--- a
+++ b/tools/data/ava/download_annotations.sh
@@ -0,0 +1,15 @@
+#!/usr/bin/env bash
+
+set -e
+
+VERSION=${VERSION:-"2.1"}
+DATA_DIR="../../../data/ava/annotations"
+
+if [[ ! -d "${DATA_DIR}" ]]; then
+  echo "${DATA_DIR} does not exist. Creating";
+  mkdir -p ${DATA_DIR}
+fi
+
+wget https://research.google.com/ava/download/ava_v${VERSION}.zip
+unzip -j ava_v${VERSION}.zip -d ${DATA_DIR}/
+rm ava_v${VERSION}.zip