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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<meta http-equiv="X-UA-Compatible" content="ie=edge">
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<title>Video-Bench: Human-Aligned Video Generation Benchmark</title>
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<link rel="stylesheet" href="styles.css"> <!-- Link to a CSS file for styling, if needed -->
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<style>
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body {
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font-family: Arial, sans-serif;
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line-height: 1.6;
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margin: 0;
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padding: 0;
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background-color: #f4f4f4;
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}
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header {
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background: #333;
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color: #fff;
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padding: 10px 0;
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background-color: #333;
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color: white;
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text-align: center;
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padding: 20px;
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}
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header h1 {
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font-size: 2.5em;
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margin: 0;
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}
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header h2 {
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font-size: 1.5em;
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margin: 5px 0;
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}
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section {
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padding: 20px;
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margin: 20px;
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padding: 20px;
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background-color: white;
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border-radius: 8px;
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box-shadow: 0px 0px 10px rgba(0, 0, 0, 0.1);
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}
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h2 {
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color: #333;
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a:hover {
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text-decoration: underline;
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}
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.video-container {
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text-align: center;
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margin-top: 20px;
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}
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.image-container {
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text-align: center;
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margin-top: 20px;
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}
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.image-container img {
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max-width: 100%;
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height: auto;
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border-radius: 8px;
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.table-container {
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margin: 20px 0;
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}
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table {
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width: 100%;
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border-collapse: collapse;
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margin-bottom: 20px;
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}
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table, th, td {
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th {
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background-color: #f4f4f4;
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}
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.image-container {
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text-align: center;
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margin: 20px 0;
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}
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.image-container img {
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max-width: 100%;
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height: auto;
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border-radius: 8px;
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}
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.video-container {
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text-align: center;
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margin-top: 20px;
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}
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.video-container iframe {
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width: 100%;
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max-width: 800px;
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height: 450px;
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border-radius: 8px;
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}
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</style>
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</head>
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<body>
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<header>
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<h1>Video-Bench: Human-Aligned Video Generation Benchmark</h1>
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<h2>CVPR 2024 Highlight</h2>
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<p>by Ziqi Huang, Yinan He, Jiashuo Yu, Fan Zhang, Chenyang Si, Yuming Jiang, Yuhao Wang, and others</p>
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</header>
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<section>
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<h2>Authors</h2>
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<p><strong>Hui Han</strong>, <strong>Siyuan Li</strong>, <strong>Jiaqi Chen</strong>, <strong>Yiwen Yuan</strong>, <strong>Yuling Wu</strong>, <strong>Chak Tou Leong</strong>, <strong>Hanwen Du</strong>, <strong>Junchen Fu</strong>, <strong>Youhua Li</strong>, <strong>Jie Zhang</strong>, <strong>Chi Zhang</strong>, <strong>Li-jia Li</strong>, <strong>Yongxin Ni</strong></p>
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<h2>Affiliations</h2>
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<ul>
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<li>Shanghai Jiao Tong University</li>
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<li>Stanford University</li>
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<li>Fellou AI</li>
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<li>Fudan University</li>
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<li>Carnegie Mellon University</li>
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<li>Hong Kong Polytechnic University</li>
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<li>Soochow University</li>
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<li>University of Glasgow</li>
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<li>City University of Hong Kong</li>
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<li>Westlake University</li>
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<li>LiveX AI</li>
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<li>National University of Singapore</li>
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</ul>
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<h2>Project Overview</h2>
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<p>Video generation assessment is critical for ensuring generative models produce visually realistic, high-quality videos aligned with human expectations. Current video generation benchmarks are limited in aligning with human judgment. To address this, <strong>Video-Bench</strong> is introduced—a comprehensive benchmark incorporating large language models (LLMs) to evaluate video generation quality. The framework includes automated multimodal LLM evaluation, improving the alignment with human preferences. Experimental results show that Video-Bench significantly outperforms previous methods and provides more objective and accurate insights into generated video quality.</p>
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<h2>Main Results</h2>
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<h3>Comparison with Existing Evaluation Methods</h3>
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<table>
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<thead>
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<tr>
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<th>Model</th>
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<th>Video Quality</th>
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<th>Video-Condition Alignment</th>
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<th>Overall</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>Gen3</td>
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<td>4.66</td>
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<td>4.38</td>
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<td>1</td>
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</tr>
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<tr>
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<td>CogVideoX</td>
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<td>3.87</td>
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<td>4.62</td>
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<td>2</td>
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</tr>
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<tr>
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<td>VideoCrafter2</td>
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<td>4.08</td>
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<td>4.18</td>
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<td>3</td>
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</tr>
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<tr>
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<td>Kling</td>
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<td>4.26</td>
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<td>4.07</td>
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<td>4</td>
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</tr>
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<tr>
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<td>Show-1</td>
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<td>3.30</td>
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<td>4.21</td>
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<td>5</td>
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</tr>
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<tr>
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<td>LaVie</td>
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<td>3.00</td>
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<td>3.71</td>
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<td>6</td>
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</tr>
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</tbody>
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</table>
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<div class="table-container">
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<table>
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<thead>
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<tr>
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<th>Model</th>
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<th>Video Quality</th>
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<th>Video-Condition Alignment</th>
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<th>Overall Rank</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>Gen3</td>
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<td>4.66</td>
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<td>4.38</td>
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<td>1</td>
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</tr>
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<tr>
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<td>CogVideoX</td>
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<td>3.84</td>
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<td>4.62</td>
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<td>2</td>
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</tr>
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<tr>
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<td>VideoCrafter2</td>
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<td>4.08</td>
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<td>4.18</td>
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<td>3</td>
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</tr>
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<tr>
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<td>Kling</td>
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<td>4.26</td>
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<td>4.07</td>
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<td>4</td>
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</tr>
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<tr>
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<td>Show-1</td>
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<td>3.30</td>
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<td>4.21</td>
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<td>5</td>
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</tr>
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<tr>
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<td>LaVie</td>
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<td>3.00</td>
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<td>3.71</td>
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<td>6</td>
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</tr>
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<tr>
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<td>PiKa-Beta</td>
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<td>3.76</td>
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<td>2.60</td>
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<td>7</td>
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</tr>
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</tbody>
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</table>
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</div>
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<h3>Human Preference Alignment Scores</h3>
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<table>
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<thead>
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<tr>
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<th>Dimension</th>
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<th>Video-Condition Alignment</th>
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<th>Video Quality</th>
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<th>Average Score</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>Imaging Quality</td>
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<td>0.733</td>
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<td>0.633</td>
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<td>0.733</td>
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</tr>
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<tr>
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<td>Aesthetic Quality</td>
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<td>0.702</td>
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<td>0.446</td>
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<td>0.702</td>
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</tr>
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<tr>
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<td>Motion Quality</td>
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<td>0.514</td>
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<td>0.469</td>
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<td>0.514</td>
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</tr>
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<tr>
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<td>Video-Text Consistency</td>
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<td>0.732</td>
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<td>0.611</td>
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<td>0.732</td>
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</tr>
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</tbody>
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</table>
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<div class="table-container">
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<table>
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<thead>
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<tr>
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<th>Entities</th>
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<th>Video Quality</th>
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<th>Video-Condition Alignment</th>
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<th>Average Score</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>HU - HU</td>
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<td>0.63</td>
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<td>0.47</td>
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<td>0.52</td>
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</tr>
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<tr>
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<td>HU - GPT</td>
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<td>0.51</td>
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<td>0.47</td>
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<td>0.41</td>
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</tr>
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<tr>
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<td>HU - HA</td>
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<td>0.61</td>
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<td>0.50</td>
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<td>0.50</td>
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</tr>
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</tbody>
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</table>
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</div>
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<h2>Project Video Demonstration</h2>
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<div class="video-container">
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<h2>Project Video Demonstration</h2>
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<p>Check out the project’s demonstration video on YouTube:</p>
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<a href="https://youtu.be/BMvgyWbWPFg" target="_blank">
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<img src="https://img.youtube.com/vi/BMvgyWbWPFg/0.jpg" alt="Video Thumbnail" style="width:100%; border-radius: 8px;">
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</a>
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<iframe src="https://www.youtube.com/embed/BMvgyWbWPFg" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
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</div>
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<h2>Head Image</h2>
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<div class="image-container">
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<h2>Paper's Head Image</h2>
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<img src="YOUR_IMAGE_URL_HERE" alt="Project Image" /> <!-- Replace this URL with the actual image URL -->
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<img src="dimension_v2.pdf" alt="Head Image" />
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</div>
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<h2>GitHub Repository</h2>
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<p>For more details, visit the official repository: <a href="https://github.com/Video-Bench/Video-Bench.git" target="_blank">Video-Bench GitHub Repository</a></p>
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<h2>Conclusion</h2>
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<p>The Video-Bench benchmark introduces a new paradigm for evaluating video generation models with enhanced alignment to human preferences. Through rigorous experimentation and human alignment studies, Video-Bench demonstrates its potential to become a standard evaluation tool for video generation models.</p>
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</section>
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</body>

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