diff --git a/Dockerfile b/Dockerfile
index dea47b6..dd9a73c 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -51,7 +51,6 @@ RUN curl -sSL -O https://github.com/tesseract-ocr/tessdata_best/archive/$TESSDAT
 
 
 COPY requirements.txt /tmp
-RUN pip3 install --no-cache-dir Pillow==5.4.1  # XXX Investigate why this is needed
 RUN pip3 install --no-cache-dir -r /tmp/requirements.txt
 
 COPY my_ocrd_workflow /usr/bin
diff --git a/my_ocrd_workflow b/my_ocrd_workflow
index 741b70c..d3df1d7 100755
--- a/my_ocrd_workflow
+++ b/my_ocrd_workflow
@@ -145,7 +145,6 @@ page_downgrade_to_2018() {
 
 pip3 list
 
-# FIXME We have a problem with ocrd_typegroups_classifier's Pillow dependency atm.
 #do_fontident
 #do_validate