From b22a81297998ced8234120755899f099f52f402d Mon Sep 17 00:00:00 2001
From: Clemens Neudecker <952378+cneud@users.noreply.github.com>
Date: Thu, 5 Dec 2019 22:06:44 +0100
Subject: [PATCH 1/3] Improve README.md

---
 README.md | 23 ++++++++---------------
 1 file changed, 8 insertions(+), 15 deletions(-)

diff --git a/README.md b/README.md
index d3da05f..b9317bb 100644
--- a/README.md
+++ b/README.md
@@ -1,24 +1,17 @@
 # Textline-Recognition
 
 ***
-# Tool
-This tool does textline detection of image and throw result as xml data.
-
-# Models
-In order to run this tool you need corresponding models. You can find them here:
-
-https://file.spk-berlin.de:8443/textline_detection/
+# Introduction
+This tool performs textline detection from image data and returns the results as PAGE-XML.
 
 # Installation
 
-sudo pip install .
-
-# Usage
-
-sbb_textline_detector -i 'image file name' -o 'directory to write output xml' -m 'directory of models'
-
-
-
+`sudo pip install .`
 
+# Models
+In order to run this tool you also need trained models. You can download them here:   
+https://file.spk-berlin.de:8443/textline_detection/
 
+# Usage
 
+`sbb_textline_detector -i <image file name> -o <directory to write output xml> -m <directory of models>`

From 02388a759dbe9f05b81189ecf46a27967ff9dc80 Mon Sep 17 00:00:00 2001
From: Clemens Neudecker <952378+cneud@users.noreply.github.com>
Date: Fri, 6 Dec 2019 00:47:53 +0100
Subject: [PATCH 2/3] Update README.md

---
 README.md | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index b9317bb..162d471 100644
--- a/README.md
+++ b/README.md
@@ -1,17 +1,16 @@
 # Textline-Recognition
 
-***
-# Introduction
-This tool performs textline detection from image data and returns the results as PAGE-XML.
+## Introduction
+This tool performs textline detection from document image data and returns the results as PAGE-XML.
 
-# Installation
+## Installation
 
 `sudo pip install .`
 
-# Models
-In order to run this tool you also need trained models. You can download them here:   
+## Models
+In order to run this tool you also need trained models. You can download our pre-trained models from here:   
 https://file.spk-berlin.de:8443/textline_detection/
 
-# Usage
+## Usage
 
 `sbb_textline_detector -i <image file name> -o <directory to write output xml> -m <directory of models>`

From 5113d28e13b7be21089b9f4c5553d4e7b757bc50 Mon Sep 17 00:00:00 2001
From: Clemens Neudecker <952378+cneud@users.noreply.github.com>
Date: Fri, 6 Dec 2019 00:48:38 +0100
Subject: [PATCH 3/3] do not require sudo

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 162d471..729ab12 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ This tool performs textline detection from document image data and returns the r
 
 ## Installation
 
-`sudo pip install .`
+`pip install .`
 
 ## Models
 In order to run this tool you also need trained models. You can download our pre-trained models from here: