXEngine
 using Tar
@@ -7,7 +8,7 @@ using TOML
 
 include("references.jl")
 
-function download_refimages(tag = "refimages-v2")
+function download_refimages(tag = "refimages-v3")
     url = "https://github.com/Kolaru/MathTeXEngine.jl/releases/download/$tag/reference_images.tar"
     images_tar = joinpath(@__DIR__, "reference_images.tar")
     images = joinpath(@__DIR__, "reference_images")
@@ -37,12 +38,15 @@ function image_paths(references)
     return paths
 end
 
+n_bad_pixels(img1, img2) = count(>(0.5), image_difference(img1, img2))
+image_difference(img1, img2) = colordiff.(img1, img2) ./ 100
+
 @testset "Reference images" begin
     @info "Reference test started"
 
     @info "Downloading reference images"
     reference_images = download_refimages()
-    @inof "Reference images downloaded in $reference_images"
+    @info "Reference images downloaded in $reference_images"
     
     @info "Generating comparison images"
     comparison_images = joinpath(@__DIR__, "comparison_images")
@@ -59,22 +63,37 @@ end
     for image_path in image_paths(REFERENCES)
         @info "Comparing $image_path"
 
-        refimg = load(joinpath(reference_images, image_path))
-        img = load(joinpath(comparison_images, image_path))
+        refimg = rotr90(load(joinpath(reference_images, image_path)))
+        img = rotr90(load(joinpath(comparison_images, image_path)))
+
+        if (failed = n_bad_pixels(img, refimg) >= 10)
+            @info "Saving the reference comparison for '$image_path' (image difference $(n_bad_pixels(img, refimg)))"
+            fig = Figure(size = (3*size(img, 1), size(img, 2)))
+            Label(fig[1, 1], "Reference $(size(refimg))", tellwidth=false)
+            axref = Axis(fig[2, 1], aspect = DataAspect())
+            hidedecorations!(axref)
+            image!(axref, refimg)
+
+            Label(fig[1, 2], "Current $(size(img))", tellwidth=false)
+            axcurrent = Axis(fig[2, 2], aspect = DataAspect())
+            hidedecorations!(axcurrent)
+            image!(axcurrent, img)
 
-        if img != refimg
-            @info "Saving the reference comparison for '$image_path'."
-            fig = Figure()
-            fig[1, 1] = Label(fig, "Reference", tellwidth=false)
-            axref = fig[2, 1] = Axis(fig, aspect=DataAspect())
-            image!(axref, rotr90(refimg))
+            if size(img) == size(refimg)
+                Label(fig[1, 3], "Difference ($(n_bad_pixels(img, refimg)) bad pixels). Blue: reference. Orange: current.", tellwidth=false)
+                axdiff = Axis(fig[2, 3], aspect = DataAspect())
+                hidedecorations!(axdiff)
+                diff = Gray.(img) - Gray.(refimg)
+                overlay = RGB.(Gray.(refimg), Gray.(img)./2 .+ Gray.(refimg)./2, Gray.(img))
 
-            fig[1, 2] = Label(fig, "Current", tellwidth=false)
-            axcurrent = fig[2, 2] = Axis(fig, aspect=DataAspect())
-            image!(axcurrent, rotr90(img))
+                image!(axdiff, overlay)
+            end
 
-            save(joinpath(path, image_path), fig)
+            comparison_path = joinpath(path, image_path)
+            mkpath(dirname(comparison_path))
+            @info "Saving the reference plot at $comparison_path"
+            save(comparison_path, fig)
         end
-        @test img == refimg
+        @test !failed
     end
 end
diff --git a/reference/references.jl b/reference/references.jl
index 0a0a018..585be57 100644
--- a/reference/references.jl
+++ b/reference/references.jl
@@ -20,7 +20,7 @@ const SUPPORTED_FONTS = [
 ]
 
 function generate(destination_folder, references = REFERENCES, fonts = SUPPORTED_FONTS)
-    @info "Generating reference images in folder $destination_folder"
+    @info "Generating images in folder $destination_folder"
 
     path = mkpath(destination_folder)
     failures = Dict()