diff --git a/plugins/providers/docker/driver/compose.rb b/plugins/providers/docker/driver/compose.rb
index 92e4e2fd8..804cdad32 100644
--- a/plugins/providers/docker/driver/compose.rb
+++ b/plugins/providers/docker/driver/compose.rb
@@ -85,7 +85,19 @@ module VagrantPlugins
           image   = params.fetch(:image)
           links   = params.fetch(:links)
           ports   = Array(params[:ports])
-          volumes = Array(params[:volumes])
+          volumes = Array(params[:volumes]).map do |v|
+            v = v.to_s
+            if v.include?(":") && (Vagrant::Util::Platform.windows? || Vagrant::Util::Platform.wsl?)
+              host, guest = v.split(":", 2)
+              host = Vagrant::Util::Platform.windows_path(host)
+              # NOTE: Docker does not support UNC style paths (which also
+              # means that there's no long path support). Hopefully this
+              # will be fixed someday and the gsub below can be removed.
+              host.gsub!(/^[^A-Za-z]+/, "")
+              v = [host, guest].join(":")
+            end
+            v
+          end
           cmd     = Array(params.fetch(:cmd))
           env     = Hash[*params.fetch(:env).flatten.map(&:to_s)]
           expose  = Array(params[:expose])