Huazhong University of Science and Technology（华中科技大学）

Demystify Transformers & Convolutions in Modern Image Deep Networks

Xiaowei Hu, Min Shi, Weiyun Wang, Sitong Wu, Linjie Xing, Wenhai Wang, Xizhou Zhu, Lewei Lu, Jie Zhou, Xiaogang Wang, Yu Qiao, Jifeng Dai

机构 * South China University of Technology（南方科技大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Huazhong University of Science and Technology（华中科技大学） ； Fudan University（复旦大学） ； The Chinese University of Hong Kong（香港中文大学） ； Tsinghua University（清华大学） ； SenseTime Research（商汤科技研究院） 纠错

Comments This paper was accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI). All models and codes used in this study are publicly available at https://github.com/OpenGVLab/STM-Evaluation

Journal ref IEEE Trans Pattern Anal Mach Intell, 47, 2025, pp. 2416-2428

FedWSIDD: Federated Whole Slide Image Classification via Dataset Distillation

Haolong Jin, Shenglin Liu, Cong Cong, Qingmin Feng, Yongzhi Liu, Lina Huang, Yingzi Hu

机构 * Union Hospital, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院附属同济医院） ； Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University（澳大利亚健康创新研究所健康信息中心，麦觉大学） 纠错

Comments MICCAI 2025

3D Vision-tactile Reconstruction from Infrared and Visible Images for Robotic Fine-grained Tactile Perception

Yuankai Lin, Xiaofan Lu, Jiahui Chen, Hua Yang

机构 * State Key Laboratory of Digital Manufacturing Equipment and Technology, School of Mechanical Science and Engineering, Huazhong University of Science and Technology（数字制造装备与技术国家重点实验室，机械科学与工程学院，华中科技大学） 纠错

Break Stylistic Sophon: Are We Really Meant to Confine the Imagination in Style Transfer?

Gary Song Yan, Yusen Zhang, Jinyu Zhao, Hao Zhang, Zhangping Yang, Guanye Xiong, Yanfei Liu, Tao Zhang, Yujie He, Siyuan Tian, Yao Gou, Min Li

机构 * ISAI Lab（ISAI实验室） ； Xi’an Institute of High-tech（西安高新技术研究院） ； Department of Basic Courses（基础课程部） ； Department of Computer Science（计算机科学部） ； Huazhong University of Science and Technology（华中科技大学） ； College of Science（科学学院） ； National University of Defence Technology（国防科技大学） ； Intelligent Game and Decision Lab（智能游戏与决策实验室） 纠错

CODESYNC: Synchronizing Large Language Models with Dynamic Code Evolution at Scale

Chenlong Wang, Zhaoyang Chu, Zhengxiang Cheng, Xuyi Yang, Kaiyue Qiu, Yao Wan, Zhou Zhao, Xuanhua Shi, Dongping Chen

机构 * National Engineering Research Center for Big Data Technology and Systems（大数据技术与系统国家工程研究中心） ； Services Computing Technology and System Lab（服务计算技术与系统实验室） ； Cluster and Grid Computing Lab（集群与网格计算实验室） ； School of Computer Science and Technology（计算机科学与技术学院） ； Huazhong University of Science and Technology（华中科技大学） ； Wuhuan University（吴奂大学） ； Zhejiang University（浙江大学） 纠错

Journal ref International Conference of Machine Learning, 2025

SASep: Saliency-Aware Structured Separation of Geometry and Feature for Open Set Learning on Point Clouds

Jinfeng Xu, Xianzhi Li, Yuan Tang, Xu Han, Qiao Yu, Yixue Hao, Long Hu, Min Chen

机构 * Huazhong University of Science and Technology（华中科技大学） ； Guangdong Intelligent Robotics Institute（广东智能机器人研究院） ； South China University of Technology（华南理工大学） ； Pazhou Laboratory（琶洲实验室） 纠错

Comments 10 pages, conference

Magnetoencephalography (MEG) Based Non-Invasive Chinese Speech Decoding

Zhihong Jia, Hongbin Wang, Yuanzhong Shen, Feng Hu, Jiayu An, Kai Shu, Dongrui Wu

机构 * Ministry of Education Key Laboratory of Image Processing and Intelligent Control（教育部图像处理与智能控制重点实验室） ； School of Artificial Intelligence and Automation（人工智能与自动化学院） ； Huazhong University of Science and Technology（华中科技大学） ； Department of Neurosurgery（神经外科科） ； Tongji Hospital（同济医院） ； Tongji Medical College（同济医学院） 纠错

CLEAN-MI: A Scalable and Efficient Pipeline for Constructing High-Quality Neurodata in Motor Imagery Paradigm

Dingkun Liu, Zhu Chen, Dongrui Wu

机构 * Ministry of Education Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（教育部长图像处理与智能控制重点实验室，人工智能与自动化学院，华中科技大学） ； Zhongguancun Academy（中关村学院） 纠错

Comments 10 pages, 6 figures

MANBench: Is Your Multimodal Model Smarter than Human?

Han Zhou, Qitong Xu, Yiheng Dong, Xin Yang

机构 * School of Electronic Information and Communications, Huazhong University of Science and Technology（电子信息与通讯学院，华中科技大学） ； School of Basic Medicine, Huazhong University of Science and Technology（基础医学院，华中科技大学） 纠错

Comments Multimodal Benchmark, Project Url: https://github.com/micdz/MANBench, ACL2025 Findings

Targeted control of fast prototyping through domain-specific interface

Yu-Zhe Shi, Mingchen Liu, Hanlu Ma, Qiao Xu, Huamin Qu, Kun He, Lecheng Ruan, Qining Wang

机构 * Department of Advanced Manufacturing and Robotics, College of Engineering, Peking University, Beijing, China（工程学院先进制造与机器人系，北京大学） ； Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong SAR（计算机科学与工程系，香港科学与技术大学） ； School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China（计算机科学与技术学院，华中科技大学） ； Division of Emerging Interdisciplinary Areas, The Hong Kong University of Science and Technology, Hong Kong SAR（新兴交叉学科领域，香港科学与技术大学） 纠错

Comments In International Conference on Machine Learning (ICML'25)

Agentic Robot: A Brain-Inspired Framework for Vision-Language-Action Models in Embodied Agents

Zhejian Yang, Yongchao Chen, Xueyang Zhou, Jiangyue Yan, Dingjie Song, Yinuo Liu, Yuting Li, Yu Zhang, Pan Zhou, Hechang Chen, Lichao Sun

机构 * Jilin University（吉林大学） ； Harvard University（哈佛大学） ； Massachusetts Institute of Technology（麻省理工学院） ； Huazhong University of Science and Technology（华中科技大学） ； Southern University of Science and Technology（南方科技大学） ； Lehigh University（莱斯大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

Comments 20 pages, 8 figures

MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering

Jingqun Tang, Qi Liu, Yongjie Ye, Jinghui Lu, Shu Wei, Chunhui Lin, Wanqing Li, Mohamad Fitri Faiz Bin Mahmood, Hao Feng, Zhen Zhao, Yangfan He, Kuan Lu, Yanjie Wang, Yuliang Liu, Hao Liu, Xiang Bai, Can Huang

机构 * ByteDance Inc.（字节跳动公司） ； Huazhong University of Science and Technology（华中科技大学） ； University of Minnesota（明尼苏达大学） ； Cornell University（康奈尔大学） 纠错

Comments Accepted by ACL 2025 findings

TextSquare: Scaling up Text-Centric Visual Instruction Tuning

Jingqun Tang, Chunhui Lin, Zhen Zhao, Shu Wei, Binghong Wu, Qi Liu, Yangfan He, Kuan Lu, Hao Feng, Yang Li, Siqi Wang, Lei Liao, Wei Shi, Yuliang Liu, Hao Liu, Yuan Xie, Xiang Bai, Can Huang

机构 * ByteDance Inc.（字节跳动公司） ； East China Normal University（东华大学） ； Huazhong University of Science and Technology（华中科技大学） ； University of Minnesota（明尼苏达大学） ； Cornell University（康奈尔大学） 纠错

SeerAttention-R: Sparse Attention Adaptation for Long Reasoning

Yizhao Gao, Shuming Guo, Shijie Cao, Yuqing Xia, Yu Cheng, Lei Wang, Lingxiao Ma, Yutao Sun, Tianzhu Ye, Li Dong, Hayden Kwok-Hay So, Yu Hua, Ting Cao, Fan Yang, Mao Yang

机构 * Microsoft Research（微软研究院） ； The University of Hong Kong（香港大学） ； Huazhong University of Science and Technology（华中科技大学） ； Peking University（北京大学） ； Tsinghua University（清华大学） 纠错

Flow Diverse and Efficient: Learning Momentum Flow Matching via Stochastic Velocity Field Sampling

Zhiyuan Ma, Ruixun Liu, Sixian Liu, Jianjun Li, Bowen Zhou

机构 * Department of Electronic Engineering, Tsinghua University（清华大学电子工程系） ； School of Computer Science and Technology, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院） ； Department of Statistics, University of California, Berkeley（加州大学伯克利分校统计学系） ； School of Computer Science and Technology, Huazhong University of Science and Technology（华中科技大学计算机科学与技术学院） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

MoQAE: Mixed-Precision Quantization for Long-Context LLM Inference via Mixture of Quantization-Aware Experts

Wei Tao, Haocheng Lu, Xiaoyang Qu, Bin Zhang, Kai Lu, Jiguang Wan, Jianzong Wang

机构 * Huazhong University of Science and Technology（华中科技大学） ； Ping An Technology (Shenzhen) Co., Ltd（平安科技（深圳）有限公司） 纠错

Comments Accepted by the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025)

RBA-FE: A Robust Brain-Inspired Audio Feature Extractor for Depression Diagnosis

Yu-Xuan Wu, Ziyan Huang, Bin Hu, Zhi-Hong Guan

机构 * School of Future Technology, South China University of Technology（华南理工大学未来技术学院） ； Pazhou Lab, Guangzhou（广州琶洲实验室） ； School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（华中科技大学人工智能与自动化学院） 纠错

Comments 14 pages

Straight-Line Diffusion Model for Efficient 3D Molecular Generation

Yuyan Ni, Shikun Feng, Haohan Chi, Bowen Zheng, Huan-ang Gao, Wei-Ying Ma, Zhi-Ming Ma, Yanyan Lan

机构 * Academy of Mathematics and Systems Science, Chinese Academy of Sciences（中国科学院数学与系统科学研究院） ； Institute for AI Industry Research (AIR), Tsinghua University（清华大学人工智能产业研究院） ； University of Chinese Academy of Sciences（中国科学院大学） ； Huazhong University of Science and Technology（华中科技大学） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

Visual Text Processing: A Comprehensive Review and Unified Evaluation

Yan Shu, Weichao Zeng, Fangmin Zhao, Zeyu Chen, Zhenhang Li, Xiaomeng Yang, Yu Zhou, Paolo Rota, Xiang Bai, Lianwen Jin, Xu-Cheng Yin, Nicu Sebe

机构 * VCIP & TMCC & DISSec, College of Computer Science, Nankai University（VCIP与TMCC与DISSec，计算机科学学院，南开大学） ； Department of Information Engineering and Computer Science, University of Trento（信息工程与计算机科学系，特伦托大学） ； Institute of Information Engineering, Chinese Academy of Sciences（信息工程研究所，中国科学院） ； School of Cyber Security, University of Chinese Academy of Sciences（网络安全学院，中国科学院大学） ； Department of Electrical and Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） ； School of Software Engineering, Huazhong University of Science and Technology（软件工程学院，华中科技大学） ； School of Electronic and Information Engineering, South China University of Technology（电子与信息工程学院，华南理工大学） 纠错

Deep Learning Reforms Image Matching: A Survey and Outlook

Shihua Zhang, Zizhuo Li, Kaining Zhang, Yifan Lu, Yuxin Deng, Linfeng Tang, Xingyu Jiang, Jiayi Ma

机构 * Electronic Information School, Wuhan University（武汉大学电子信息学院） ； School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（华中科技大学人工智能与自动化学院） 纠错

Hierarchical-Task-Aware Multi-modal Mixture of Incremental LoRA Experts for Embodied Continual Learning

Ziqi Jia, Anmin Wang, Xiaoyang Qu, Xiaowen Yang, Jianzong Wang

机构 * Ping An Technology (Shenzhen) Co., Ltd.（平安科技（深圳）有限公司） ； Tsinghua Shenzhen International Graduate School（清华大学深圳国际研究生院） ； Tsinghua University（清华大学） ； Huazhong University of Science and Technology（华中科技大学） 纠错

Comments Accepted by the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025)

OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning

Ling Fu, Zhebin Kuang, Jiajun Song, Mingxin Huang, Biao Yang, Yuzhe Li, Linghao Zhu, Qidi Luo, Xinyu Wang, Hao Lu, Zhang Li, Guozhi Tang, Bin Shan, Chunhui Lin, Qi Liu, Binghong Wu, Hao Feng, Hao Liu, Can Huang, Jingqun Tang, Wei Chen, Lianwen Jin, Yuliang Liu, Xiang Bai

机构 * Huazhong University of Science and Technology（华中科技大学） ； South China University of Technology（华南理工大学） ； University of Adelaide（阿德莱德大学） ； ByteDance（字节跳动） 纠错

RATE-Nav: Region-Aware Termination Enhancement for Zero-shot Object Navigation with Vision-Language Models

Junjie Li, Nan Zhang, Xiaoyang Qu, Kai Lu, Guokuan Li, Jiguang Wan, Jianzong Wang

机构 * Huazhong University of Science and Technology（华中科技大学） ； Ping An Technology (Shenzhen) Co., Ltd.（平安科技（深圳）有限公司） 纠错

Comments Accepted by the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025)

Uncertainty-Aware Metabolic Stability Prediction with Dual-View Contrastive Learning

Peijin Guo, Minghui Li, Hewen Pan, Bowen Chen, Yang Wu, Zikang Guo, Leo Yu Zhang, Shengshan Hu, Shengqing Hu

机构 * School of Cyber Science and Engineering, Huazhong University of Science and Technology（华中科技大学计算机科学与工程学院） ； School of Software Engineering, Huazhong University of Science and Technology（华中科技大学软件学院） ； School of Information and Communication Technology, Griffith University（格里菲斯大学信息与通信技术学院） ； Union Hospital, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院附属同济医院） 纠错

Comments This manuscript has been accepted for publication at ECML-PKDD 2025. The final version will be published in the conference proceedings

Improving Multi-Vehicle Perception Fusion with Millimeter-Wave Radar Assistance

Zhiqing Luo, Yi Wang, Yingying He, Wei Wang

机构 * Huazhong University of Science and Technology（华中科技大学） 纠错

Comments to appear in IEEE INFOCOM 2025

Image Restoration Learning via Noisy Supervision in the Fourier Domain

Haosen Liu, Jiahao Liu, Shan Tan, Edmund Y. Lam

机构 * Department of Electrical and Electronic Engineering, The University of Hong Kong（香港大学电子与电气工程系） ； Key Laboratory of Image Processing and Intelligent Control, Ministry of Education（教育部图像处理与智能控制重点实验室；华中科技大学人工智能与自动化学院） ； School of Artificial Intelligence and Automation, Huazhong University of Science and Technology 纠错

SEED: A Benchmark Dataset for Sequential Facial Attribute Editing with Diffusion Models

Yule Zhu, Ping Liu, Zhedong Zheng, Wei Liu

机构 * Huazhong University of Science and Technology（华中科技大学） ； University of Nevada Reno（内华达大学拉森分校） ； University of Macau（澳门大学） 纠错

ELO-Rated Sequence Rewards: Advancing Reinforcement Learning Models

Qi Ju, Falin Hei, Zhemei Fang, Yunfeng Luo

机构 * School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（人工智能与自动化学院，华中科技大学） 纠错

BAGNet: A Boundary-Aware Graph Attention Network for 3D Point Cloud Semantic Segmentation

Wei Tao, Xiaoyang Qu, Kai Lu, Jiguang Wan, Shenglin He, Jianzong Wang

机构 * Ping An Technology (Shenzhen) Co., Ltd.（平安科技（深圳）有限公司） ； Huazhong University of Science and Technology（华中科技大学） 纠错

Comments Accepted by the 2025 International Joint Conference on Neural Networks (IJCNN 2025)

SEAR: A Multimodal Dataset for Analyzing AR-LLM-Driven Social Engineering Behaviors

Tianlong Yu, Chenghang Ye, Zheyu Yang, Ziyi Zhou, Cui Tang, Zui Tao, Jun Zhang, Kailong Wang, Liting Zhou, Yang Yang, Ting Bi

机构 * Huazhong University of Science and Technology（华中科技大学） ； Hubei University（湖北大学） ； Dublin City University（都柏林城市大学） 纠错