diff --git a/projects/pillow/Dockerfile b/projects/pillow/Dockerfile
index 2c2bafa98..f2c12310a 100644
--- a/projects/pillow/Dockerfile
+++ b/projects/pillow/Dockerfile
@@ -48,9 +48,10 @@ RUN apt-get install -y \
       tk8.6-dev \
       zlib1g-dev 
 RUN git clone --depth 1 https://github.com/python-pillow/Pillow
+# install extra test images for a better starting corpus
+RUN cd Pillow && depends/install_extra_test_images.sh
 
 COPY build.sh $SRC/
 COPY fuzz_* $SRC/Pillow
 
 WORKDIR $SRC/Pillow
-
diff --git a/projects/pillow/build.sh b/projects/pillow/build.sh
index c2c8181e3..19c31a696 100644
--- a/projects/pillow/build.sh
+++ b/projects/pillow/build.sh
@@ -46,4 +46,4 @@ ASAN_OPTIONS=\$ASAN_OPTIONS:symbolize=1:external_symbolizer_path=\$this_dir/llvm
   chmod u+x $OUT/$fuzzer_basename
 done
 
-find Tests/images Tests/icc Tests/fonts -print | zip -q $OUT/testfiles_fuzzer_seed_corpus.zip -@
+find Tests/images Tests/icc Tests/fonts -print | zip -q $OUT/fuzz_pillow_seed_corpus.zip -@