LHNet: A Low-cost Hybrid Network for Single Image Dehazing. - Shenghai Yuan 002; Jijia Chen; Jiaqi Li; Wenchao Jiang; Song Guo 001 (ACM Multimedia, 2023)

ChronoMagic-Bench: A Benchmark for Metamorphic Evaluation of Text-to-Time-lapse Video Generation. - Shenghai Yuan 002; Jinfa Huang; Yongqi Xu; Yaoyang Liu; Shaofeng Zhang; Yujun Shi; Ruijie Zhu 003; Xinhua Cheng; Jiebo Luo 001; Li Yuan 007 (NeurIPS, 2024)

Identity-Preserving Text-to-Video Generation by Frequency Decomposition. - Shenghai Yuan 002; Jinfa Huang; Xianyi He; Yunyuan Ge; Yujun Shi; Liuhan Chen; Jiebo Luo 001; Li Yuan 007 (CoRR, 2024)

Open-Sora Plan: Open-Source Large Video Generation Model. - Bin Lin 014; Yunyang Ge; Xinhua Cheng; Zongjian Li; Bin Zhu; Shaodong Wang; Xianyi He; Yang Ye; Shenghai Yuan 002; Liuhan Chen; Tanghui Jia; Junwu Zhang; et al. (CoRR, 2024)

LHNetV2: A Balanced Low-Cost Hybrid Network for Single Image Dehazing. - Shenghai Yuan 002; Jijia Chen; Wenchao Jiang; Zhiming Zhao; Song Guo 001 (IEEE Trans. Multim., 2024)

WF-VAE: Enhancing Video VAE by Wavelet-Driven Energy Flow for Latent Video Diffusion Model. - Zongjian Li; Bin Lin 014; Yang Ye; Liuhan Chen; Xinhua Cheng; Shenghai Yuan 002; Li Yuan 007 (CVPR, 2025)

Identity-Preserving Text-to-Video Generation by Frequency Decomposition. - Shenghai Yuan 002; Jinfa Huang; Xianyi He; Yunyang Ge; Yujun Shi; Liuhan Chen; Jiebo Luo 001; Li Yuan 007 (CVPR, 2025)

OD-VAE: An Omni-dimensional Video Compressor for Improving Latent Video Diffusion Model. - Liuhan Chen; Zongjian Li; Bin Lin 014; Bin Zhu; Qian Wang 062; Shenghai Yuan 002; Xing Zhou; Xinhua Cheng; Li Yuan 007 (ICME, 2025)

ImgEdit: A Unified Image Editing Dataset and Benchmark. - Yang Ye; Xianyi He; Zongjian Li; Bin Lin 014; Shenghai Yuan 002; Zhiyuan Yan 002; Bohan Hou; Li Yuan 007 (NeurIPS, 2025)

OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation. - Shenghai Yuan 002; Xianyi He; Yufan Deng; Yang Ye; Jinfa Huang; Bin Lin 014; Chongyang Ma; Jiebo Luo 001; Li Yuan 007 (NeurIPS, 2025)

CINEMA: Coherent Multi-Subject Video Generation via MLLM-Based Guidance. - Yufan Deng; Xun Guo 001; Yizhi Wang; Jacob Zhiyuan Fang; Angtian Wang; Shenghai Yuan 002; Yiding Yang; Bo Liu; Haibin Huang; Chongyang Ma (CoRR, 2025)

MagicComp: Training-free Dual-Phase Refinement for Compositional Video Generation. - Hongyu Zhang 002; Yufan Deng; Shenghai Yuan 002; Peng Jin 001; Zesen Cheng; Yian Zhao; Chang Liu 030; Jie Chen 001 (CoRR, 2025)

GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation. - Zhiyuan Yan 002; Junyan Ye; Weijia Li; Zilong Huang; Shenghai Yuan 002; Xiangyang He; Kaiqing Lin; Jun He; Conghui He; Li Yuan 007 (CoRR, 2025)

OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation. - Shenghai Yuan 002; Xianyi He; Yufan Deng; Yang Ye; Jinfa Huang; Bin Lin 014; Jiebo Luo 001; Li Yuan 007 (CoRR, 2025)

Sci-Fi: Symmetric Constraint for Frame Inbetweening. - Liuhan Chen; Xiaodong Cun; Xiaoyu Li 002; Xianyi He; Shenghai Yuan 002; Jie Chen 001; Ying Shan; Li Yuan 007 (CoRR, 2025)

MAGREF: Masked Guidance for Any-Reference Video Generation. - Yufan Deng; Xun Guo 001; Yuanyang Yin; Jacob Zhiyuan Fang; Yiding Yang; Yizhi Wang; Shenghai Yuan 002; Angtian Wang; Bo Liu; Haibin Huang; Chongyang Ma (CoRR, 2025)

UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation. - Bin Lin 014; Zongjian Li; Xinhua Cheng; Yuwei Niu; Yang Ye; Xianyi He; Shenghai Yuan 002; Wangbo Yu; Shaodong Wang; Yunyang Ge; Yatian Pang; Li Yuan 007 (CoRR, 2025)

FlashI2V: Fourier-Guided Latent Shifting Prevents Conditional Image Leakage in Image-to-Video Generation. - Yunyang Ge; Xinhua Cheng; ChengShu Zhao; Xianyi He; Shenghai Yuan 002; Bin Lin 014; Bin Zhu; Li Yuan 007 (CoRR, 2025)

MagicTime: Time-Lapse Video Generation Models as Metamorphic Simulators. - Shenghai Yuan 002; Jinfa Huang; Yujun Shi; Yongqi Xu; Ruijie Zhu 003; Bin Lin 014; Xinhua Cheng; Li Yuan 007; Jiebo Luo 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Uniworld-V2: Reinforce Image Editing with Diffusion Negative-aware Finetuning and MLLM Implicit Feedback. - Zongjian Li; Zheyuan Liu 012; Qihui Zhang; Bin Lin 014; Feize Wu; Shenghai Yuan 002; Zhiyuan Yan 002; Yang Ye; Wangbo Yu; Yuwei Niu; Shaodong Wang; Xinhua Cheng; et al. (CoRR, 2025)

Focal Guidance: Unlocking Controllability from Semantic-Weak Layers in Video Diffusion Models. - Yuanyang Yin; Yufan Deng; Shenghai Yuan 002; Kaipeng Zhang; Xiao Yang; Feng Zhao (CoRR, 2026)

Helios: Real Real-Time Long Video Generation Model. - Shenghai Yuan 002; Yuanyang Yin; Zongjian Li; Xinwei Huang; Xiao Yang; Li Yuan 007 (CoRR, 2026)