diff --git a/pkgs/applications/science/machine-learning/labelimg/default.nix b/pkgs/applications/science/machine-learning/labelimg/default.nix
new file mode 100644
index 000000000000..802a03bd4c7a
--- /dev/null
+++ b/pkgs/applications/science/machine-learning/labelimg/default.nix
@@ -0,0 +1,23 @@
+{ stdenv, python2Packages, fetchurl }:
+  python2Packages.buildPythonApplication rec {
+    name = "labelImg-${version}";
+    version = "1.6.0";
+    src = fetchurl {
+      url = "https://github.com/tzutalin/labelImg/archive/v${version}.tar.gz";
+      sha256 = "126kc4r7xm9170kh7snqsfkkc868m5bcnswrv7b4cq9ivlrdwbm4";
+    };
+    propagatedBuildInputs = with python2Packages; [
+      pyqt4
+      lxml
+    ];
+    preBuild = ''
+      make qt4py2
+    '';
+    meta = with stdenv.lib; {
+      description = "LabelImg is a graphical image annotation tool and label object bounding boxes in images";
+      homepage = https://github.com/tzutalin/labelImg;
+      license = licenses.mit;
+      platforms = platforms.linux;
+      maintainers = [ maintainers.cmcdragonkai ];
+    };
+  }
diff --git a/pkgs/top-level/all-packages.nix b/pkgs/top-level/all-packages.nix
index 0e07f2374482..fbb5d864e88b 100644
--- a/pkgs/top-level/all-packages.nix
+++ b/pkgs/top-level/all-packages.nix
@@ -12428,6 +12428,8 @@ with pkgs;
 
   lwan = callPackage ../servers/http/lwan { };
 
+  labelImg = callPackage ../applications/science/machine-learning/labelimg { };
+
   mailman = callPackage ../servers/mail/mailman { };
 
   mattermost = callPackage ../servers/mattermost { };