The Design Research of Smart Product-Service System Oriented to User Experience. - Sirui Chen; Yutian Xiao; Tianhe Ren; Jinling Chen; Chenxi Huang 001 (CASE, 2020)

Urban Traffic Signal Control Based on Multiobjective Joint Optimization. - Yongrong Wu; Yijie Zhou; Yanming Feng; Yutian Xiao; Shaojie He; Junsheng Zhou; Tianhe Ren; Jinling Chen; Mingsong Chen 003; Jianbing Xiahou; Fan Lin; Chao Huang (Sci. Program., 2020)

TRAR: Routing the Attention Spans in Transformer for Visual Question Answering. - Yiyi Zhou; Tianhe Ren; Chaoyang Zhu; Xiaoshuai Sun; Jianzhuang Liu; Xinghao Ding; Mingliang Xu 001; Rongrong Ji (ICCV, 2021)

An Improved R-Index Model for Terrain Visibility Analysis for Landslide Monitoring with InSAR. - Tianhe Ren; Wenping Gong; Victor Mwango Bowa; Huiming Tang; Jun Chen 019; Fumeng Zhao (Remote. Sens., 2021)

Make Sharpness-Aware Minimization Stronger: A Sparsified Perturbation Approach. - Peng Mi; Li Shen 008; Tianhe Ren; Yiyi Zhou; Xiaoshuai Sun; Rongrong Ji; Dacheng Tao (NeurIPS, 2022)

Exploring Vision Transformers as Diffusion Learners. - He Cao; Jianan Wang; Tianhe Ren; Xianbiao Qi; Yihao Chen; Yuan Yao; Lei Zhang 001 (CoRR, 2022)

An Interpretation Approach of Ascending-Descending SAR Data for Landslide Identification. - Tianhe Ren; Wenping Gong; Liang Gao; Fumeng Zhao; Cheng Zhang (Remote. Sens., 2022)

You Only Segment Once: Towards Real-Time Panoptic Segmentation. - Jie Hu 018; Linyan Huang; Tianhe Ren; Shengchuan Zhang; Rongrong Ji; Liujuan Cao (CVPR, 2023)

DFA3D: 3D Deformable Attention For 2D-to-3D Feature Lifting. - Hongyang Li 003; Hao Zhang 097; Zhaoyang Zeng; Shilong Liu; Feng Li 040; Tianhe Ren; Lei Zhang 001 (ICCV, 2023)

Detection Transformer with Stable Matching. - Shilong Liu; Tianhe Ren; Jiayu Chen; Zhaoyang Zeng; Hao Zhang 097; Feng Li 040; Hongyang Li 003; Jun Huang 007; Hang Su 006; Jun Zhu 001; Lei Zhang 001 (ICCV, 2023)

Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models. - Gen Luo; Yiyi Zhou; Tianhe Ren; Shengxin Chen; Xiaoshuai Sun; Rongrong Ji (NeurIPS, 2023)

Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection. - Shilong Liu; Zhaoyang Zeng; Tianhe Ren; Feng Li 040; Hao Zhang 097; Jie Yang; Chunyuan Li; Jianwei Yang; Hang Su 006; Jun Zhu 001; Lei Zhang 001 (CoRR, 2023)

A Strong and Reproducible Object Detector with Only Public Datasets. - Tianhe Ren; Jianwei Yang; Shilong Liu; Ailing Zeng; Feng Li 040; Hao Zhang 097; Hongyang Li 003; Zhaoyang Zeng; Lei Zhang 001 (CoRR, 2023)

detrex: Benchmarking Detection Transformers. - Tianhe Ren; Shilong Liu; Feng Li 040; Hao Zhang 097; Ailing Zeng; Jie Yang; Xingyu Liao; Ding Jia; Hongyang Li 003; He Cao; Jianan Wang; Zhaoyang Zeng; et al. (CoRR, 2023)

Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization Optimizer. - Peng Mi; Li Shen 008; Tianhe Ren; Yiyi Zhou; Tianshuo Xu; Xiaoshuai Sun; Tongliang Liu; Rongrong Ji; Dacheng Tao (CoRR, 2023)

ChatCounselor: A Large Language Models for Mental Health Support. - June M. Liu; Donghao Li; He Cao; Tianhe Ren; Zeyi Liao; Jiamin Wu (CoRR, 2023)

T-Rex: Counting by Visual Prompting. - Qing Jiang; Feng Li 040; Tianhe Ren; Shilong Liu; Zhaoyang Zeng; Kent Yu; Lei Zhang 001 (CoRR, 2023)

LLaVA-Grounding: Grounded Visual Chat with Large Multimodal Models. - Hao Zhang 097; Hongyang Li 003; Feng Li 040; Tianhe Ren; Xueyan Zou; Shilong Liu; Shijia Huang; Jianfeng Gao 001; Lei Zhang 001; Chunyuan Li; Jianwei Yang (CoRR, 2023)

Permafrost Stability Mapping on the Tibetan Plateau by Integrating Time-Series InSAR and the Random Forest Method. - Fumeng Zhao; Wenping Gong; Tianhe Ren; Jun Chen 019; Huiming Tang; Tianzheng Li (Remote. Sens., 2023)

Visual in-Context Prompting. - Feng Li 040; Qing Jiang; Hao Zhang 097; Tianhe Ren; Shilong Liu; Xueyan Zou; Huaizhe Xu; Hongyang Li 003; Jianwei Yang; Chunyuan Li; Lei Zhang 001; Jianfeng Gao 001 (CVPR, 2024)

T-Rex2: Towards Generic Object Detection via Text-Visual Prompt Synergy. - Qing Jiang; Feng Li 040; Zhaoyang Zeng; Tianhe Ren; Shilong Liu; Lei Zhang 001 (ECCV (33), 2024)

TAPTR: Tracking Any Point with Transformers as Detection. - Hongyang Li 003; Hao Zhang 097; Shilong Liu; Zhaoyang Zeng; Tianhe Ren; Feng Li 040; Lei Zhang 001 (ECCV (16), 2024)

LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents. - Shilong Liu; Hao Cheng 002; Haotian Liu; Hao Zhang 097; Feng Li 040; Tianhe Ren; Xueyan Zou; Jianwei Yang; Hang Su 006; Jun Zhu 001; Lei Zhang 001; Jianfeng Gao 001; et al. (ECCV (47), 2024)

Grounding DINO: Marrying DINO with Grounded Pre-training for Open-Set Object Detection. - Shilong Liu; Zhaoyang Zeng; Tianhe Ren; Feng Li 040; Hao Zhang 097; Jie Yang; Qing Jiang; Chunyuan Li; Jianwei Yang; Hang Su 006; Jun Zhu 001; Lei Zhang 001 (ECCV (47), 2024)

APL: Anchor-Based Prompt Learning for One-Stage Weakly Supervised Referring Expression Comprehension. - Yaxin Luo; Jiayi Ji; Xiaofu Chen; Yuxin Zhang; Tianhe Ren; Gen Luo (ECCV (13), 2024)

LLaVA-Grounding: Grounded Visual Chat with Large Multimodal Models. - Hao Zhang 097; Hongyang Li 003; Feng Li 040; Tianhe Ren; Xueyan Zou; Shilong Liu; Shijia Huang; Jianfeng Gao 001; Leizhang; Chunyuan Li; Jainwei Yang (ECCV (43), 2024)

TAPTRv2: Attention-based Position Update Improves Tracking Any Point. - Hongyang Li 003; Hao Zhang 097; Shilong Liu; Zhaoyang Zeng; Feng Li 040; Bohan Li; Tianhe Ren; Lei Zhang 006 (NeurIPS, 2024)

Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks. - Tianhe Ren; Shilong Liu; Ailing Zeng; Jing Lin; Kunchang Li; He Cao; Jiayu Chen; Xinyu Huang; Yukang Chen; Feng Yan; Zhaoyang Zeng; Hao Zhang 097; et al. (CoRR, 2024)

Grounding DINO 1.5: Advance the "Edge" of Open-Set Object Detection. - Tianhe Ren; Qing Jiang; Shilong Liu; Zhaoyang Zeng; Wenlong Liu; Han Gao; Hongjie Huang; Zhengyu Ma; Xiaoke Jiang; Yihao Chen; Yuda Xiong; Hao Zhang 097; et al. (CoRR, 2024)

TAPTRv2: Attention-based Position Update Improves Tracking Any Point. - Hongyang Li 003; Hao Zhang 097; Shilong Liu; Zhaoyang Zeng; Feng Li 040; Tianhe Ren; Bohan Li; Lei Zhang 001 (CoRR, 2024)

DINO-X: A Unified Vision Model for Open-World Object Detection and Understanding. - Tianhe Ren; Yihao Chen; Qing Jiang; Zhaoyang Zeng; Yuda Xiong; Wenlong Liu; Zhengyu Ma; Junyi Shen; Yuan Gao; Xiaoke Jiang; Xingyu Chen; Zhuheng Song; et al. (CoRR, 2024)

ChatRex: Taming Multimodal LLM for Joint Perception and Understanding. - Qing Jiang; Gen Luo; Yuqin Yang; Yuda Xiong; Yihao Chen; Zhaoyang Zeng; Tianhe Ren; Lei Zhang 001 (CoRR, 2024)

TAPTRv3: Spatial and Temporal Context Foster Robust Tracking of Any Point in Long Video. - Jinyuan Qu; Hongyang Li 003; Shilong Liu; Tianhe Ren; Zhaoyang Zeng; Lei Zhang 001 (CoRR, 2024)

Coseismic Landslide Mapping Based on Trans-UNet and Transfer Learning. - Tianhe Ren; Wenping Gong; Jun Chen 019; Liang Gao; Jiahao Wu; Xuyang Xiang (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

Referring to Any Person. - Qing Jiang; Lin Wu; Zhaoyang Zeng; Tianhe Ren; Yuda Xiong; Yihao Chen; Qin Liu; Lei Zhang (CoRR, 2025)

Perceive Anything: Recognize, Explain, Caption, and Segment Anything in Images and Videos. - Weifeng Lin; Xinyu Wei; Ruichuan An; Tianhe Ren; Tingwei Chen; Renrui Zhang; Ziyu Guo; Wentao Zhang 001; Lei Zhang 006; Hongsheng Li 001 (CoRR, 2025)

DBellQuant: Breaking the Bell with Double-Bell Transformation for LLMs Post Training Binarization. - Zijian Ye; Wei Huang 042; Yifei Yu; Tianhe Ren; Zhongrui Wang; Xiaojuan Qi 001 (CoRR, 2025)

MoIL: Momentum Imitation Learning for Efficient Vision-Language Adaptation. - Gen Luo; Yiyi Zhou; Minglang Huang; Tianhe Ren; Xiaoshuai Sun; Rongrong Ji (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

ED-Pose++: Enhanced Explicit Box Detection for Conventional and Interactive Multi-Object Keypoint Detection. - Jie Yang; Ailing Zeng; Tianhe Ren; Shilong Liu; Feng Li 040; Ruimao Zhang; Lei Zhang 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)