Diagram Visual Grounding: Learning to See with Gestalt-Perceptual Attention. - Xin Hu; Lingling Zhang 005; Jun Liu 002; Xinyu Zhang 021; Wenjun Wu; Qianying Wang (IJCAI, 2023)

RPMG-FSS: Robust Prior Mask Guided Few-Shot Semantic Segmentation. - Lingling Zhang 005; Xinyu Zhang 021; Qianying Wang; Wenjun Wu; Xiaojun Chang; Jun Liu 002 (IEEE Trans. Circuits Syst. Video Technol., 2023)

CoG-DQA: Chain-of-Guiding Learning with Large Language Models for Diagram Question Answering. - Shaowei Wang; Lingling Zhang 005; Longji Zhu; Tao Qin 002; Kim-Hui Yap; Xinyu Zhang 021; Jun Liu 002 (CVPR, 2024)

EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding. - Muye Huang; Lai Han; Xinyu Zhang 021; Wenjun Wu; Jie Ma 001; Lingling Zhang 005; Jun Liu 002 (CoRR, 2024)

VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning. - Muye Huang; Lingling Zhang 005; Lai Han; Wenjun Wu; Xinyu Zhang 021; Jun Liu 002 (CoRR, 2024)

DiagramQG: A Dataset for Generating Concept-Focused Questions from Diagrams. - Xinyu Zhang 021; Lingling Zhang 005; Yanrui Wu; Muye Huang; Wenjun Wu; Bo Li; Shaowei Wang; Jun Liu 002 (CoRR, 2024)

Alignment Relation is What You Need for Diagram Parsing. - Xinyu Zhang 021; Lingling Zhang 005; Xin Hu; Jun Liu 002; Shaowei Wang; Qianying Wang (IEEE Trans. Image Process., 2024)

EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding. - Muye Huang; Han Lai; Xinyu Zhang 021; Wenjun Wu; Jie Ma 001; Lingling Zhang 005; Jun Liu 002 (AAAI, 2025)

Alignment-Guided Self-Supervised Learning for Diagram Question Answering. - Shaowei Wang; Lingling Zhang 005; Wenjun Wu; Tao Qin 002; Xinyu Zhang 021; Jun Liu 002 (IEEE Trans. Multim., 2025)

MAPS: A Multi-Agent Framework Based on Big Seven Personality and Socratic Guidance for Multimodal Scientific Problem Solving. - Jian Zhang 087; Zhiyuan Wang; Zhangqi Wang; Xinyu Zhang 021; Fangzhi Xu; Qika Lin; Rui Mao 010; Erik Cambria; Jun Liu 002 (CoRR, 2025)