diff --git a/.gitignore b/.gitignore
index 5035d74..3b6fdeb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,3 +10,4 @@ dist
 build
 label-grab-exe.spec
 label-grab.spec
+label-grab-win.spec
diff --git a/PyInstaller.md b/PyInstaller.md
index 7254b3d..770971e 100644
--- a/PyInstaller.md
+++ b/PyInstaller.md
@@ -4,11 +4,9 @@
 
 ## Install PyInstaller
 
-We need to install PyInstaller from an unmerged oull request which fixes an error with PySide2:
-
-<https://github.com/sjackso/pyinstaller/tree/fix_3689>
-
-Maybe it will be merged into release some day.
+```bash
+pip install pyinstaller
+```
 
 ## Build
 
@@ -26,13 +24,16 @@ pyinstaller main.py --name label-grab --add-data label_grab/resources/:label_gra
 
 Windows for some reason wants `;` instead of `:`
 ```bash
+# prepare Windows icon
+magick label_grab/resources/label-grab-icon.svg -define icon:auto-resize=64,48,32,16 -background none build/label-grab-icon.ico
 # single executable
-pyinstaller main.py --name label-grab-win --onefile --add-data "label_grab/resources/;label_grab/resources"
+pyinstaller main.py --name label-grab-win --add-data "label_grab/resources/;label_grab/resources" --icon build/label-grab-icon.ico --onefile
 # directory
-pyinstaller main.py --name label-grab-win --add-data "label_grab/resources/;label_grab/resources"
+pyinstaller main.py --name label-grab-win --add-data "label_grab/resources/;label_grab/resources" --icon build/label-grab-icon.ico
 ```
 
 ## AppImage
+For Linux, turn the directory into a single executable using [AppImage](https://appimage.org/).
 
 * Install `appimagetool` from <https://github.com/AppImage/AppImageKit/releases>.
 
diff --git a/README.md b/README.md
index 68890db..15d2728 100644
--- a/README.md
+++ b/README.md
@@ -12,8 +12,7 @@ This tool is part of the following article:
 
 [**Detecting the Unexpected via Image Resynthesis**](https://arxiv.org/abs/1904.07595)  
 *Krzysztof Lis, Krishna Nakka, Pascal Fua, Mathieu Salzmann*  
-[ArXiv](https://arxiv.org/abs/1904.07595), 2019
-
+ICCV 2019
 
 ## Demo
 
@@ -23,23 +22,25 @@ This tool is part of the following article:
 <img src="doc/label_grab_example.jpg" />
 </a>
 
-## Installation
-Install the following python modules:
-```
-pip install numpy opencv-python imageio click qtpy pyside2 qimage2ndarray
-```
+## Packaged executables
 
-It also needs Qt 5.11 or higher libraries on the system.
-On Linux, these are in the repositories.
+We provide packages make using [pyinstaller](https://www.pyinstaller.org/). 
+Running the executables below requires no installation.
 
-On Windows, they can be downloaded [here](https://www.qt.io/download-qt-installer). 
-After installation, set the environemnt variables: 
-* `QT_PLUGIN_PATH` to `Qt\5.12.1\msvc2017_64\plugins`
-* `QML2_IMPORT_PATH` to `Qt\5.12.1\msvc2017_64\qml`
+* [label-grab.AppImage](releases/download/v1.0.1/label-grab.AppImage) - Linux - AppImage:  to make it run, give the file the *executable* permission
+* [label-grab-win.exe](releases/download/v1.0.1/label-grab-win.exe) -  Windows - Single Executable: single .exe but takes some time to decompress on each start
+* [label-grab-win.7z](releases/download/v1.0.1/label-grab-win.7z) - Windows - Directory: directory with the exe and all dependencies
 
-where `Qt` is the installation directory.
 
-We plan to package all the necessary files with [pyinstaller](https://www.pyinstaller.org/).
+## Installation - from source
+Install the following python modules:
+```
+pip install numpy opencv-python imageio click qtpy pyside2 qimage2ndarray
+```
+and run
+```
+python -m label_grab --config my_config.json
+```
 
 #### Conflict with `conda` installation
 
@@ -47,17 +48,21 @@ If you have a `conda` python installation, it may happen that you have conda `qt
 These packages have an old Qt version and cause this program to crash.
 There are several ways to solve this:
 
-* Remove the packages from conda if you don't need them: `conda remove qt pyqt --force`
-
 * Create a new conda environment and install the packages from pip using the command above.
-
+* Remove the packages from conda if you don't need them: `conda remove qt pyqt --force`
 
 ## Usage
 
-Run
+Run (for source installation)
 ```
+cd path_to_cloned_repo
 python -m label_grab --config my_config.json
 ```
+or (for executable)
+```
+chmod +x label-grab.AppImage
+./label-grab.AppImage --config my_config.json
+```
 
 The config file specifies the semantic classes, for example:
 ```json