Publications

The authors with * contributed equally to the work

2025

  1. Visual Reasoning through Tool-supervised Reinforcement Learning
    Qihua Dong, Gozde Sahin, Pei Wang, Zhaowei Cai, and 3 more authors
    CVPR 2026 Findings, 2026
    Internship Work
    Paper
  2. Ref-Adv: Exploring MLLM Visual Reasoning in Referring Expression Tasks
    Qihua Dong, Yang Kuo, Ju Lin, Handong Zhao, and 5 more authors
    Proc. ICLR, 2026
    Paper Code
  3. CoT Referring: Chain-of-Thought Grounding Improve Localization in Referring Expression Tasks
    Qihua Dong, Luis Figueroa, Handong Zhao, Kushal Kafle, and 4 more authors
    arXiv preprint, 2025
    Internship Work
    Paper

2023

  1. Volume-Preserving Registration for 3D Medical Images with Tumors
    Qihua Dong*, Hao Du*, Ying Song, Yan Xu, and 1 more author
    Proc. ICCV, 2023
    Paper Code

2022

  1. Weakly-Supervised Camouflaged Object Detection with Scribble Annotations
    Ruozhen He*, Qihua Dong*, Jiaying Lin, and Rynson W. H. Lau
    Proc. AAAI, 2023
    Paper Code
  2. Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity
    Hao Du*, Qihua Dong*, Yan Xu, and Jing Liao
    IEEE Transactions on Medical Imaging, 2023
    Paper