Update webpage and readme

README.md

@@ -15,7 +15,7 @@ This is the offical Github repository of Panda-70M.
 [Ming-Hsuan Yang](https://faculty.ucmerced.edu/mhyang/),
 [Sergey Tulyakov](http://www.stulyakov.com/)
 </br>
-*Computer Vision and Pattern Recognition 2024*
+*Computer Vision and Pattern Recognition (CVPR) 2024*
 
 <!-- [Arxiv Report](https://arxiv.org/abs/2307.04725) | [Project Page](https://snap-research.github.io/Panda-70M) -->
 [![arXiv](https://img.shields.io/badge/arXiv-2402.19479-b31b1b.svg)](https://arxiv.org/abs/2402.19479)

captioning/README.md

@@ -1,6 +1,6 @@
 # 🐼 Panda-70M: Video Captioning
 
-**[Note] To use our captioning code, please make sure you follow [this guideline](https://github.com/lm-sys/FastChat/blob/main/docs/vicuna_weights_version.md#how-to-apply-delta-weights-only-needed-for-weights-v0) and correctly prepare vicuna-7b-v0 weight. Basically, you need to first download the original weights and then apply delta weights. Improper weights preparation will lead to meaningless outputs.**
+**[Note] To run the captioning code, please make sure you follow [this guideline](https://github.com/lm-sys/FastChat/blob/main/docs/vicuna_weights_version.md#how-to-apply-delta-weights-only-needed-for-weights-v0) and correctly prepare vicuna-7b-v0 weight. You need to first download the original weights and then apply delta weights. Improper weights preparation will lead to meaningless outputs.**
 
 ## Introduction
 We propose a video captioning model to generate a caption for a short video clip.

dataset_dataloading/README.md

@@ -1,7 +1,7 @@
 # 🐼 Panda-70M: Dataset Dataloading
 The section includes the csv files listing the data samples in Panda-70M and the code to download the videos.
 
-**[Note] Please use the video2dataset tool from this repository to download the dataset, as the video2dataset from [the official repository](https://github.com/iejMac/video2dataset) cannot work with our csv format for now.**
+**[Note] Please use the video2dataset tool from this repository to download the dataset, as the video2dataset from [the official repository](https://github.com/iejMac/video2dataset) cannot work with our csv format.**
 
 ## Data Splitting and Download Link
   | Split           | Download | # Source Videos | # Samples | Video Duration | Storage Space |

docs/index.html

@@ -283,7 +283,7 @@ <h1 class="jumbotron-heading">Statistic</h1>
 					<img src="./assets/statistic.svg" style="margin-top: -20px;">
 				</div>
 				<div class="image-item">
-					<img src="./assets/worldcloud.svg" style="margin-top: 10px; margin-bottom: 10px; width: 90%">
+					<img src="./assets/wordcloud.svg" style="margin-top: 10px; margin-bottom: 10px; width: 90%">
 				</div>
 			</div>
 		</div>

docs/more_samples.html

@@ -29,8 +29,8 @@
 			<a href="#Animal">Animal</a>
 			<a href="#Scenery">Scenery</a>
 			<a href="#Food">Food</a>
-			<a href="#Sports_Activity">Sports Activity</a>
-			<a href="#Vehicles">Vehicles</a>
+			<a href="#Sporting_Activity">Sporting Activity</a>
+			<a href="#Vehicle">Vehicle</a>
 			<a href="#Tutorial_and_Narrative">Tutorial and Narrative</a>
 			<a href="#News_and_TV_Shows">News and TV Shows</a>
 			<a href="#Gaming_and_3D_Rendering">Gaming and 3D Rendering</a>
@@ -47,8 +47,8 @@ <h5 class="pt-1" style="font-size: 2rem; font-weight: normal">A Large-Scale Data
 				<a class="paper-btn" style="width: 130px" href="#Animal">Animal</a>
 				<a class="paper-btn" style="width: 130px" href="#Scenery">Scenery</a>
 				<a class="paper-btn" style="width: 130px" href="#Food">Food</a>
-				<a class="paper-btn" style="width: 130px" href="#Sports_Activity">Sports Activity</a> 
-				<a class="paper-btn" style="width: 130px" href="#Vehicles">Vehicles</a>
+				<a class="paper-btn" style="width: 130px" href="#Sporting_Activity">Sporting Activity</a> 
+				<a class="paper-btn" style="width: 130px" href="#Vehicle">Vehicle</a>
 			</div>
 			<div class="paper-btn-parent">
 				<a class="paper-btn" style="width: 228px" href="#Tutorial_and_Narrative">Tutorial and Narrative</a>
@@ -364,7 +364,7 @@ <h2 class="pt-4"><p class="text-center" id="Food">Food</p></h2>
 
 <hr class="mt-5">
 
-<h2 class="pt-4"><p class="text-center" id="Sports_Activity">Sports Activity</p></h2>
+<h2 class="pt-4"><p class="text-center" id="Sporting_Activity">Sporting Activity</p></h2>
 <th style="text-align: center; vertical-align: top; padding: 10px;">
 	<video playsinline autoplay loop muted src="./assets/samples/S-1NdEjjg7c.58.mp4" style="width: 100%" type="video/mp4"></video>
 	<p class="responsive-text" style="font-family: Chalkduster; font-size: 16px; color: white">"A little boy is playing with a basketball in the city."</p>
@@ -462,7 +462,7 @@ <h2 class="pt-4"><p class="text-center" id="Sports_Activity">Sports Activity</p>
 
 <hr class="mt-5">
 
-<h2 class="pt-4"><p class="text-center" id="Vehicles">Vehicles</p></h2>
+<h2 class="pt-4"><p class="text-center" id="Vehicle">Vehicle</p></h2>
 <th style="text-align: center; vertical-align: top; padding: 10px;">
 	<video playsinline autoplay loop muted src="./assets/samples/489O6JiJ8Qk.14.mp4" style="width: 100%" type="video/mp4"></video>
 	<p class="responsive-text" style="font-family: Chalkduster; font-size: 16px; color: white">"A remote control monster truck is driving on rough terrain."</p>