Publications

2026

1. ICML

   DiffStyle3D: Consistent 3D Gaussian Stylization via Attention Optimization

   Yitong Yang, Xuexin Liu, Yinglin Wang, Jing Wang, Hao Dou, Changshuo Wang, and Shuting He

   In International Conference on Machine Learning (ICML), 2026

   PDF
2. ICML

   TopAdapter: Topology-Aware Prompt Tuning for Efficient Point Cloud Understanding

   Changshuo Wang, Shuting He, Xiang Fang, Weijun Li, Yixian Shen, Mingkun Xu, Zhongtian Sun, and Prayag Tiwari

   In International Conference on Machine Learning (ICML), 2026
3. ICML

   From Coarse to Fine: Deep Prototype Refinement Network for Few-Shot Point Cloud Semantic Segmentation

   Changshuo Wang, Shuting He, Xiang Fang, Weijun Li, Xingyu Gao, Zhonghang Liu, Prayag Tiwari, and Dimitrios Kanoulas

   In International Conference on Machine Learning (ICML), 2026
4. CVPR

   SplitFlux: Learning to Decouple Content and Style from a Single Image

   Yitong Yang, Yinglin Wang, Changshuo Wang, Yongjun Zhang, Ziyang Chen, and Shuting He

   In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026

   Corresponding author

   PDF
5. TIFS

   Transferable Adversarial Attack on Referring Video Object Segmentation

   Meiwen Ding, Song Xia, Yi Yu, Shuting He, and Xudong Jiang

   IEEE Transactions on Information Forensics and Security (TIFS), 2026

   PDF
6. ICLR

   Quadratic Direct Forecast for Training Multi-Step Time-Series Forecast Models

   Hao Wang, Licheng Pan, Yuan Lu, Zhichao Chen, Tianqiao Liu, Shuting He, Zhixuan Chu, Qingsong Wen, Haoxuan Li, and Zhouchen Lin

   In International Conference on Learning Representations (ICLR), 2026

   PDF Code
7. ICLR

   DistDF: Time-Series Forecasting Needs Joint-Distribution Wasserstein Alignment

   Hao Wang, Licheng Pan, Yuan Lu, Zhixuan Chu, Xiaoxi Li, Shuting He, Zhichao Chen, Haoxuan Li, Qingsong Wen, and Zhouchen Lin

   In International Conference on Learning Representations (ICLR), 2026

   PDF Code
8. AAAI

   FantasyStyle: Controllable Stylized Distillation for 3D Gaussian Splatting

   Yitong Yang, Yinglin Wang, Changshuo Wang, Huajie Wang, and Shuting He

   In AAAI Conference on Artificial Intelligence (AAAI), 2026

   Corresponding author

   PDF Code
9. IJCV

   GREx: Generalized Referring Expression Segmentation, Comprehension, and Generation

   Henghui Ding, Chang Liu, Shuting He, Xudong Jiang, and Yu-Gang Jiang

   International Journal of Computer Vision (IJCV), 2026

   Corresponding author

   PDF

2025

1. TPAMI

   MeViS: A Multi-Modal Dataset for Referring Motion Expression Video Segmentation

   Henghui Ding, Chang Liu, Shuting He, Kaining Ying, Xudong Jiang, Chen Change Loy, and Yu-Gang Jiang

   IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025

   Corresponding author

   PDF Code
2. ICML

   ReferSplat: Referring Segmentation in 3D Gaussian Splatting

   Shuting He, Guangquan Jie, Changshuo Wang, Yun Zhou, Shuming Hu, Guanbin Li, and Henghui Ding

   In International Conference on Machine Learning ( ICML ), 2025

   Oral, Acceptance Rate 1.0%

   PDF Code
3. NeurIPS

   Reasoning Beyond Points: A Visual Introspective Approach for Few-Shot 3D Segmentation

   Changshuo Wang, Shuting He, Xiang Fang, Zhijian Hu, Jia-Hong Huang, Yixian Shen, and Prayag Tiwari

   In Annual Conference on Neural Information Processing Systems ( NeurIPS ), 2025

   PDF Code
4. NeurIPS

   Iterative Missing Data Imputation with Model Form Adaptation and Non-Missing Feature Supervision

   Hao Wang, Zhengnan Li, Zhichao Chen, Xu Chen, Shuting He, Guangyi Liu, Haoxuan Li, and Zhouchen Lin

   In Annual Conference on Neural Information Processing Systems ( NeurIPS ), 2025

   PDF Code
5. ACM MM

   Prompt-Softbox-Prompt: A Free-Text Embedding Control for Image Editing

   Yitong Yang, Yinglin Wang, Tian Zhang, Jing Wang, and Shuting He

   In ACM International Conference on Multimedia ( ACM MM ), 2025

   Corresponding author

   PDF Code
6. ACM MM

   Seeing the Overlooked: Bio-Visual Inspired Weak Saliency Feedback Transformer for Person Re-identification

   Changshuo Wang, Shuting He, Xiang Fang, Fangzhe Nan, and Prayag Tiwari

   In ACM International Conference on Multimedia ( ACM MM ), 2025

   PDF
7. ACM MM

   HRSeg: High-Resolution Visual Perception and Enhancement for Reasoning Segmentation

   Weihuang Lin, Yiwei Ma, Xiaoshuai Sun, Shuting He, Jiayi Ji, Liujuan Cao, and Rongrong Ji

   In ACM International Conference on Multimedia ( ACM MM ), 2025

   PDF
8. ICCV

   GroundFlow: A Plug-in Module for Temporal Reasoning on 3D Point Cloud Sequential Grounding

   Zijun Lin, Shuting He, Cheston Tan, and Bihan Wen

   In IEEE International Conference on Computer Vision (ICCV), 2025

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9. ICCV

   SCORE: Scene Context Matters in Open-Vocabulary Remote Sensing Instance Segmentation

   Shiqi Huang, Shuting He, Huaiyuan Qin, and Bihan Wen

   In IEEE International Conference on Computer Vision (ICCV), 2025

   Highlight, Acceptance Rate 5.0%

   PDF Code
10. SIGIR

    GlFoMR: A Glance-then-Focus Multimodal Reasoning Framework for Diagram Question Answering Number

    Yaxian Wang, Bifan Wei, Jun Liu, Lingling Zhang, Shuting He, Jun Li, and Qika Lin

    In International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025

    PDF
11. CVPR

    Point Clouds Meets Physics: Dynamic Acoustic Field Fitting Network for Point Cloud Understanding

    Changshuo Wang, Shuting He, Xiang Fang, Jiawei Han, Zhonghang Liu, Xin Ning, Weijun Li, and Prayag Tiwari

    In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2025

    PDF
12. AAAI

    ZoRI: Towards Discriminative Zero-Shot Remote Sensing Instance Segmentation

    Shiqi Huang, Shuting He, and Bihan Wen

    In AAAI Conference on Artificial Intelligence (AAAI), 2025

    PDF Code
13. AAAI

    Taylor Series-Inspired Local Structure Fitting Network for Few-shot Point Cloud Semantic Segmentation

    Changshuo Wang, Shuting He, Xiang Fang, Meiqing Wu, Siew Kei Lam, and Prayag Tiwari

    In AAAI Conference on Artificial Intelligence (AAAI), 2025

    PDF Code
14. AAAI

    Hierarchical Alignment-enhanced Adaptive Grounding Network for Generalized Referring Expression Comprehension

    Yaxian Wang, Henghui Ding, Shuting He, Xudong Jiang, Bifan Wei, and Jun Liu

    In AAAI Conference on Artificial Intelligence (AAAI), 2025

    PDF
15. CVPRW

    PVUW 2025 Challenge Report: Advances in Pixel-level Understanding of Complex Videos in the Wild

    Henghui Ding, Chang Liu, Nikhila Ravi, Shuting He, Yunchao Wei, Song Bai, and Philip Torr

    In IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2025

    PDF
16. TIFS

    Looking Clearer with Text: A Hierarchical Context Blending Network for Occluded Person Re-Identification

    Changshuo Wang, Shuting He, Meiqing Wu, Siew-Kei Lam, Prayag Tiwari, and Xingyu Gao

    IEEE Transactions on Information Forensics and Security (TIFS), 2025

    PDF

2024

1. CVPR

   Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation

   Shuting He and Henghui Ding

   In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024

   PDF Code
2. ECCV

   SegPoint: Segment Any Point Cloud via Large Language Model

   Shuting He and Henghui Ding

   In European Conference on Computer Vision ( ECCV ), 2024

   PDF Code
3. ACM MM

   RefMask3D: Language-Guided Transformer for 3D Referring Segmentation

   Shuting He and Henghui Ding

   In ACM International Conference on Multimedia ( ACM MM ), 2024

   PDF Code
4. CVPR

   Context-Aware Integration of Language and Visual References for Natural Language Tracking

   Yanyan Shao, Shuting He, Qi Ye, Yuchao Feng, Wenhan Luo, and Jiming Chen

   In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024

   PDF Code
5. ACM MM

   Dual-head Genre-instance Transformer Network for Arbitrary Style Transfer

   Meichen Liu, Shuting He, Songnan Lin, and Bihan Wen

   In ACM International Conference on Multimedia ( ACM MM ), 2024

   PDF
6. ECCVW

   1st Place Solution to VISDA-2020: Bias Elimination for Domain Adaptive Pedestrian Re-Identification

   Jianyang Gu, Hao Luo, Weihua Chen, Yiqi Jiang, Yuqi Zhang, Shuting He, Fan Wang, Hao Li, and Wei Jiang

   In European Conference on Computer Vision Workshops (ECCVW), 2024

   PDF Code
7. TIP

   VGSG: Vision-Guided Semantic-Group Network for Text-based Person Search

   Shuting He, Hao Luo, Wei Jiang, Xudong Jiang, and Henghui Ding

   IEEE Transactions on Image Processing (TIP), 2024

   PDF
8. TIFS

   Region Generation and Assessment Network for Occluded Person Re-Identification

   Shuting He, Weihua Chen, Kai Wang, Hao Luo, Fan Wang, Wei Jiang, and Henghui Ding

   IEEE Transactions on Information Forensics and Security (TIFS), 2024

   PDF
9. RS

   Leveraging Mixed Data Sources for Enhanced Road Segmentation in Synthetic Aperture Radar Images

   Tian Lan, Shuting He, Yuanyuan Qing, and Bihan Wen

   Remote Sensing (RS), 2024

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2023

1. CVPR

   Primitive Generation and Semantic-related Alignment for Universal Zero-Shot Segmentation

   Shuting He, Henghui Ding, and Wei Jiang

   In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023

   PDF Code
2. CVPR

   Semantic-Promoted Debiasing and Background Disambiguation for Zero-Shot Instance Segmentation

   Shuting He, Henghui Ding, and Wei Jiang

   In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023

   PDF
3. ICCV

   MOSE: A New Dataset for Video Object Segmentation in Complex Scenes

   Henghui Ding, Chang Liu, Shuting He, Xudong Jiang, Philip H. S. Torr, and Song Bai

   In IEEE International Conference on Computer Vision (ICCV), 2023

   PDF Code
4. ICCV

   MeViS: A Large-scale Benchmark for Video Segmentation with Motion Expressions

   Henghui Ding, Chang Liu, Shuting He, Xudong Jiang, and Chen Change Loy

   In IEEE International Conference on Computer Vision (ICCV), 2023

   PDF Code
5. TIP

   Prototype Adaption and Projection for Few- and Zero-shot 3D Point Cloud Semantic Segmentation

   Shuting He, Xudong Jiang, Wei Jiang, and Henghui Ding

   IEEE Transactions on Image Processing (TIP), 2023

   PDF Code

2022

1. T-ITS

   Transformer-Based Domain-Specific Representation for Unsupervised Domain Adaptive Vehicle Re-Identification

   Ran Wei, Jianyang Gu, Shuting He, and Wei Jiang

   IEEE Transactions on Intelligent Transportation Systems (T-ITS), 2022

   PDF

2021

1. ICCV

   TransReID: Transformer-based Object Re-Identification

   Shuting He, Hao Luo, Pichao Wang, Fan Wang, Hao Li, and Wei Jiang

   In IEEE International Conference on Computer Vision (ICCV), 2021

   PDF Code
2. CVPRW

   An Empirical Study of Vehicle Re-Identification on the AI City Challenge

   Hao Luo, Weihua Chen, Xianzhe Xu, Jianyang Gu, Yuqi Zhang, Chong Liu, Yiqi Jiang, Shuting He, and Fan Wang

   In IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2021

   PDF Code

2020

1. CVPRW

   Multi-domain Learning and Identity Mining for Vehicle Re-Identification

   Shuting He, Hao Luo, Weihua Chen, Miao Zhang, Yuqi Zhang, Fan Wang, Hao Li, and Wei Jiang

   In IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020

   PDF Code