diff --git a/README.md b/README.md
index 0cc36e3..38ff132 100644
--- a/README.md
+++ b/README.md
@@ -51,7 +51,7 @@ docker run \
         -o /files_from_ocr \
         -l <languagecode>
 ```
-The specified below `sfb1288inf/ocr:latest` are described in the OCR arguments part.
+The specified below `sfb1288inf/ocr:latest` are described in the [OCR arguments](#ocr-arguments) part.
 
 4. Check your results in the `/<mydatalocation>/files_from_ocr` directory.
 
@@ -83,7 +83,7 @@ kept.
 * default = min(4, multiprocessing.cpu_count())
 * required = False
 
-`--skip-binarization`
+`--skip-binarisation`
 * Used to skip binarization with ocropus. If skipped, only the tesseract
 binarization is used.
 * default = False
@@ -101,7 +101,7 @@ docker run \
         -l eng \
         --keep_intermediates \
         --nCores 8 \
-        --skip-binarization
+        --skip-binarisation
 ```
 
 # Additional language models for OCR