--- a
+++ b/tools/data/ucf101/download_annotations.sh
@@ -0,0 +1,13 @@
+#!/usr/bin/env bash
+
+DATA_DIR="../../../data/ucf101/annotations"
+
+if [[ ! -d "${DATA_DIR}" ]]; then
+  echo "${DATA_DIR} does not exist. Creating";
+  mkdir -p ${DATA_DIR}
+fi
+
+wget https://www.crcv.ucf.edu/wp-content/uploads/2019/03/UCF101TrainTestSplits-RecognitionTask.zip --no-check-certificate
+
+unzip -j UCF101TrainTestSplits-RecognitionTask.zip -d ${DATA_DIR}/
+rm UCF101TrainTestSplits-RecognitionTask.zip