I am a fourth-year ELLIS Ph.D. candidate at VISLAB, University of Amsterdam (UvA), the Netherlands. I am fortunate to be supervised by Prof. Efstratios Gavves and Prof. Jan-Jakob Sonke. I also work closely with Prof. Pan Zhou.

My research aims to develop human-centered machines that augment human capabilities in perception, reasoning, and interaction with the world. To achieve this, I am focusing on the following topics:

• Human-AI Interaction: interactive segmentation, LLM-based multi-agent cooperation

• Efficient Learning: few-shot segmentation, prompt learning, probabilistic modeling

• Foundation Models: multi-modal learning, vision-language models, healthcare application

I'm a sports enthusiast with a passion for snowboarding and badminton. I also hold a 2nd-degree black belt in Taekwondo. Whether on the slopes, the court, or in training, I love pushing my limits and shaping my skills.

• CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-agent Cooperation
  Jie Liu, Pan Zhou, Yingjun Du, Ah-Hwee Tan, Cees GM Snoek, Jan-Jakob Sonke, Efstratios Gavves
  International Conference on Learning Representations (ICLR), 2025
  [Paper] [Code]
• 

  CPlot: Click Prompt Learning with Optimal Transport for Interactive Segmentation
  Jie Liu, Haochen Wang, Wenzhe Yin, Jan-Jakob Sonke, Efstratios Gavves
  European Conference on Computer Vision (ECCV), 2024
  [Paper] [Code]
• 

  Dynamic Prototype Adaptation with Distillation for Few-shot Point Cloud Segmentation
  Jie Liu, Wenzhe Yin, Haochen Wang, Yunlu Chen, Jan-Jakob Sonke, Efstratios Gavves
  International Conference on 3D Vision (3DV), 2024
  [Paper] [Code]
• 

  Few-shot Semantic Segmentation with Support-Induced Graph Convolutional Network
  Jie Liu, Yanqi Bao, Haochen Wang, Wenzhe Yin, Jan-Jakob Sonke, Efstratios Gavves
  British Machine Vision Conference (BMVC), 2022
  [Paper] [Code]
• 

  Dynamic Prototype Convolution Network for Few-shot Semantic Segmentation
  Jie Liu, Yanqi Bao, Guosen Xie, Huan Xiong, Jan-Jakob Sonke, E Gavves
  Conference on Computer Vision and Pattern Recognition (CVPR), 2022
  [Paper] [Code]
• 

  Domain Adaptation with Cauchy-Schwarz Divergence
  Wenzhe Yin, Shujian Yu, Yicong Lin, Jie Liu, Jan-Jakob Sonke, Efstratios Gavves
  Conference on Uncertainty in Artificial Intelligence (UAI), 2024
  [Paper] [Code]
• 

  PiClick: Picking the Desired Mask in Click-based Interactive Segmentation
  Cilin Yan, Haochen Wang, Jie Liu, Xiaolong Jiang, Yao Hu, Xu Tang, Guoliang Kang, Efstratios Gavves
  IEEE Transactions on Multimedia (TMM), 2023
  [Paper] [Code]
• 

  Dynamic Transformer for Few-shot Instance Segmentation
  Haochen Wang, Jie Liu, Yongtuo Liu, Subhransu Maji, Jan-Jakob Sonke, Efstratios Gavves
  Proceedings of the 30th ACM International Conference on Multimedia (ACM MM), 2022
  [Paper] [Code]
• 

  Scale-aware Graph Neural Network for Few-shot Semantic Segmentation
  Guo-senXie*, Jie Liu*, HuanXiong, LingShao
  Conference on Computer Vision and Pattern Recognition (CVPR), 2021
  [Paper] [Code]