Update README.md

README.md

@@ -32,5 +32,31 @@ configs:
     path: data/train-*
 ---
 
-# FLASH
-FLASH Dataset, based on ActivityNet Captions
+<div align="center">
+  <h1> ⚡ FLASH </h1>
+  <div>
+    <strong>F</strong>ast <strong>L</strong>abelled <strong>A</strong>ction <strong>S</strong>egment <strong>H</strong>ighlights
+  </div>
+</div>
+<br>
+
+## Overview
+FLASH is an open-source video evaluation dataset that tests a model's ability to identify the peak frames in a video given a user's prompt, for example, "The moment when the person lands on the ground". This is a much more challenging task than standard temporal action localization.
+
+## Analysis
+
+We compare our dataset to the THUMOS'14 temporal action localization evaluation dataset. Our results are as follows:
+
+```
+                      +----------------------------------------------------+
+                      |          Statistics for Peak Duration              |
++-----------+---------|--------+----------+-------+-------+-------+--------|
+| dataset   |   count |   mean |   median |   q25 |   q75 |   min |    max |
+|-----------+---------+--------+----------+-------+-------+-------+--------|
+| FLASH     |    1526 |   0.18 |     0.10 |  0.03 |  0.19 |  0.00 |   4.67 |
+| THUMOS'14 |    3007 |   4.04 |     2.90 |  1.50 |  5.50 |  0.20 | 118.10 |
++-----------+---------+--------+----------+-------+-------+-------+--------+
+```
+
+## Acknowledgements
+This dataset is heavily built on the [ActivityNet Captions](https://cs.stanford.edu/people/ranjaykrishna/densevid/) dataset.