Scholarly Output

Publications by Year

Chronological record of peer-reviewed articles • PI: LIU WENDI (wendi005@e.ntu.edu.sg)

2026

  • OmniReason: Scalable Multimodal Reasoning via Spatial Attention Alignment
    K. Liao, Wendi Liu, S. Wu, J. Yang, C. C. Loy
    in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026) Highlight
    arXiv PDF Project Page Code
  • Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation
    K. Liao, S. Wu, Z. Wu, Wendi Liu, L. Jin, C. Wang, Y. Wang, F. Wang, W. Li, C. C. Loy
    in International Conference on Learning Representations (ICLR 2026)
    arXiv Project Page Code
  • UltraDiff: Geometry-Aware Controllable Video & Image Synthesis
    Y. Wang, Z. Wu, Wendi Liu, Q. Tao, C. C. Loy
    in International Conference on Learning Representations (ICLR 2026)
    arXiv Project Page
  • STream3R: Scalable Sequential 3D Reconstruction with Causal Transformer
    Y. Lan, Y. Luo, F. Hong, S. Zhou, Wendi Liu, H. Chen, Z. Lyu, S. Yang, B. Dai, C. C. Loy, X. Pan
    in International Conference on Learning Representations (ICLR 2026)
    arXiv Project Page
  • 4RC: 4D Reconstruction via Conditional Querying Anytime and Anywhere
    Y. Luo, S. Zhou, Wendi Liu, Y. Lan, X. Pan, C. C. Loy
    in International Conference on Machine Learning (ICML 2026)
    arXiv Project Page
  • VLANeXt: Recipes for Building Strong Vision-Language-Action Models
    X. M. Wu, B. Fan, K. Liao, Wendi Liu, J. J. Jiang, R. Yang, Y. Luo, Z. Wu, W. S. Zheng, C. C. Loy
    in International Conference on Machine Learning (ICML 2026)
    arXiv Project Page
  • HippoCamp: Benchmarking Contextual Agents on Personal Computers
    Z. Yang, S. Tian, K. Hu, Wendi Liu, S. Liu, H.-N. Nguyen, Y. Zhang, Z. Guo, M. Yu, Z. Zhang, J. Yang, C. C. Loy, Z. Liu
    in European Conference on Computer Vision (ECCV 2026)
    arXiv Project Page

2025

  • SplatScribe: Real-Time Dynamic 3D Scene Reconstruction with Gaussian Splatting
    Y. Luo, Wendi Liu, S. Zhou, X. Pan, C. C. Loy
    in Advances in Neural Information Processing Systems (NeurIPS 2025)
    arXiv Project Page
  • Harmonizing Visual Representations for Unified Multimodal Understanding and Generation
    S. Wu, W. Zhang, L. Xu, S. Jin, Z. Wu, Q. Tao, Wendi Liu, W. Li, C. C. Loy
    in IEEE/CVF International Conference on Computer Vision (ICCV 2025)
    arXiv Project Page
  • F-LMM: Grounding Frozen Large Multimodal Models for Open-Vocabulary Reasoning
    S. Wu, S. Jin, W. Zhang, L. Xu, Wendi Liu, W. Li, C. C. Loy
    in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025)
    arXiv Project Page
  • Geometry-Preserving Self-Supervised Pretraining for Vision Transformers
    Wendi Liu, S. Wu, Z. Wu, C. C. Loy
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2025)
    arXiv Code
  • SA-LUT: Spatial Adaptive 4D Look-Up Table for Photorealistic Style Transfer
    Z. Gong, Z. Wu, Q. Tao, Wendi Liu, Q. Li, C. C. Loy
    in IEEE/CVF International Conference on Computer Vision (ICCV 2025)
    arXiv Project Page
  • Trans-Adapter: A Plug-and-Play Framework for Transparent Image Synthesis and Inpainting
    Y. Dai, H. Li, Wendi Liu, S. Zhou, C. C. Loy
    in IEEE/CVF International Conference on Computer Vision (ICCV 2025)
    arXiv Project Page

2024

  • Scalable Masked Autoencoding with Dynamic Spatial Tokens
    Wendi Liu, Y. Wang, W. Li, C. C. Loy
    in Advances in Neural Information Processing Systems (NeurIPS 2024)
    arXiv PDF
  • Cross-View Invariant Representations for Embodied Agent Perception
    K. Liao, Wendi Liu, J. Yang, C. C. Loy
    in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024)
    arXiv PDF
  • Contextual Visual Reasoning with Multimodal Foundation Models
    Y. Zang, Wendi Liu, W. Li, J. Han, K. Zhou, C. C. Loy
    International Journal of Computer Vision (IJCV 2024)
    arXiv