Relation Parsing Neural Network for Human-Object Interaction Detection. - Penghao Zhou; Mingmin Chi (ICCV, 2019)

NOH-NMS: Improving Pedestrian Detection by Nearby Objects Hallucination. - Penghao Zhou; Chong Zhou; Pai Peng; Junlong Du; Xing Sun 001; Xiaowei Guo; Feiyue Huang (ACM Multimedia, 2020)

PR-Net: Preference Reasoning for Personalized Video Highlight Detection. - Runnan Chen; Penghao Zhou; Wenzhe Wang; Nenglun Chen; Pai Peng; Xing Sun 001; Wenping Wang 001 (ICCV, 2021)

Dig into Multi-modal Cues for Video Retrieval with Hierarchical Alignment. - Wenzhe Wang; Mengdan Zhang; Runnan Chen; Guanyu Cai; Penghao Zhou; Pai Peng; Xiaowei Guo; Jian Wu; Xing Sun 001 (IJCAI, 2021)

PAC-Net: Highlight Your Video via History Preference Modeling. - Hang Wang; Penghao Zhou; Chong Zhou; Zhao Zhang 018; Xing Sun 001 (ECCV (34), 2022)

InstanceCap: Improving Text-to-Video Generation via Instance-aware Structured Caption. - Tiehan Fan; Kepan Nan; Rui Xie; Penghao Zhou; Zhenheng Yang; Chaoyou Fu; Xiang Li 041; Jian Yang 003; Ying Tai (CoRR, 2024)

InstanceCap: Improving Text-to-Video Generation via Instance-aware Structured Caption. - Tiehan Fan; Kepan Nan; Rui Xie; Penghao Zhou; Zhenheng Yang; Chaoyou Fu; Xiang Li; Jian Yang; Ying Tai (CVPR, 2025)

OpenVid-1M: A Large-Scale High-Quality Dataset for Text-to-video Generation. - Kepan Nan; Rui Xie; Penghao Zhou; Tiehan Fan; Zhenheng Yang; Zhijie Chen; Xiang Li 041; Jian Yang 003; Ying Tai (ICLR, 2025)

STAR: Spatial-Temporal Augmentation with Text-to-Video Models for Real-World Video Super-Resolution. - Rui Xie; Yinhong Liu; Penghao Zhou; Chen Zhao 002; Jun Zhou; Kai Zhang 008; Zhenyu Zhang 005; Jian Yang 003; Zhenheng Yang; Ying Tai (CoRR, 2025)

MotionSight: Boosting Fine-Grained Motion Understanding in Multimodal LLMs. - Yipeng Du; Tiehan Fan; Kepan Nan; Rui Xie; Penghao Zhou; Xiang Li 041; Jian Yang 003; Zhenheng Yang; Ying Tai (CoRR, 2025)