There is also a "do it" between "want" and "get".
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Yanming Guo (郭延明) Professor – National Key Laboratory of Big Data and Decision Email: guoyanming[at]{nudt.edu.cn} |
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Yanming Guo (郭延明) Professor – National Key Laboratory of Big Data and Decision Email: guoyanming[at]{nudt.edu.cn} |
Yanming Guo is currently a full professor at National Key Laboratory of Big Data and Decision, National University of Defense Technology.He got his PhD at Leiden Institute of Advanced Computer Science (LIACS), Leiden University. He has published 120+ academic papers (60+ CCF-A/B、JCR Q1), with 6300+ google scholar citations. He was selected as World's Top 2% Scientists (2022,2024,2025), the excellent young Scientist fund of Hunan Province (2025), the Outstanding Young Scholar of Changsha (2022), Outstanding Young Scholar of NUDT (2020),and won CICC Technological award second prize (rank 1st, 2025).
His research interests lie in Computer Vision and Deep Learning, including Trustworthy AI (Adversarial Attack, Deepfake, Jailbreaking, and etc), Multimedia information analysis (Cross-modal Retrieval, Visual Question Answering), UAV Remote Sensing, Large Language Model, etc.
Collaborations: I am always seeking highly self-motivated undergraduate, graduate, PhD candidates and postdoctoral researchers for research collaborations in the fields of Computer Vision and Deep Learning. Please feel free to contact me through guoyanming[at]{nudt.edu.cn}.
News: My book 《Deep Learning and Computer Vision Applications（深度学习及计算机视觉应用）》 was published in January 2016, based on my deep learning course at NUDT.
SkillTrojan: Backdoor Attacks on Skill-Based Agent Systems
Yunhao Feng, Yifan Ding, Yingshui Tan, Boren Zheng, Yanming Guo, Xiaolong Li, Kun Zhai, Li Yishan, Wenke Huang
ICML, 2026 (CCF-A).
PAUL: Uncertainty-Guided Partition and Augmentation for Robust Cross-View Geo-Localization under Noisy Correspondence
Zheng Li, Xueyi Zhang, Yanming Guo, Yuxiang Xie, Zhaoyun Ding, Siqi Cai, Haizhou Li, Mingrui Lao
CVPR, 2026 (CCF-A).
Controllable Federated Prompt Learning at Test Time
Rui Zhu, Liang Bai, Yanming Guo, Yirun Ruan, Tianyuan Yu, Zhihe Lu
CVPR, 2026 (CCF-A).
HypHOI: Exploring Hierarchical Hyperbolic Embeddings for Human-Object Interaction Detection
Yixin Guo, Yu Liu, Weimin Wang, Yanming Guo, Qi Jia
CVPR Findings, 2026 (CCF-A).
BackdoorAgent: A Unified Framework for Backdoor Attacks on LLM-based Agents
Yunhao Feng, Yige Li, Yutao Wu, Yingshui Tan, Yanming Guo, Yifan Ding, Kun Zhai, Xingjun Ma, Yu-Gang Jiang
ACL, 2026 (CCF-A).
Rep Deep & Machine Learning: Exemplar-Free Continual Video Action Recognition via Slow-Fast Collaborative Learning
Xueyi Zhang, Chengwei Zhang, Zheng Li, Xiyu Wang, Siqi Cai, Mingrui Lao, Yanming Guo, Huiping Zhuang
AAAI, 2026 (CCF-A).
Learning Geometric-Aware and Weather-Adaptive Semantics in Remote Sensing: Affine Lie Group Enhanced Detector for UAV Road Scenes
Jialang Liu†, Jialei Zhan†, Yanming Guo†*, Taiyong Li, Yimeng Zhao, Jiehua Zhang, Lixing Tang, Yishan Li, Yingmei Wei, Weiwei Cai
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2026 (中科院一区).
Unraveling Domain Styles for Enhanced Cross-Domain Generalization
Zhonghua Yao, Juncheng Lian, Qiang Zhang, Yanming Guo*
Knowledge-Based Systems (KBS), 2026 (中科院一区).
Overcoming Semantic Manifold Deviation for Robust Multimodal Violence Detection with Incomplete Modality
Jianan Zhu, Yanming Guo, Zheng Li, Lai Kang, Yirun Ruan, Mingrui Lao
Expert Systems with Applications(ESWA), 2026 (中科院一区).
GRAIN: Gravity-resistance adaptive framework for identifying influential nodes using multi-order structural diversity
Yirun Ruan, Xinghua Qin, Sizheng Liu, Mengmeng Zhang, Jun Tang, Yanming Guo, Tianyuan Yu
Information Processing & Management (IPM), 2026 (中科院一区).
Towards Few-Shot Deepfake Detection with an Enhanced CLIP Model
Yumin Yang, Xueyi Zhang, Bo Yan, Yanming Guo*
Neural Networks, 2026 (中科院二区, CCF-B).
Lite-BSSNet: A Lightweight Blueprint-Guided Visual State Space Network for Remote Sensing Imagery Segmentation
Jiaxin Yan, Yuxiang Xie, Yan Chen, Yanming Guo, Wenzhe Liu
Remote Sensing, 2026 (中科院二区).
TVLightFormer: A Lightweight Cross-Modal Transformer for Language-Guided Target Localization in SAR Imagery
Yuqiao Zhong, Haoqi Quan, Chenyu Nie, Yingmei Wei, Yanming Guo
Remote Sensing, 2026 (中科院二区).
Darwinian Wiring: A Connectome-Constrained Structural Plasticity Framework for Extreme Model Compression
Lixing Tang, Shaohong Zhong, Wentao Gao, Jialang Liu, Yuhang Xie, Yaowen Hu, Wanqi Ma, Yingmei Wei, Yanming Guo
Remote Sensing, 2026 (中科院二区).
CAS-J: Cross-Modal Attention Synergy for Jailbreaking Large Vision-Language Models
Xiaolong Li, Mingrui Lao, Chengsi Du, Liang Bai, Yanming Guo*
ICASSP, 2026 (CCF-B).
Modality-Advantage Conceptual Preservation for Robust Multimodal Violence Detection with Missing Modality
Jianan Zhu, Yanming Guo, Zheng Li, Lai Kang, Zhaoyun Ding, Mingrui Lao
ICME, 2026 (CCF-B).
面向轻量级模型鲁棒性的对抗排序蒸馏方法
老明瑞,李正,丁兆云,张雪毅,岳祥虎, 郭延明*
计算机研究与发展, 2026 (CCF-A中文期刊).
Boosting Discriminability for Robust Multimodal Entity Linking with Visual Modality Missing
Mingrui Lao,Zheng Li, Yanming Guo*, Xueyi Zhang,Siqi Cai,Zhaoyun Ding,Haizhou Li
SIGIR, 2025 (CCF-A).
Generalization-Preserved Learning: Closing the Backdoor to Catastrophic Forgetting in Continual Deepfake Detection
Xueyi Zhang, Peiyin Zhu, Chengwei Zhang, Zhiyuan Yan, Jikang Cheng, Mingrui Lao, Siqi Cai, Yanming Guo
ICCV, 2025 (CCF-A).
Choose Your Expert: Uncertainty-Guided Expert Selection for Continual Deepfake Detection
Xueyi Zhang, Peiyin Zhu, Jinping Sui, Xiaoda Yang, Jiahe Tian, Mingrui Lao, Siqi Cai, Yanming Guo, Jun Tang
MM, 2025 (CCF-A).
TrustCLIP: Learning from Noisy Labels via Semantic Label Verification and Trust-aligned Gradient Projection
Xueyi Zhang, Peiyin Zhu, Yuan Liao, Xiyu Wang, Mingrui Lao, Siqi Cai, Yanming Guo, Haizhou Li
MM, 2025 (CCF-A).
COLA: Context-aware Language-driven Test-time Adaptation
Aiming Zhang, Tianyuan Yu, Liang Bai, Jun Tang, Yanming Guo, Yirun Ruan, Yun Zhou, Zhihe Lu
IEEE Transactions on Image Processing (TIP), 2025 (中科院一区).
FCAT: Federated causal adversarial training
Yunhao Feng†, Yanming Guo†, Mingrui Lao, Yulun Wu, Yishan Li, Yuxiang Xie
Knowledge-Based Systems (KBS), 2025 (中科院一区).
Fed-GCC: Global Classifier Consensus for Conventional/Task-Free Federated Class-Incremental Learning
Dianqi Liu, Liang Bai, Yanming Guo, Jun Tang, Yirun Ruan, Da Li, Tianyuan Yu
Knowledge-Based Systems (KBS), 2025 (中科院一区).
GLC: a dual-perspective approach for identifying influential nodes in complex networks
Yirun Ruan, Sizheng Liu, Jun Tang, Yanming Guo, Tianyuan Yu
Expert Systems with Applications (ESWA), 2025 (中科院一区).
PENCIL: Prototype-ENhanced ComposItional Learning for Class-Incremental Hand Gesture Recognition
Zheng Li†, Xueyi Zhang†, Yanming Guo†, Siqi Cai, Mingrui Lao
IEEE Transactions on Consumer Electronics (TCE), 2025 (中科院二区).
Robust Scale Fusion and Edge-Aware Feature Attention Network for Remote Sensing UAV Road Detection under Harsh Weather
Jialang Liu, Jialei Zhan, Jiehua Zhang, Jiangming Chen, Yan Song, Lixing Tang, Le Zhou, Chengsi Du, Yingmei Wei, Yanming Guo*
Results in Engineering, 2025 (中科院二区).
VMAD: Visual-Enhanced Multimodal Large Language Model for Zero-Shot Anomaly Detection
Huilin Deng, Hongchen Luo, Wei Zhai, Yanming Guo, Yang Cao, Yu Kang
IEEE Transactions on Automation Science and Engineering (TASE), 2025 (中科院二区).
Few-shot event-based action recognition
Zanxi Ruan, Nan Pu, Jiangming Chen, Songqun Gao, Yanming Guo, Qiuyu Kong, Yuxiang Xie, Yingmei Wei
Neural Networks, 2025 (中科院二区).
CME-YOLO: A Cross-Modal Enhanced YOLO Algorithm for Adverse Weather Object Detection in Autonomous Driving
Yifei Yuan, Yingmei Wei, Yanming Guo, Jiangming Chen, Tingshuai Jiang
Big Data and Cognitive Computing, 2025 (中科院二区).
From Graph Synchronization to Policy Learning: Angle-Synchronized Graph and Bilevel Policy Network for Remote Sensing Object Detection
Jie Yan, Jialang Liu, Lixing Tang, Xiaoxiang Wang, Yanming Guo*
Remote Sensing, 2025 (中科院二区).
YOLO-SBA: A Multi-Scale and Complex Background Aware Framework for Remote Sensing Target Detection
Yifei Yuan, Yingmei Wei, Xiaoyan Zhou, Yanming Guo, Jiangming Chen, Tingshuai Jiang
Remote Sensing, 2025 (中科院二区).
BioLiteNet: A Biomimetic Lightweight Hyperspectral Image Classification Model
Bo Zeng, Suwen Chao, Jialang Liu, Yanming Guo, Yingmei Wei, Huimin Yi, Bin Xie, Yaowen Hu, Lin Li
Remote Sensing, 2025 (中科院二区).
CLIP-driven with dynamic feature selection and alignment network for referring remote sensing image segmentation
Qianqi Lu, Yuxiang Xie, Jing Zhang, Yanming Guo, Yingmei Wei, Jie Jiang, Xidao Luan
Remote Sensing, 2025 (中科院二区).
Curr-ReFT: Overcoming Training Bottlenecks in Small-scale Vision-Language Models via Curriculum Reinforcement Finetuning
Huilin Deng, Ding Zou, Xinghao Zhao, Rui Ma, Yanming Guo, Yang Cao, Yu Kang
EMNLP Findings, 2025 (CCF-B).
Exploiting Event Temporal Dynamics and Sparsity Characteristics for RGB-Event Fusion Semantic Segmentation
Yitong Zhang, Yingmei Wei, Yanming Guo, Jiangming Chen, Yi Zhong
ICMR, 2025 (CCF-B).
Language Without Borders: A Dataset and Benchmark for Code-Switching Lip Reading
Xueyi Zhang, Chengwei Zhang, Mingrui Lao, Peng Zhao,Jun Tang, Yanming Guo, Siqi Cai, Xianghu Yue, Haizhou Li
NeurIPS, 2024 (CCF-A).
Generation and Countermeasures of Adversarial Examples on Vision: a Survey
Jiangfan Liu, Yishan Li, Yanming Guo*, Yu Liu, Jun Tang, Ying Nie
Artificial Intelligence Review, 2024 (中科院一区).
Prioritized Local Matching Network for Cross-Category Few-Shot Anomaly Detection
Huilin Deng, Hongchen Luo, Wei Zhai, Yanming Guo, Yang Cao, Yu Kang
IEEE Transactions on Artificial Intelligence (TAI), 2024.
Boosting Adversarial Robustness Distillation via Hybrid Decomposed Knowledge
Yulun Wu, Mingrui Lao, Yanming Guo*, Dongmei Chen, Tianyuan Yu
ICASSP, 2024 (CCF-B).
基于联邦学习的后门攻击与防御算法研究
刘嘉浪, 郭延明*, 老明瑞, 于天元, 武与伦, 冯云浩, 吴嘉壮
计算机研究与发展, 2024 (CCF-A中文期刊).
自适应特征融合的多模态实体对齐研究
郭 浩, 李欣奕, 唐九阳, 郭延明, 赵 翔
自动化学报, 2024 (CCF-A中文期刊).
Chinese Named Entity Recognition: The state of the art
Pan Liu, Yanming Guo*, Fenglei Wang, Guohui Li
Neurocomputing, 2022 (中科院二区, Top 1% ESI highly cited).
VQA-BC: Robust Visual Question Answering via Bidirectional Chaining
Mingrui Lao, Yanming Guo*, Wei Chen, Nan Pu, Michael S. Lew
ICASSP, 2022 (CCF-B).
From Superficial to Deep: Language Bias driven Curriculum Learning for Visual Question Answering
Mingrui Lao, Yanming Guo*, Yu Liu, Wei Chen, Nan Pu, Michael S. Lew
MM, 2021 (CCF-A).
A Language Prior based Focal Loss for Visual Question Answering
Mingrui Lao, Yanming Guo*, Yu Liu, Michael S. Lew
ICME, 2021 (CCF-B).
Multi-stage Hybrid Embedding Fusion Network for Visual Question Answering
Mingrui Lao, Yanming Guo*, Nan Pu, Wei Chen, Yu Liu, Michael S. Lew
Neurocomputing, 2021 (中科院二区).
In 2020 and before
CycleMatch: A Cycle-consistent Embedding Network for Image-text Matching
Yu Liu, Yanming Guo, Li Liu, Erwin M. Bakker, Michael S. Lew
Pattern Recognition, 2019 (中科院一区).
Learning Visual and Textual Representations for Multimodal Matching and Classification
Yu Liu, Li Liu, Yanming Guo, Michael S. Lew
Pattern Recognition, 2018 (中科院一区).
A Dual Prediction Network for Image Captioning
Yanming Guo, Yu Liu, Maaike H.T. de Boer, Li Liu, Michael S. Lew
ICME, 2018 (CCF-B).
Bag of Surrogate Parts Feature for Visual Recognition
Yanming Guo, Songyang Lao, Erwin M. Bakker, Liang Bai, Michael S, Lew
IEEE Transactions on Multimedia (TMM), 2018 (中科院一区).
A Review of Semantic Segmentation using Deep Neural Networks
Yanming Guo, Yu Liu, Theodoros Georgiou, Michael S. Lew
International Journal of Multimedia Information Retrieval (IJMIR), 2018 (Top 1% ESI highly cited).
Learning a Recurrent Residual Fusion Network for Visual Recognition
Yu Liu, Yanming Guo, Erwin M. Bakker, Michael S. Lew
ICCV, 2017 (CCF-A).
On the Exploration of Convolutional Fusion Networks for Visual Recognition
Yu Liu, Yanming Guo, Michael S. Lew
MMM, 2017 (Best paper award).
Deep Learning for Visual Understanding: A Review
Yanming Guo, Yu Liu, Ard Oerlemans, Songyang Lao, Song Wu, Michael S. Lew
Neurocomputing, 2016 (中科院二区, Top 1% ESI highly cited).
Bag of Surrogate Parts: One Inherent Feature of Deep CNNs
Yanming Guo, Michael S. Lew
BMVC, 2016 (CCF-C).
DeepIndex for Accurate and Efficient Image Retrieval
Yu Liu, Yanming Guo, Song Wu, Michael S. Lew
ICMR, 2015 (CCF-B).