+
+
+
+> [**OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation**](https://arxiv.org/abs/2505.20292)
+> Shenghai Yuan, Xianyi He and Yufan Deng etc.
+> [](https://github.com/PKU-YuanGroup/OpenS2V-Nexus) [](https://github.com/PKU-YuanGroup/OpenS2V-Nexus) [](https://arxiv.org/abs/2505.20292)
+>
+> [**ConsisID: Identity-Preserving Text-to-Video Generation by Frequency Decomposition**](https://arxiv.org/abs/2411.17440)
+> Shenghai Yuan, Jinfa Huang and Xianyi He etc.
+> [](https://github.com/PKU-YuanGroup/ConsisID/) [](https://github.com/PKU-YuanGroup/ConsisID/) [](https://arxiv.org/abs/2411.17440)
+>
+> [**MagicTime: Time-lapse Video Generation Models as Metamorphic Simulators**](https://arxiv.org/abs/2404.05014)
+> Shenghai Yuan, Jinfa Huang and Yujun Shi etc.
+> [](https://github.com/PKU-YuanGroup/MagicTime) [](https://github.com/PKU-YuanGroup/MagicTime) [](https://arxiv.org/abs/2404.05014)
+>