diff --git a/projects/imagemagick/Dockerfile b/projects/imagemagick/Dockerfile
index 72873f2d8..eb9e71260 100644
--- a/projects/imagemagick/Dockerfile
+++ b/projects/imagemagick/Dockerfile
@@ -16,10 +16,14 @@
 
 FROM gcr.io/oss-fuzz-base/base-builder
 MAINTAINER paul.l.kehrer@gmail.com
-RUN apt-get update && apt-get install -y make autoconf automake libtool pkg-config
+RUN apt-get update && apt-get install -y make autoconf automake libtool pkg-config cmake
 RUN git clone --depth 1 https://github.com/imagemagick/imagemagick
 RUN git clone --depth 1 https://gitlab.com/libtiff/libtiff
 RUN git clone --depth 1 https://github.com/strukturag/libde265
+RUN git clone --depth 1 https://github.com/uclouvain/openjpeg
+RUN git clone --depth 1 https://github.com/webmproject/libwebp
+RUN git clone --depth 1 https://github.com/madler/zlib
+ADD http://www.bzip.org/1.0.6/bzip2-1.0.6.tar.gz bzip2-1.0.6.tar.gz
 ADD http://lcamtuf.coredump.cx/afl/demo/afl_testcases.tgz afl_testcases.tgz
 WORKDIR imagemagick
 COPY build.sh $SRC/