Zhengbo Zhang

Ph.D. Student, Singapore University of Technology and Design

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My research focuses on leveraging large pretrained models, such as generative models and multimodal large language models, for video understanding and reasoning.

Selected Publications

† indicates corresponding author

• DART: Difficulty-Adaptive Routing for Zero-Shot Video Temporal Grounding
  Zhengbo Zhang, Mark He Huang, Zhigang Tu, Ming-Hsuan Yang
  European Conference on Computer Vision (ECCV), 2026
• Leveraging Text-to-Image Diffusion Models for Unsupervised Visual Object Tracking
  Zhengbo Zhang, Zhigang Tu, Junsong Yuan, De Wen Soh, Bo Du
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026
• Unleashing the Power of Text-to-Image Diffusion Models for Category-Agnostic Pose Estimation
  Duo Peng, Zhengbo Zhang, Ping Hu, Qiuhong Ke, De Wen Soh, Mohammed Bennamoun, Jun Liu
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026
• InstaInpaint: Instant 3D-Scene Inpainting with Masked Large Reconstruction Model
  Junqi You, Chieh Hubert Lin, Weijie Lyu, Zhengbo Zhang, Ming-Hsuan Yang
  Advances in Neural Information Processing Systems (NeurIPS), 2025
• Performing Defocus Deblurring by Modeling its Formation Process
  Zhengbo Zhang, Lin Geng Foo, Hossein Rahmani, Jun Liu,
  IEEE International Conference on Computer Vision (ICCV), 2025
• Visual Prompting for One-shot Controllable Video Editing without Inversion
  Zhengbo Zhang, Yuxi Zhou, Duo Peng, Joo Hwee Lim, Zhigang Tu, De Wen Soh, Lin Geng Foo
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2025
• Informative Sample Selection Model for Skeleton-based Action Recognition with Limited Training Samples
  Zhigang Tu, Zhengbo Zhang†, Jia Gong, Junsong Yuan, Bo Du
  IEEE Transactions on Image Processing (TIP), 2025
• FADE: A Dataset for Detecting Falling Objects around Buildings in Video
  Zhigang Tu, Zhengbo Zhang†, Zitao Gao, Chunluan Zhou, Junsong Yuan, Bo Du
  IEEE Transactions on Information Forensics and Security (TIFS), 2025
• Harnessing Text-to-Image Diffusion Models for Category-Agnostic Pose Estimation
  Duo Peng, Zhengbo Zhang, Ping Hu, Qiuhong Ke, David Yau, Jun Liu
  European Conference on Computer Vision (ECCV), 2024 (Oral)
• Diff-Tracker: Text-to-Image Diffusion Models are Unsupervised Trackers
  Zhengbo Zhang, Li Xu, Duo Peng, Hossein Rahmani, Jun Liu
  European Conference on Computer Vision (ECCV), 2024
• Distilling Inter-Class Distance for Semantic Segmentation
  Zhengbo Zhang, Chunluan Zhou, Zhigang Tu
  International Joint Conference on Artificial Intelligence (IJCAI), 2022 (Oral)