X-Git-Url: https://www.fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=README.txt;h=75fae3e00a7c63a49d0a60aa0c8078715bede768;hb=71a84ea2658cd96726bcf4e582010c24bf2583cf;hp=cbfa44afde8c9498d45673f1a5f6837104e486b3;hpb=46071628964903cf0033d07492f7a1c506ce87d4;p=folded-ctf.git

diff --git a/README.txt b/README.txt
index cbfa44a..75fae3e 100644
--- a/README.txt
+++ b/README.txt
@@ -1,6 +1,6 @@
 
-I. INTRODUCTION
----------------
+INTRODUCTION
+------------
 
   This is the documentation for the open-source C++ implementation of
   the folded hierarchy of classifiers for cat detection described in
@@ -13,8 +13,8 @@ I. INTRODUCTION
   Contact Francois Fleuret at fleuret@idiap.ch for comments and bug
   reports.
 
-II. INSTALLATION
-----------------
+INSTALLATION
+------------
 
   If you have installed the RateMyKitten images provided on
 
@@ -28,7 +28,7 @@ II. INSTALLATION
   * Compile the source code entirely
 
   * Generate the "pool file" containing the uncompressed images
-    converted to gray levels, labeled with the ground truth.
+    converted to gray levels, labelled with the ground truth.
 
   * Run 20 rounds of training / test (ten rounds for each of HB and
     H+B detectors with different random seeds)
@@ -64,8 +64,8 @@ II. INSTALLATION
   g++, results may vary with different versions of the compiler and/or
   different levels of optimization.
 
-III. EXECUTING THE PROGRAM
---------------------------
+EXECUTING THE PROGRAM
+---------------------
 
   The main command has to be invoked with a list of parameter values,
   followed by commands to execute.
@@ -79,8 +79,8 @@ III. EXECUTING THE PROGRAM
 
     ./folding --pool-name=./something.pool open-pool train-detector write-detector
 
-IV. PARAMETERS
---------------
+PARAMETERS
+----------
 
   For every parameter below, the default value is given between
   parenthesis.
@@ -231,8 +231,8 @@ IV. PARAMETERS
 
     Should we display a progress bar during long computations.
 
-V. COMMANDS
------------
+COMMANDS
+--------
 
   * open-pool