Liunian Harold Li

Publications (Selected)

[Google Scholar] [Semantic Scholar]

• DesCo: Learning Object Recognition with Rich Language Descriptions

  Liunian Harold Li*, Zi-Yi Dou*, Nanyun Peng, Kai-Wei Chang.

  Preprint. 2023. CVPR OmniLabel 2023 Challenge Winner (1st place). [Link]

• On the Paradox of Learning to Reason from Data

  Honghua Zhang, Liunian Harold Li, Tao Meng, Kai-Wei Chang, Guy Van den Broeck.

  IJCAI. 2023.

• GLIPv2: Unifying Localization and Vision-Language Understanding

  Haotian Zhang*, Pengchuan Zhang*, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao.

  NeurIPS 2022.

• Grounded Language-Image Pre-training

  Liunian Harold Li*, Pengchuan Zhang*, Haotian Zhang*, Jianwei Yang, Chunyuan Li, Yiwu Zhong, Lijuan Wang, Lu Yuan, Lei Zhang, Jenq-Neng Hwang, Kai-Wei Chang, Jianfeng Gao.

  CVPR 2022. Best Paper Finalist.

• How Much Can CLIP Benefit Vision-and-Language Tasks?

  Sheng Shen*, Liunian Harold Li*, Hao Tao, Mohit Bansal, Anna Rohrbach, Kai-Wei Chang, Zhewei Yao, Kurt Keutzer.

  ICLR 2022.

• Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning

  Da Yin, Liunian Harold Li, Ziniu Hu, Nanyun Peng, Kai-Wei Chang.

  EMNLP 2021.

• Unsupervised Vision-and-Language Pre-training Without Parallel Images and Captions

  Liunian Harold Li, Haoxuan You*, Zhecan Wang*, Alireza Zareian, Shih-Fu Chang, Kai-Wei Chang.

  NAACL 2021.

• VisualBERT: A Simple and Performant Baseline for Vision and Language

  Liunian Harold Li, Mark Yatskar, Da Yin, Cho-Jui Hsieh, Kai-Wei Chang.

  Arxiv. Short Version Published as What Does BERT with Vision Look At? at ACL 2020.

• Efficient Contextual Representation Learning With Continuous Outputs

  Liunian Harold Li, Patrick H. Chen, Cho-Jui Hsieh, Kai-Wei Chang.

  TACL 2019.