Global Aggregation then Local Distribution in Fully Convolutional Networks. - Xiangtai Li; Li Zhang 040; Ansheng You; Maoke Yang; Kuiyuan Yang; Yunhai Tong (BMVC, 2019)

Dual Graph Convolutional Network for Semantic Segmentation. - Li Zhang 040; Xiangtai Li; Anurag Arnab; Kuiyuan Yang; Yunhai Tong; Philip H. S. Torr (BMVC, 2019)

Flow2Seg: Motion-Aided Semantic Segmentation. - Xiangtai Li; Jiangang Bai; Kuiyuan Yang; Yunhai Tong (ICANN (3), 2019)

GFF: Gated Fully Fusion for Semantic Segmentation. - Xiangtai Li; Houlong Zhao; Lei Han; Yunhai Tong; Kuiyuan Yang (CoRR, 2019)

Gated Fully Fusion for Semantic Segmentation. - Xiangtai Li; Houlong Zhao; Lei Han; Yunhai Tong; Shaohua Tan; Kuiyuan Yang (AAAI, 2020)

Improving Semantic Segmentation via Decoupled Body and Edge Supervision. - Xiangtai Li; Xia Li 005; Li Zhang 040; Guangliang Cheng; Jianping Shi; Zhouchen Lin; Shaohua Tan; Yunhai Tong (ECCV (17), 2020)

Semantic Flow for Fast and Accurate Scene Parsing. - Xiangtai Li; Ansheng You; Zhen Zhu 006; Houlong Zhao; Maoke Yang; Kuiyuan Yang; Shaohua Tan; Yunhai Tong (ECCV (1), 2020)

Semantic Flow for Fast and Accurate Scene Parsing. - Xiangtai Li; Ansheng You; Zhen Zhu 006; Houlong Zhao; Maoke Yang; Kuiyuan Yang; Yunhai Tong (CoRR, 2020)

Involution: Inverting the Inherence of Convolution for Visual Recognition. - Duo Li; Jie Hu 019; Changhu Wang; Xiangtai Li; Qi She; Lei Zhu 012; Tong Zhang 001; Qifeng Chen (CVPR, 2021)

PointFlow: Flowing Semantics Through Points for Aerial Image Segmentation. - Xiangtai Li; Hao He; Xia Li 005; Duo Li; Guangliang Cheng; Jianping Shi; Lubin Weng; Yunhai Tong; Zhouchen Lin (CVPR, 2021)

Enhanced Boundary Learning for Glass-like Object Segmentation. - Hao He; Xiangtai Li; Guangliang Cheng; Jianping Shi; Yunhai Tong; Gaofeng Meng; Véronique Prinet; Lubin Weng (ICCV, 2021)

Dynamic Dual Sampling Module For Fine-Grained Semantic Segmentation. - Chen Shi; Xiangtai Li; Yanran Wu; Yunhai Tong; Yi Xu (ICIP, 2021)

Fast and Accurate Scene Parsing via Bi-Direction Alignment Networks. - Yanran Wu; Xiangtai Li; Chen Shi; Yunhai Tong; Yang Hua 001; Tao Song 003; Ruhui Ma; Haibing Guan (ICIP, 2021)

End-to-End Video Object Detection with Spatial-Temporal Transformers. - Lu He; Qianyu Zhou 001; Xiangtai Li; Li Niu 002; Guangliang Cheng; Xiao Li; Wenxuan Liu; Yunhai Tong; Lizhuang Ma; Liqing Zhang 001 (ACM Multimedia, 2021)

BoundarySqueeze: Image Segmentation as Boundary Squeezing. - Hao He; Xiangtai Li; Kuiyuan Yang; Guangliang Cheng; Jianping Shi; Yunhai Tong; Zhengjun Zha; Lubin Weng (CoRR, 2021)

Improving Video Instance Segmentation via Temporal Pyramid Routing. - Xiangtai Li; Hao He; Henghui Ding; Kuiyuan Yang; Guangliang Cheng; Jianping Shi; Yunhai Tong (CoRR, 2021)

Towards Efficient Scene Understanding via Squeeze Reasoning. - Xiangtai Li; Xia Li 005; Ansheng You; Li Zhang 040; Guangliang Cheng; Kuiyuan Yang; Yunhai Tong; Zhouchen Lin (IEEE Trans. Image Process., 2021)

Global Aggregation Then Local Distribution for Scene Parsing. - Xiangtai Li; Li Zhang 040; Guangliang Cheng; Kuiyuan Yang; Yunhai Tong; Xiatian Zhu; Tao Xiang 002 (IEEE Trans. Image Process., 2021)

Video K-Net: A Simple, Strong, and Unified Baseline for Video Segmentation. - Xiangtai Li; Wenwei Zhang; Jiangmiao Pang; Kai Chen 026; Guangliang Cheng; Yunhai Tong; Chen Change Loy (CVPR, 2022)

Panoptic-PartFormer: Learning a Unified Model for Panoptic Part Segmentation. - Xiangtai Li; Shilin Xu 001; Yibo Yang; Guangliang Cheng; Yunhai Tong; Dacheng Tao (ECCV (27), 2022)

Fashionformer: A Simple, Effective and Unified Baseline for Human Fashion Segmentation and Recognition. - Shilin Xu 001; Xiangtai Li; Jingbo Wang 001; Guangliang Cheng; Yunhai Tong; Dacheng Tao (ECCV (37), 2022)

PolyphonicFormer: Unified Query Learning for Depth-Aware Video Panoptic Segmentation. - Haobo Yuan; Xiangtai Li; Yibo Yang; Guangliang Cheng; Jing Zhang 037; Yunhai Tong; Lefei Zhang; Dacheng Tao (ECCV (27), 2022)

Query Learning of Both Thing and Stuff for Panoptic Segmentation. - Shilin Xu 001; Xiangtai Li; Yibo Yang; Hongyang Li; Guangliang Cheng; Yunhai Tong (ICIP, 2022)

Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network? - Yibo Yang; Shixiang Chen; Xiangtai Li; Liang Xie; Zhouchen Lin; Dacheng Tao (NeurIPS, 2022)

Do We Really Need a Learnable Classifier at the End of Deep Neural Network? - Yibo Yang; Liang Xie; Shixiang Chen; Xiangtai Li; Zhouchen Lin; Dacheng Tao (CoRR, 2022)

Multi-Task Learning with Multi-query Transformer for Dense Prediction. - Yangyang Xu; Xiangtai Li; Haobo Yuan; Yibo Yang; Jing Zhang 037; Yunhai Tong; Lefei Zhang; Dacheng Tao (CoRR, 2022)

SFNet: Faster, Accurate, and Domain Agnostic Semantic Segmentation via Semantic Flow. - Xiangtai Li; Jiangning Zhang; Yibo Yang; Guangliang Cheng; Kuiyuan Yang; Yunhai Tong; Dacheng Tao (CoRR, 2022)

Towards Robust Referring Image Segmentation. - Jianzong Wu; Xiangtai Li; Xia Li 005; Henghui Ding; Yunhai Tong; Dacheng Tao (CoRR, 2022)

Panoptic Video Scene Graph Generation. - Jingkang Yang; Wenxuan Peng; Xiangtai Li; Zujin Guo; Liangyu Chen 005; Bo Li 080; Zheng Ma 008; Kaiyang Zhou; Wayne Zhang 001; Chen Change Loy; Ziwei Liu 002 (CVPR, 2023)

Tube-Link: A Flexible Cross Tube Framework for Universal Video Segmentation. - Xiangtai Li; Haobo Yuan; Wenwei Zhang; Guangliang Cheng; Jiangmiao Pang; Chen Change Loy (ICCV, 2023)

Betrayed by Captions: Joint Caption Grounding and Generation for Open Vocabulary Instance Segmentation. - Jianzong Wu; Xiangtai Li; Henghui Ding; Xia Li 005; Guangliang Cheng; Yunhai Tong; Chen Change Loy (ICCV, 2023)

Rethinking Mobile Block for Efficient Attention-based Models. - Jiangning Zhang; Xiangtai Li; Jian Li 062; Liang Liu 007; Zhucun Xue; Boshen Zhang; Zhengkai Jiang 001; Tianxin Huang; Yabiao Wang; Chengjie Wang (ICCV, 2023)

Iterative Robust Visual Grounding with Masked Reference based Centerpoint Supervision. - Menghao Li; Chunlei Wang; Wenquan Feng; Shuchang Lyu; Guangliang Cheng; Xiangtai Li; Binghao Liu; Qi Zhao 001 (ICCV (Workshops), 2023)

Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning. - Yibo Yang; Haobo Yuan; Xiangtai Li; Zhouchen Lin; Philip H. S. Torr; Dacheng Tao (ICLR, 2023)

Explore In-Context Learning for 3D Point Cloud Understanding. - Zhongbin Fang; Xiangtai Li; Xia Li 005; Joachim M. Buhmann; Chen Change Loy; Mengyuan Liu (NeurIPS, 2023)

4D Panoptic Scene Graph Generation. - Jingkang Yang; Jun Cen; Wenxuan Peng; Shuai Liu 002; Fangzhou Hong; Xiangtai Li; Kaiyang Zhou; Qifeng Chen; Ziwei Liu 002 (NeurIPS, 2023)

PanopticPartFormer++: A Unified and Decoupled View for Panoptic Part Segmentation. - Xiangtai Li; Shilin Xu 001; Yibo Yang; Haobo Yuan; Guangliang Cheng; Yunhai Tong; Zhouchen Lin; Dacheng Tao (CoRR, 2023)

Rethinking Mobile Block for Efficient Neural Models. - Jiangning Zhang; Xiangtai Li; Jian Li 062; Liang Liu 007; Zhucun Xue; Boshen Zhang; Zhengkai Jiang 001; Tianxin Huang; Yabiao Wang; Chengjie Wang (CoRR, 2023)

Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation. - Yue Han; Jiangning Zhang; Zhucun Xue; Chao Xu 023; Xintian Shen; Yabiao Wang; Chengjie Wang; Yong Liu 007; Xiangtai Li (CoRR, 2023)

Tube-Link: A Flexible Cross Tube Baseline for Universal Video Segmentation. - Xiangtai Li; Haobo Yuan; Wenwei Zhang; Guangliang Cheng; Jiangmiao Pang; Chen Change Loy (CoRR, 2023)

Change Detection Methods for Remote Sensing in the Last Decade: A Comprehensive Review. - Guangliang Cheng; Yunmeng Huang; Xiangtai Li; Shuchang Lyu; Zhaoyang Xu; Qi Zhao 001; Shiming Xiang (CoRR, 2023)

Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants. - Yibo Yang; Haobo Yuan; Xiangtai Li; Jianlong Wu; Lefei Zhang; Zhouchen Lin; Philip H. S. Torr; Dacheng Tao; Bernard Ghanem (CoRR, 2023)

DST-Det: Simple Dynamic Self-Training for Open-Vocabulary Object Detection. - Shilin Xu 001; Xiangtai Li; Size Wu; Wenwei Zhang; Yining Li; Guangliang Cheng; Yunhai Tong; Kai Chen 026; Chen Change Loy (CoRR, 2023)

Rethinking Evaluation Metrics of Open-Vocabulary Segmentaion. - Hao Zhou 014; Tiancheng Shen; Xu Yang 004; Hai Huang 004; Xiangtai Li; Lu Qi; Ming-Hsuan Yang 001 (CoRR, 2023)

Effective Adapter for Face Recognition in the Wild. - Yunhao Liu 006; Lu Qi; Yu-Ju Tsai; Xiangtai Li; Kelvin C. K. Chan; Ming-Hsuan Yang 001 (CoRR, 2023)

EdgeSAM: Prompt-In-the-Loop Distillation for On-Device Deployment of SAM. - Chong Zhou; Xiangtai Li; Chen Change Loy; Bo Dai 002 (CoRR, 2023)

Exploring Plain ViT Reconstruction for Multi-class Unsupervised Anomaly Detection. - Jiangning Zhang; Xuhai Chen; Yabiao Wang; Chengjie Wang; Yong Liu 007; Xiangtai Li; Ming-Hsuan Yang 001; Dacheng Tao (CoRR, 2023)

Improving Video Instance Segmentation via Temporal Pyramid Routing. - Xiangtai Li; Hao He; Yibo Yang; Henghui Ding; Kuiyuan Yang; Guangliang Cheng; Yunhai Tong; Dacheng Tao (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

TransVOD: End-to-End Video Object Detection With Spatial-Temporal Transformers. - Qianyu Zhou 001; Xiangtai Li; Lu He; Yibo Yang; Guangliang Cheng; Yunhai Tong; Lizhuang Ma; Dacheng Tao (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Convolution-Enhanced Evolving Attention Networks. - Yujing Wang; Yaming Yang 001; Zhuo Li; Jiangang Bai; Mingliang Zhang 004; Xiangtai Li; Jing Yu 007; Ce Zhang 001; Gao Huang 001; Yunhai Tong (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Exploring Self-Supervised Learning for Multi-Modal Remote Sensing Pre-Training via Asymmetric Attention Fusion. - Guozheng Xu; Xue Jiang 001; Xiangtai Li; Ze Zhang; Xingzhao Liu (Remote. Sens., 2023)

You Can't Ignore Either: Unifying Structure and Feature Denoising for Robust Graph Learning. - Tianmeng Yang; Jiahao Meng; Min Zhou 006; Yaming Yang 001; Yujing Wang; Xiangtai Li; Yunhai Tong (CIKM, 2024)

Referring Image Editing: Object-Level Image Editing via Referring Expressions. - Chang Liu 072; Xiangtai Li; Henghui Ding (CVPR, 2024)

OMG-Seg: Is One Model Good Enough for all Segmentation? - Xiangtai Li; Haobo Yuan; Wei Li 044; Henghui Ding; Size Wu; Wenwei Zhang; Yining Li; Kai Chen 026; Chen Change Loy (CVPR, 2024)

RTMO: Towards High-Performance One-Stage Real-Time Multi-Person Pose Estimation. - Peng Lu; Tao Jiang; Yining Li; Xiangtai Li; Kai Chen 026; Wenming Yang (CVPR, 2024)

BA-SAM: Scalable Bias-Mode Attention Mask for Segment Anything Model. - Yiran Song; Qianyu Zhou 001; Xiangtai Li; Deng-Ping Fan; Xuequan Lu; Lizhuang Ma (CVPR, 2024)

Skeleton-in-Context: Unified Skeleton Sequence Modeling with In-Context Learning. - Xinshun Wang; Zhongbin Fang; Xia Li 005; Xiangtai Li; Chen Chen 001; Mengyuan Liu (CVPR, 2024)

Towards Language-Driven Video Inpainting via Multimodal Large Language Models. - Jianzong Wu; Xiangtai Li; Chenyang Si; Shangchen Zhou; Jingkang Yang; Jiangning Zhang; Yining Li; Kai Chen 026; Yunhai Tong; Ziwei Liu 002; Chen Change Loy (CVPR, 2024)

Face-Adapter for Pre-trained Diffusion Models with Fine-Grained ID and Attribute Control. - Yue Han; Junwei Zhu; Keke He; Xu Chen 024; Yanhao Ge; Wei Li 190; Xiangtai Li; Jiangning Zhang; Chengjie Wang; Yong Liu 007 (ECCV (50), 2024)

GenView: Enhancing View Quality with Pretrained Generative Model for Self-Supervised Learning. - Xiaojie Li; Yibo Yang; Xiangtai Li; Jianlong Wu; Yue Yu 001; Bernard Ghanem; Min Zhang 005 (ECCV (68), 2024)

Open-Vocabulary SAM: Segment and Recognize Twenty-Thousand Classes Interactively. - Haobo Yuan; Xiangtai Li; Chong Zhou; Yining Li; Kai Chen 026; Chen Change Loy (ECCV (43), 2024)

Improving Video Segmentation via Dynamic Anchor Queries. - Yikang Zhou; Tao Zhang 042; Shunping Ji; Shuicheng Yan; Xiangtai Li (ECCV (50), 2024)

CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction. - Size Wu; Wenwei Zhang; Lumin Xu; Sheng Jin 007; Xiangtai Li; Wentao Liu 002; Chen Change Loy (ICLR, 2024)

VG4D: Vision-Language Model Goes 4D Video Recognition. - Zhichao Deng; Xiangtai Li; Xia Li 005; Yunhai Tong; Shen Zhao; Mengyuan Liu (ICRA, 2024)

From Multimodal LLM to Human-level AI: Modality, Instruction, Reasoning and Beyond. - Hao Fei 001; Xiangtai Li; Haotian Liu; Fuxiao Liu; Zhuosheng Zhang 001; Hanwang Zhang; Shuicheng Yan (ACM Multimedia, 2024)

DGMamba: Domain Generalization via Generalized State Space Model. - Shaocong Long; Qianyu Zhou 001; Xiangtai Li; Xuequan Lu; Chenhao Ying 001; Yuan Luo 003; Lizhuang Ma; Shuicheng Yan (ACM Multimedia, 2024)

MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection. - Haoyang He; Yuhu Bai; Jiangning Zhang; Qingdong He; Hongxu Chen; Zhenye Gan; Chengjie Wang; Xiangtai Li; Guanzhong Tian; Lei Xie 007 (NeurIPS, 2024)

SemFlow: Binding Semantic Segmentation and Image Synthesis via Rectified Flow. - Chaoyang Wang 003; Xiangtai Li; Lu Qi; Henghui Ding; Yunhai Tong; Ming-Hsuan Yang 001 (NeurIPS, 2024)

MotionBooth: Motion-Aware Customized Text-to-Video Generation. - Jianzong Wu; Xiangtai Li; Yanhong Zeng; Jiangning Zhang; Qianyu Zhou 001; Yining Li; Yunhai Tong; Kai Chen 026 (NeurIPS, 2024)

OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and Understanding. - Tao Zhang 042; Xiangtai Li; Hao Fei 001; Haobo Yuan; Shengqiong Wu; Shunping Ji; Chen Change Loy; Shuicheng Yan (NeurIPS, 2024)

Synergistic Dual Spatial-aware Generation of Image-to-text and Text-to-image. - Yu Zhao 043; Hao Fei 001; Xiangtai Li; Libo Qin 004; Jiayi Ji; Hongyuan Zhu; Meishan Zhang; Min Zhang 005; Jianguo Wei (NeurIPS, 2024)

A Generalist FaceX via Learning Unified Facial Representation. - Yue Han; Jiangning Zhang; Junwei Zhu; Xiangtai Li; Yanhao Ge; Wei Li 190; Chengjie Wang; Yong Liu 007; Xiaoming Liu; Ying Tai (CoRR, 2024)

An Open and Comprehensive Pipeline for Unified Object Grounding and Detection. - Xiangyu Zhao; Yicheng Chen; Shilin Xu 001; Xiangtai Li; Xinjiang Wang; Yining Li; Haian Huang (CoRR, 2024)

RAP-SAM: Towards Real-Time All-Purpose Segment Anything. - Shilin Xu 001; Haobo Yuan; Qingyu Shi; Lu Qi; Jingbo Wang 001; Yibo Yang; Yining Li; Kai Chen 026; Yunhai Tong; Bernard Ghanem; Xiangtai Li; Ming-Hsuan Yang 001 (CoRR, 2024)

OMG-Seg: Is One Model Good Enough For All Segmentation? - Xiangtai Li; Haobo Yuan; Wei Li 190; Henghui Ding; Size Wu; Wenwei Zhang; Yining Li; Kai Chen 026; Chen Change Loy (CoRR, 2024)

Generalizable Entity Grounding via Assistance of Large Language Model. - Lu Qi; Yi-Wen Chen; Lehan Yang; Tiancheng Shen; Xiangtai Li; Weidong Guo; Yu Xu; Ming-Hsuan Yang 001 (CoRR, 2024)

Point Cloud Mamba: Point Cloud Learning via State Space Model. - Tao Zhang 042; Xiangtai Li; Haobo Yuan; Shunping Ji; Shuicheng Yan (CoRR, 2024)

DVIS-DAQ: Improving Video Segmentation via Dynamic Anchor Queries. - Yikang Zhou; Tao Zhang 042; Shunping Ji; Shuicheng Yan; Xiangtai Li (CoRR, 2024)

Learning Feature Inversion for Multi-class Anomaly Detection under General-purpose COCO-AD Benchmark. - Jiangning Zhang; Chengjie Wang; Xiangtai Li; Guanzhong Tian; Zhucun Xue; Yong Liu 007; Guansong Pang; Dacheng Tao (CoRR, 2024)

Point-In-Context: Understanding Point Cloud via In-Context Learning. - Mengyuan Liu; Zhongbin Fang; Xia Li 005; Joachim M. Buhmann; Xiangtai Li; Chen Change Loy (CoRR, 2024)

Adversarial Attacks on Both Face Recognition and Face Anti-spoofing Models. - Fengfan Zhou; Qianyu Zhou 001; Xiangtai Li; Xuequan Lu; Lizhuang Ma; Hefei Ling (CoRR, 2024)

BACON: Bayesian Optimal Condensation Framework for Dataset Distillation. - Zheng Zhou 007; Hongbo Zhao 001; Guangliang Cheng; Xiangtai Li; Shuchang Lyu; Wenquan Feng; Qi Zhao 001 (CoRR, 2024)

MG-LLaVA: Towards Multi-Granularity Visual Instruction Tuning. - Xiangyu Zhao; Xiangtai Li; Haodong Duan; Haian Huang; Yining Li; Kai Chen 026; Hua Yang 001 (CoRR, 2024)

Mamba or RWKV: Exploring High-Quality and High-Efficiency Segment Anything Model. - Haobo Yuan; Xiangtai Li; Lu Qi; Tao Zhang 042; Ming-Hsuan Yang 001; Shuicheng Yan; Chen Change Loy (CoRR, 2024)

LLAVADI: What Matters For Multimodal Large Language Models Distillation. - Shilin Xu 001; Xiangtai Li; Haobo Yuan; Lu Qi; Yunhai Tong; Ming-Hsuan Yang 001 (CoRR, 2024)

MIMAFace: Face Animation via Motion-Identity Modulated Appearance Feature Learning. - Yue Han; Junwei Zhu; Yuxiang Feng; Xiaozhong Ji; Keke He; Xiangtai Li; Zhucun Xue; Yong Liu 007 (CoRR, 2024)

PredFormer: Transformers Are Effective Spatial-Temporal Predictive Learners. - Yujin Tang; Lu Qi; Fei Xie; Xiangtai Li; Chao Ma 004; Ming-Hsuan Yang 001 (CoRR, 2024)

RelationBooth: Towards Relation-Aware Customized Object Generation. - Qingyu Shi; Lu Qi; Jianzong Wu; Jinbin Bai; Jingbo Wang 001; Yunhai Tong; Xiangtai Li; Ming-Hsuan Yang 001 (CoRR, 2024)

DynamicControl: Adaptive Condition Selection for Improved Text-to-Image Generation. - Qingdong He; Jinlong Peng; Pengcheng Xu 008; Boyuan Jiang; Xiaobin Hu; Donghao Luo 001; Yong Liu 007; Yabiao Wang; Chengjie Wang; Xiangtai Li; Jiangning Zhang (CoRR, 2024)

HumanEdit: A High-Quality Human-Rewarded Dataset for Instruction-based Image Editing. - Jinbin Bai; Wei Chow; Ling Yang 006; Xiangtai Li; Juncheng Li 006; Hanwang Zhang; Shuicheng Yan (CoRR, 2024)

EMOv2: Pushing 5M Vision Model Frontier. - Jiangning Zhang; Teng Hu; Haoyang He; Zhucun Xue; Yabiao Wang; Chengjie Wang; Yong Li 008; Xiangtai Li; Dacheng Tao (CoRR, 2024)

ModelNet-O: A large-scale synthetic dataset for occlusion-aware point cloud classification. - Zhongbin Fang; Xia Li 005; Xiangtai Li; Shen Zhao; Mengyuan Liu (Comput. Vis. Image Underst., 2024)

OV-VG: A benchmark for open-vocabulary visual grounding. - Chunlei Wang; Wenquan Feng; Xiangtai Li; Guangliang Cheng; Shuchang Lyu; Binghao Liu; Lijiang Chen; Qi Zhao 001 (Neurocomputing, 2024)

Towards Open Vocabulary Learning: A Survey. - Jianzong Wu; Xiangtai Li; Shilin Xu 001; Haobo Yuan; Henghui Ding; Yibo Yang; Xia Li 005; Jiangning Zhang; Yunhai Tong; Xudong Jiang 001; Bernard Ghanem; Dacheng Tao (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Toward Robust Referring Image Segmentation. - Jianzong Wu; Xiangtai Li; Xia Li 005; Henghui Ding; Yunhai Tong; Dacheng Tao (IEEE Trans. Image Process., 2024)

Sfnet: Faster and Accurate Semantic Segmentation Via Semantic Flow. - Xiangtai Li; Jiangning Zhang; Yibo Yang; Guangliang Cheng; Kuiyuan Yang; Yunhai Tong; Dacheng Tao (Int. J. Comput. Vis., 2024)

Multi-Task Learning With Multi-Query Transformer for Dense Prediction. - Yangyang Xu; Xiangtai Li; Haobo Yuan; Yibo Yang; Lefei Zhang (IEEE Trans. Circuits Syst. Video Technol., 2024)

Change Detection Methods for Remote Sensing in the Last Decade: A Comprehensive Review. - Guangliang Cheng; Yunmeng Huang; Xiangtai Li; Shuchang Lyu; Zhaoyang Xu; Hongbo Zhao 001; Qi Zhao 001; Shiming Xiang (Remote. Sens., 2024)

EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm. - Jiangning Zhang; Xiangtai Li; Yabiao Wang; Chengjie Wang; Yibo Yang; Yong Liu 007; Dacheng Tao (Int. J. Comput. Vis., 2024)

Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation. - Yue Han; Jiangning Zhang; Yabiao Wang; Chengjie Wang; Yong Liu 007; Lu Qi; Ming-Hsuan Yang 001; Xiangtai Li (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Transformer-Based Visual Segmentation: A Survey. - Xiangtai Li; Henghui Ding; Haobo Yuan; Wenwei Zhang; Jiangmiao Pang; Guangliang Cheng; Kai Chen 026; Ziwei Liu 002; Chen Change Loy (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Panoptic-PartFormer++: A Unified and Decoupled View for Panoptic Part Segmentation. - Xiangtai Li; Shilin Xu 001; Yibo Yang; Haobo Yuan; Guangliang Cheng; Yunhai Tong; Zhouchen Lin; Ming-Hsuan Yang 001; Dacheng Tao (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Pair Then Relation: Pair-Net for Panoptic Scene Graph Generation. - Jinghao Wang; Zhengyu Wen; Xiangtai Li; Zujin Guo; Jingkang Yang; Ziwei Liu 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Reason3D: Searching and Reasoning 3D Segmentation via Large Language Model. - Kuan-Chih Huang; Xiangtai Li; Lu Qi; Shuicheng Yan; Ming-Hsuan Yang 001 (3DV, 2025)

PointRWKV: Efficient RWKV-Like Model for Hierarchical Point Cloud Learning. - Qingdong He; Jiangning Zhang; Jinlong Peng; Haoyang He; Xiangtai Li; Yabiao Wang; Chengjie Wang (AAAI, 2025)

Explore In-Context Segmentation via Latent Diffusion Models. - Chaoyang Wang 003; Xiangtai Li; Henghui Ding; Lu Qi; Jiangning Zhang; Yunhai Tong; Chen Change Loy; Shuicheng Yan (AAAI, 2025)

PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space Model. - Hao Yang; Qianyu Zhou 001; Haijia Sun; Xiangtai Li; Fengqi Liu; Xuequan Lu; Lizhuang Ma; Shuicheng Yan (AAAI, 2025)

Point Cloud Mamba: Point Cloud Learning via State Space Model. - Tao Zhang 042; Haobo Yuan; Lu Qi; Jiangning Zhang; Qianyu Zhou 001; Shunping Ji; Shuicheng Yan; Xiangtai Li (AAAI, 2025)

NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results. - Xin Li 082; Yeying Jin; Xin Jin; Zongwei Wu; Bingchen Li; Yufei Wang; Wenhan Yang; Yu Li; Zhibo Chen 001; Bihan Wen; Robby T. Tan; Radu Timofte; et al. (CVPR Workshops, 2025)

Auto Cherry-Picker: Learning from High-quality Generative Data Driven by Language. - Yicheng Chen; Xiangtai Li; Yining Li; Yanhong Zeng; Jianzong Wu; Xiangyu Zhao; Kai Chen 026 (CVPR, 2025)

SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model. - Zhenglin Huang; Jinwei Hu; Xiangtai Li; Yiwei He; Xingyu Zhao 001; Bei Peng 001; Baoyuan Wu; Xiaowei Huang 001; Guangliang Cheng (CVPR, 2025)

DreamRelation: Bridging Customization and Relation Generation. - Qingyu Shi; Lu Qi; Jianzong Wu; Jinbin Bai; Jingbo Wang 001; Yunhai Tong; Xiangtai Li (CVPR, 2025)

Learning 4D Panoptic Scene Graph Generation from Rich 2D Visual Scene. - Shengqiong Wu; Hao Fei 001; Jingkang Yang; Xiangtai Li; Juncheng Li 006; Hanwang Zhang; Tat-Seng Chua (CVPR, 2025)

DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation. - Jianzong Wu; Chao Tang; Jingbo Wang 001; Yanhong Zeng; Xiangtai Li; Yunhai Tong (CVPR, 2025)

Unified Dense Prediction of Video Diffusion. - Lehan Yang; Lu Qi; Xiangtai Li; Sheng Li 001; Varun Jampani; Ming-Hsuan Yang 001 (CVPR, 2025)

Meissonic: Revitalizing Masked Generative Transformers for Efficient High-Resolution Text-to-Image Synthesis. - Jinbin Bai; Tian Ye 001; Wei Chow; Enxin Song; Qing-Guo Chen; Xiangtai Li; Zhen Dong 003; Lei Zhu 003; Shuicheng Yan (ICLR, 2025)

Both Ears Wide Open: Towards Language-Driven Spatial Audio Generation. - Peiwen Sun; Sitong Cheng; Xiangtai Li; Zhen Ye; Huadai Liu; Honggang Zhang 002; Wei Xue 002; Yike Guo (ICLR, 2025)

Towards Semantic Equivalence of Tokenization in Multimodal LLM. - Shengqiong Wu; Hao Fei 001; Xiangtai Li; Jiayi Ji; Hanwang Zhang; Tat-Seng Chua; Shuicheng Yan (ICLR, 2025)

RMP-SAM: Towards Real-Time Multi-Purpose Segment Anything. - Shilin Xu 001; Haobo Yuan; Qingyu Shi; Lu Qi; Jingbo Wang 001; Yibo Yang; Yining Li; Kai Chen 026; Yunhai Tong; Bernard Ghanem; Xiangtai Li; Ming-Hsuan Yang 001 (ICLR, 2025)

RobuRCDet: Enhancing Robustness of Radar-Camera Fusion in Bird's Eye View for 3D Object Detection. - Jingtong Yue; Zhiwei Lin; Xin Lin; Xiaoyu Zhou; Xiangtai Li; Lu Qi; Yongtao Wang; Ming-Hsuan Yang 001 (ICLR, 2025)

Exploring plain ViT features for multi-class unsupervised visual anomaly detection. - Jiangning Zhang; Xuhai Chen; Yabiao Wang; Chengjie Wang; Yong Liu 007; Xiangtai Li; Ming-Hsuan Yang 001; Dacheng Tao (Comput. Vis. Image Underst., 2025)

Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos. - Haobo Yuan; Xiangtai Li; Tao Zhang 042; Zilong Huang; Shilin Xu 001; Shunping Ji; Yunhai Tong; Lu Qi; Jiashi Feng; Ming-Hsuan Yang 001 (CoRR, 2025)

Are They the Same? Exploring Visual Correspondence Shortcomings of Multimodal LLMs. - Yikang Zhou; Tao Zhang 042; Shilin Xu 001; Shihao Chen; Qianyu Zhou 001; Yunhai Tong; Shunping Ji; Jiangning Zhang; Xiangtai Li; Lu Qi (CoRR, 2025)

A Masked Reference Token Supervision-Based Iterative Visual-Language Framework for Robust Visual Grounding. - Chunlei Wang; Wenquan Feng; Shuchang Lyu; Guangliang Cheng; Xiangtai Li; Binghao Liu; Qi Zhao 001 (IEEE Trans. Circuits Syst. Video Technol., 2025)

UMC: Unified Resilient Controller for Legged Robots with Joint Malfunctions. - Yu Qiu; Xin Lin; Jingbo Wang 001; Xiangtai Li; Lu Qi; Ming-Hsuan Yang 001 (CoRR, 2025)

Decouple and Track: Benchmarking and Improving Video Diffusion Transformers for Motion Transfer. - Qingyu Shi; Jianzong Wu; Jinbin Bai; Jiangning Zhang; Lu Qi; Xiangtai Li; Yunhai Tong (CoRR, 2025)

4th PVUW MeViS 3rd Place Report: Sa2VA. - Haobo Yuan; Tao Zhang 042; Xiangtai Li; Lu Qi; Zilong Huang; Shilin Xu 001; Jiashi Feng; Ming-Hsuan Yang 001 (CoRR, 2025)

Generative Classifier for Domain Generalization. - Shaocong Long; Qianyu Zhou 001; Xiangtai Li; Chenhao Ying 001; Yunhai Tong; Lizhuang Ma; Yuan Luo 003; Dacheng Tao (CoRR, 2025)

An Empirical Study of GPT-4o Image Generation Capabilities. - Sixiang Chen; Jinbin Bai; Zhuoran Zhao; Tian Ye 001; Qingyu Shi; Donghao Zhou; Wenhao Chai; Xin Lin; Jianzong Wu; Chao Tang; Shilin Xu 001; Tao Zhang 042; et al. (CoRR, 2025)

The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer. - Weixian Lei; Jiacong Wang; Haochen Wang; Xiangtai Li; Jun Hao Liew; Jiashi Feng; Zilong Huang (CoRR, 2025)

Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding. - Tao Zhang 042; Xiangtai Li; Zilong Huang; Yanwei Li; Weixian Lei; Xueqing Deng; Shihao Chen; Shunping Ji; Jiashi Feng (CoRR, 2025)

PVUW 2025 Challenge Report: Advances in Pixel-level Understanding of Complex Videos in the Wild. - Henghui Ding; Chang Liu 072; Nikhila Ravi; Shuting He; Yunchao Wei; Song Bai 001; Philip Torr 001; Kehuan Song; Xinglin Xie; Kexin Zhang; Licheng Jiao; Lingling Li; et al. (CoRR, 2025)

DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency. - Mengshi Qi; Pengfei Zhu 001; Xiangtai Li; Xiaoyang Bi; Lu Qi; Huadong Ma; Ming-Hsuan Yang 001 (CoRR, 2025)

NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results. - Xin Li 082; Yeying Jin; Xin Jin; Zongwei Wu; Bingchen Li; Yufei Wang; Wenhan Yang; Yu Li; Zhibo Chen 001; Bihan Wen; Robby T. Tan; Radu Timofte; et al. (CoRR, 2025)

OmniAudio: Generating Spatial Audio from 360-Degree Video. - Huadai Liu; Tianyi Luo; Qikai Jiang; Kaicheng Luo; Peiwen Sun; Jialei Wang; Rongjie Huang 001; Qian Chen 003; Wen Wang 001; Xiangtai Li; Shiliang Zhang; Zhijie Yan; et al. (CoRR, 2025)

MosaicFusion: Diffusion Models as Data Augmenters for Large Vocabulary Instance Segmentation. - Jiahao Xie 002; Wei Li 190; Xiangtai Li; Ziwei Liu 002; Yew Soon Ong; Chen Change Loy (Int. J. Comput. Vis., 2025)

Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook. - Muyi Bao; Shuchang Lyu; Zhaoyang Xu; Huiyu Zhou 001; Jinchang Ren; Shiming Xiang; Xiangtai Li; Guangliang Cheng (CoRR, 2025)

On Path to Multimodal Generalist: General-Level and General-Bench. - Hao Fei 001; Yuan Zhou 016; Juncheng Li 006; Xiangtai Li; Qingshan Xu 001; Bobo Li; Shengqiong Wu; Yaoting Wang; Junbao Zhou; Jiahao Meng; Qingyu Shi; Zhiyuan Zhou; et al. (CoRR, 2025)

BusterX: MLLM-Powered AI-Generated Video Forgery Detection and Explanation. - Haiquan Wen; Yiwei He; Zhenglin Huang; Tianxiao Li; Zihan Yu; Xingru Huang; Lu Qi; Baoyuan Wu; Xiangtai Li; Guangliang Cheng (CoRR, 2025)

Conditional Panoramic Image Generation via Masked Autoregressive Modeling. - Chaoyang Wang 003; Xiangtai Li; Lu Qi; Xiaofan Lin; Jinbin Bai; Qianyu Zhou 001; Yunhai Tong (CoRR, 2025)

So-Fake: Benchmarking and Explaining Social Media Image Forgery Detection. - Zhenglin Huang; Tianxiao Li; Xiangtai Li; Haiquan Wen; Yiwei He; Jiangning Zhang; Hao Fei 001; Xi Yang 008; Xiaowei Huang 001; Bei Peng 001; Guangliang Cheng (CoRR, 2025)

DiffDecompose: Layer-Wise Decomposition of Alpha-Composited Images via Diffusion Transformers. - Zitong Wang; Hang Zhao; Qianyu Zhou 001; Xuequan Lu; Xiangtai Li; Yiren Song (CoRR, 2025)

Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model. - Qingyu Shi; Jinbin Bai; Zhuoran Zhao; Wenhao Chai; Kaidong Yu; Jianzong Wu; Shuangyong Song; Yunhai Tong; Xiangtai Li; Xuelong Li 001; Shuicheng Yan (CoRR, 2025)

PixelThink: Towards Efficient Chain-of-Pixel Reasoning. - Song Wang; Gongfan Fang; Lingdong Kong; Xiangtai Li; Jianyun Xu; Sheng Yang; Qiang Li; Jianke Zhu; Xinchao Wang (CoRR, 2025)

Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models. - Shilin Xu 001; Yanwei Li; Rui Yang; Tao Zhang 042; Yueyi Sun; Wei Chow; Linfeng Li; Hang Song; Qi Xu; Yunhai Tong; Xiangtai Li; Hao Fei 001 (CoRR, 2025)

DST-Det: Open-Vocabulary Object Detection via Dynamic Self-Training. - Shilin Xu 001; Xiangtai Li; Size Wu; Wenwei Zhang; Yunhai Tong; Chen Change Loy (IEEE Trans. Circuits Syst. Video Technol., 2025)

MERIT: Multilingual Semantic Retrieval with Interleaved Multi-Condition Query. - Wei Chow; Yuan Gao; Linfeng Li; Xian Wang; Qi Xu; Hang Song; Lingdong Kong; Ran Zhou; Yi Zeng; Yidong Cai; Botian Jiang; Shilin Xu 001; et al. (CoRR, 2025)

CyberV: Cybernetics for Test-time Scaling in Video Understanding. - Jiahao Meng; Shuyang Sun; Yue Tan; Lu Qi; Yunhai Tong; Xiangtai Li; Longyin Wen (CoRR, 2025)

AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video Understanding. - Zhucun Xue; Jiangning Zhang; Xurong Xie; Yuxuan Cai; Yong Liu 007; Xiangtai Li; Dacheng Tao (CoRR, 2025)

UltraVideo: High-Quality UHD Video Dataset with Comprehensive Captions. - Zhucun Xue; Jiangning Zhang; Teng Hu; Haoyang He; Yinan Chen; Yuxuan Cai; Yabiao Wang; Chengjie Wang; Yong Liu 007; Xiangtai Li; Dacheng Tao (CoRR, 2025)

Dense360: Dense Understanding from Omnidirectional Panoramas. - Yikang Zhou; Tao Zhang 042; Dizhe Zhang; Shunping Ji; Xiangtai Li; Lu Qi (CoRR, 2025)

Towards Explainable Bilingual Multimodal Misinformation Detection and Localization. - Yiwei He; Xiangtai Li; Zhenglin Huang; Yi Dong; Hao Fei 001; Jiangning Zhang; Baoyuan Wu; Guangliang Cheng (CoRR, 2025)

DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World. - Xiangtai Li; Tao Zhang 042; Yanwei Li; Haobo Yuan; Shihao Chen; Yikang Zhou; Jiahao Meng; Yueyi Sun; Shilin Xu 001; Lu Qi; Tianheng Cheng; Yi Lin; et al. (CoRR, 2025)

Reasoning to Edit: Hypothetical Instruction-Based Image Editing with Visual Reasoning. - Qingdong He; Xueqin Chen; Chaoyi Wang; Yanjie Pan; Xiaobin Hu; Zhenye Gan; Yabiao Wang; Chengjie Wang; Xiangtai Li; Jiangning Zhang (CoRR, 2025)

Traceable Evidence Enhanced Visual Grounded Reasoning: Evaluation and Methodology. - Haochen Wang; Xiangtai Li; Zilong Huang; Anran Wang 001; Jiacong Wang; Tao Zhang 042; Jiani Zheng; Sule Bai; Zijian Kang; Jiashi Feng; Zhuochen Wang; Zhaoxiang Zhang 001 (CoRR, 2025)

Bridge Feature Matching and Cross-Modal Alignment with Mutual-filtering for Zero-shot Anomaly Detection. - Yuhu Bai; Jiangning Zhang; Yunkang Cao; Guangyuan Lu; Qingdong He; Xiangtai Li; Guanzhong Tian (CoRR, 2025)

Human-in-Context: Unified Cross-Domain 3D Human Motion Modeling via In-Context Learning. - Mengyuan Liu; Xinshun Wang; Zhongbin Fang; Deheng Ye; Xia Li 005; Tao Tang; Songtao Wu; Xiangtai Li; Ming-Hsuan Yang 001 (CoRR, 2025)

VimoRAG: Video-based Retrieval-augmented 3D Motion Generation for Motion Language Models. - Haidong Xu; Guangwei Xu; Zhedong Zheng; Xiatian Zhu; Wei Ji 008; Xiangtai Li; Ruijie Guo; Meishan Zhang; Min Zhang 005; Hao Fei 001 (CoRR, 2025)

Rethinking Evaluation Metrics of Open-Vocabulary Segmentation. - Hao Zhou 014; Lu Qi; Tiancheng Shen; Hai Huang 004; Xu Yang 004; Xiangtai Li; Ming-Hsuan Yang 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)