Update README.md

README.md

@@ -2,7 +2,7 @@
 
 [![arXiv](https://img.shields.io/badge/arXiv-1234.56789-b31b1b.svg)](https://arxiv.org/abs/2211.16761)
 
-This repository contains official source code for our paper:
+This repository contains the official source code for our paper:
 >[Improving Cross-Modal Retrieval with Set of Diverse Embeddings](https://arxiv.org/abs/2211.16761)  
 > [Dongwon Kim](https://kdwonn.github.io/),
 > [Namyup Kim](https://southflame.github.io/), and
@@ -11,7 +11,7 @@ This repository contains official source code for our paper:
 > CVPR (Highlight), Vancouver, 2023.
 
 ## Acknowledgement
-Parts of our codes are adopted from following repositories.
+Parts of our codes are adopted from the following repositories.
 
 * https://github.com/yalesong/pvse
 * https://github.com/fartashf/vsepp
@@ -20,7 +20,7 @@ Parts of our codes are adopted from following repositories.
 ## Dataset
 For now, provided training script is only for Faster-RCNN + bi-GRU experimental setting on COCO dataset.
 We use the dataset preparation scripts from https://github.com/kuanghuei/SCAN#download-data.
-Place the precomp folder and id_mapping.json under ./data/coco_butd, and vocab file under ./vocab.
+Place the precomp folder under ./data/coco_butd, and the vocab file under ./vocab.
 
 ## Requirements
 You can install requirements using conda.