RGAN: Rethinking generative adversarial networks for cloud removal. - Xinyu Ran; Liang Ge; Xiaofeng Zhang 006 (Int. J. Intell. Syst., 2021)

AFFNet: Attention Mechanism Network Based on Fusion Feature for Image Cloud Removal. - Runhan Shen; Xiaofeng Zhang 006; Yonggang Xiang (Int. J. Pattern Recognit. Artif. Intell., 2022)

SpA-Former:An Effective and lightweight Transformer for image shadow removal. - Xiaofeng Zhang 006; Yudi Zhao; Chaochen Gu; Changsheng Lu; Shanying Zhu (IJCNN, 2023)

Restoration of Dunhuang Murals on Large-scale pretraining. - Zishan Xu; Minda Yao; Wei Chen 036; Min Zhu; Zijian Tian; Fan Zhang 057; Xiaofeng Zhang 006; Chuanlei Zhang (SPML, 2023)

SAM-helps-Shadow: When Segment Anything Model meet shadow removal. - Xiaofeng Zhang 006; Chaochen Gu; Shanying Zhu (CoRR, 2023)

A Dual Attentive Generative Adversarial Network for Remote Sensing Image Change Detection. - Luyi Qiu; Xiaofeng Zhang 006; Chaochen Gu; Shanying Zhu (CoRR, 2023)

A Semantics-Geometry Framework for Road Extraction From Remote Sensing Images. - Luyi Qiu; Dayu Yu; Chenxiao Zhang; Xiaofeng Zhang 006 (IEEE Geosci. Remote. Sens. Lett., 2023)

UIR-Net: A Simple and Effective Baseline for Underwater Image Restoration and Enhancement. - Xinkui Mei; Xiufen Ye; Xiaofeng Zhang 006; Yusong Liu; Junting Wang 002; Jun Hou; Xuli Wang (Remote. Sens., 2023)

A Local-Global Framework for Semantic Segmentation of Multisource Remote Sensing Images. - Luyi Qiu; Dayu Yu; Chenxiao Zhang; Xiaofeng Zhang 006 (Remote. Sens., 2023)

DOPRA: Decoding Over-accumulation Penalization and Re-allocation in Specific Weighting Layer. - Jinfeng Wei; Xiaofeng Zhang 006 (ACM Multimedia, 2024)

Instance-adaptive Zero-shot Chain-of-Thought Prompting. - Xiaosong Yuan; Chen Shen 003; Shaotian Yan; Xiaofeng Zhang 006; Liang Xie 003; Wenxiao Wang 001; Renchu Guan; Ying Wang 009; Jieping Ye (NeurIPS, 2024)

From Redundancy to Relevance: Enhancing Explainability in Multimodal Large Language Models. - Xiaofeng Zhang 006; Chen Shen 003; Xiaosong Yuan; Shaotian Yan; Liang Xie 003; Wenxiao Wang 001; Chaochen Gu; Hao Tang 005; Jieping Ye (CoRR, 2024)

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs. - Xiaofeng Zhang 006; Yihao Quan; Chaochen Gu; Chen Shen 003; Xiaosong Yuan; Shaotian Yan; Hao Cheng 004; Kaijie Wu 002; Jieping Ye (CoRR, 2024)

Efficient Remote-Sensing Segmentation With Generative Adversarial Transformer. - Luyi Qiu; Dayu Yu; Xiaofeng Zhang 006; Chenxiao Zhang (IEEE Geosci. Remote. Sens. Lett., 2024)

MuralDiff: Diffusion for Ancient Murals Restoration on Large-Scale Pre-Training. - Zishan Xu; Xiaofeng Zhang 006; Wei Chen 036; Jueting Liu; Tingting Xu; Zehua Wang 001 (IEEE Trans. Emerg. Top. Comput. Intell., 2024)

LL-Diff: Low-Light Image Enhancement Utilizing Langevin Sampling Diffusion. - Boren Ding; Xiaofeng Zhang 006; Zekun Yu; Zheng Hui (Int. J. Pattern Recognit. Artif. Intell., 2024)

Shadclips: When Parameter-Efficient Fine-Tuning with Multimodal Meets Shadow Removal. - Xiaofeng Zhang 006; Chaochen Gu; Zishan Xu; Hao Tang 005; Hao Cheng 004; Kaijie Wu 002; Shanying Zhu (Int. J. Pattern Recognit. Artif. Intell., 2024)

SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning. - Yue Xin; Chen Shen 003; Shaotian Yan; Xiaosong Yuan; Yaoming Wang; Xiaofeng Zhang 006; Chenxi Huang 004; Jieping Ye (EMNLP (Findings), 2025)

Shallow Focus, Deep Fixes: Enhancing Shallow Layers Vision Attention Sinks to Alleviate Hallucination in LVLMs. - Xiaofeng Zhang 006; Yihao Quan; Chen Shen 003; Chaochen Gu; Xiaosong Yuan; Shaotian Yan; Jiawei Cao; Hao Cheng 004; Kaijie Wu 002; Jieping Ye (EMNLP, 2025)

Improving Complex Reasoning with Dynamic Prompt Corruption: A Soft Prompt Optimization Approach. - Sinan Fan; Liang Xie 003; Chen Shen 003; Ge Teng; Xiaosong Yuan; Xiaofeng Zhang 006; Chenxi Huang 004; Wenxiao Wang 001; Xiaofei He 001; Jieping Ye (ICLR, 2025)

EFDTR: Learnable Elliptical Fourier Descriptor Transformer for Instance Segmentation. - Jiawei Cao; Chaochen Gu; Hao Cheng 004; Xiaofeng Zhang 006; Kaijie Wu 002; Changsheng Lu (ICML, 2025)

LensNet: An End-to-End Learning Framework for Empirical Point Spread Function Modeling and Lensless Imaging Reconstruction. - Jiesong Bai; Yuhao Yin; Yihang Dong; Xiaofeng Zhang 006; Chi-Man Pun; Xuhang Chen 002 (IJCAI, 2025)

Longitudinal MRI-Clinical Multimodal Fusion for pCR Prediction in Breast Cancer. - Dingrui Ma; Jiawei Cao; Hao Cheng 004; Dan Zhou; Jianping Liu; Xiaofeng Zhang 006; Kaijie Wu 002; Chaochen Gu; Xinping Guan (MICCAI (15), 2025)

MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models. - Qiyan Zhao; Xiaofeng Zhang 006; Yiheng Li; Yun Xing 001; Xiaosong Yuan; Feilong Tang; Sinan Fan; Xuhang Chen 002; Da-Han Wang; Xu-Yao Zhang (ACM Multimedia, 2025)

From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks. - Xiaofeng Zhang 006; Yihao Quan; Chen Shen 003; Xiaosong Yuan; Shaotian Yan; Liang Xie 003; Wenxiao Wang 001; Chaochen Gu; Hao Tang 005; Jieping Ye (NAACL (Long Papers), 2025)

High-Fidelity Document Stain Removal via A Large-Scale Real-World Dataset and A Memory-Augmented Transformer. - Mingxian Li; Hao Sun; Yingtie Lei; Xiaofeng Zhang 006; Yihang Dong; Yilin Zhou; Zimeng Li; Xuhang Chen 002 (WACV, 2025)

Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation. - Xiaofeng Zhang 006; Fanshuo Zeng; Chaochen Gu (Neural Networks, 2025)

Wakeup-Darkness: When Multimodal Meets Unsupervised Low-Light Image Enhancement. - Xiaofeng Zhang 006; Zishan Xu; Hao Tang 005; Chaochen Gu; Wei Chen 036; Abdulmotaleb El Saddik (ACM Trans. Multim. Comput. Commun. Appl., 2025)

MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models. - Qiyan Zhao; Xiaofeng Zhang 006; Yiheng Li; Yun Xing 001; Xiaosong Yuan; Feilong Tang; Sinan Fan; Xuhang Chen 002; Xuyao Zhang; Dahan Wang (CoRR, 2025)

CMAMRNet: A Contextual Mask-Aware Network Enhancing Mural Restoration Through Comprehensive Mask Guidance. - Yingtie Lei; Fanghai Yi; Yihang Dong; Weihuang Liu; Xiaofeng Zhang 006; Zimeng Li; Chi-Man Pun; Xuhang Chen 002 (CoRR, 2025)

MuralAgent: Enhancing Ancient Mural Outpainting with RAG-Based Texts and Multimodal Integration. - Zishan Xu; Xiaofeng Zhang 006; Yuqing Yang; Wei Chen 036; Jueting Liu; Tingting Xu; Zehua Wang 001; Abdulmotaleb El Saddik (ACM Trans. Multim. Comput. Commun. Appl., 2025)

D3ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs. - Shuochen Chang; Xiaofeng Zhang 006; Qingyang Liu 008; Li Niu 002 (CoRR, 2025)

IDR-GS: Identity-Driven Reconstruction via 3D Gaussian Splatting for Cloth-Changing Person Re-Identification. - Zhicheng Liu; Guoheng Huang; Lianglun Cheng; Bingo Wing-Kuen Ling; Yan Li 122; Xiaofeng Zhang 006; Guo Zhong; Chi-Man Pun (IEEE Trans. Consumer Electron., 2025)

D3ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs. - Shuochen Chang; Xiaofeng Zhang 006; Qingyang Liu 008; Li Niu 002 (AAAI, 2026)

Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention. - Shuochen Chang; Tong Bai; Xiaofeng Zhang 006; Qianli Ma 008; Qingyang Liu 008; Zhaohe Liao; Yibo Miao; Li Niu 002 (ACL (1), 2026)

ART: Attention Replacement Technique to Improve Factuality in LLMs. - Ziqin Luo; Yihao Quan; Xiaofeng Zhang 006; Xiaosong Yuan; Chen Shen 003 (ACL (1), 2026)

Reasoning Fails Where Step Flow Breaks. - Xiaoyu Xu; Yulan Pan; Xiaosong Yuan; Zhihong Shen; Minghao Su; Yuanhao Su; Xiaofeng Zhang 006 (ACL (1), 2026)

SeaRAG: Reducing Hallucination in Retrieval-Augmented Generation via Statement-Entity Adaptive Ranking. - Xiaosong Yuan; Xiaofeng Zhang 006; Di Zhao; Yijia Zhang 003; Ying Wang 009 (WWW, 2026)

What drives attention sinks? A study of massive activations and rotational positional encoding in large vision-language models. - Xiaofeng Zhang 006; Yuanchao Zhu; Chaochen Gu; Jiawei Cao; Hao Cheng 004; Kaijie Wu 002 (Inf. Process. Manag., 2026)

QWNet: A quaternion wavelet network for spatial-frequency aware multi-modal image fusion. - Jietao Yang; Miaoshan Lin; Guoheng Huang; Xuhang Chen 002; Xiaofeng Zhang 006; Xiaochen Yuan; Chi-Man Pun; Bingo Wing-Kuen Ling (Neural Networks, 2026)

Hallucination Begins Where Saliency Drops. - Xiaofeng Zhang 006; Yuanchao Zhu; Chaochen Gu; Xiaosong Yuan; Qiyan Zhao; Jiawei Cao; Feilong Tang; Sinan Fan; Yaomin Shen; Chen Shen 003; Hao Tang 005 (CoRR, 2026)

Context Tokens are Anchors: Understanding the Repetition Curse in dMLLMs from an Information Flow Perspective. - Qiyan Zhao; Xiaofeng Zhang 006; Shuochen Chang; Qianyu Chen; Xiaosong Yuan; Xuhang Chen 002; Luoqi Liu; Jiajun Zhang; Xu-Yao Zhang; Da-Han Wang (CoRR, 2026)

AquaClarity: Vision Transformer Enhances Underwater Image via Nonlinear Feature Fusion and Color Fidelity Improvement. - Xuhang Chen 002; Zimeng Li; Xiujun Zhang; Yingtie Lei; Yihang Dong; Xiaofeng Zhang 006; Chi-Man Pun (IEEE Trans. Consumer Electron., 2026)

Manifold-Guided Geometric Enhancement for Reliable Multimodal Interaction in Consumer Electronics. - Xiaoyu Xu; Yulan Pan; Xiaofeng Zhang 006; Xuhang Chen 002; Kim-Fung Tsang (IEEE Trans. Consumer Electron., 2026)

DynRouteNet: Lightweight Facial Shadow Removal With Mask-Guided Dynamic Routing. - Yinghao Zeng; Xuhang Chen 002; Zimeng Li; Xiujun Zhang; Mengqian Wang; Yihang Dong; Xiaofeng Zhang 006; Chi-Man Pun; Kim-Fung Tsang (IEEE Trans. Consumer Electron., 2026)

Memory Augment Is All You Need for Image Restoration. - Xiaofeng Zhang 006; Xuhang Chen 002; Chaochen Gu; Shanying Zhu; Kim-Fung Tsang; Xinping Guan (IEEE Trans. Consumer Electron., 2026)