2026 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 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 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 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 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 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 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 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 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 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 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 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 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 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 PDF 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 PDF 2023 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 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 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 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 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 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 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 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 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