--- a
+++ b/tools/data/hvu/download_annotations.sh
@@ -0,0 +1,22 @@
+#!/usr/bin/env bash
+
+set -e
+
+DATA_DIR="../../../data/hvu/annotations"
+
+if [[ ! -d "${DATA_DIR}" ]]; then
+  echo "${DATA_DIR} does not exist. Creating";
+  mkdir -p ${DATA_DIR}
+fi
+
+git clone https://github.com/holistic-video-understanding/HVU-Dataset.git
+
+cd HVU-Dataset
+unzip -o HVU_Train_V1.0.zip
+unzip -o HVU_Val_V1.0.zip
+cd ..
+mv HVU-Dataset/HVU_Train_V1.0.csv ${DATA_DIR}/hvu_train.csv
+mv HVU-Dataset/HVU_Val_V1.0.csv ${DATA_DIR}/hvu_val.csv
+mv HVU-Dataset/HVU_Tags_Categories_V1.0.csv ${DATA_DIR}/hvu_categories.csv
+
+rm -rf HVU-Dataset