Rethinking the Image Fusion: A Fast Unified Image Fusion Network based on Proportional Maintenance of Gradient and Intensity. - Hao Zhang 073; Han Xu 001; Yang Xiao; Xiaojie Guo 001; Jiayi Ma 001 (AAAI, 2020)

MGMDcGAN: Medical Image Fusion Using Multi-Generator Multi-Discriminator Conditional Generative Adversarial Network. - Jun Huang 008; Zhuliang Le; Yong Ma 001; Fan Fan 001; Hao Zhang 073; Lei Yang 050 (IEEE Access, 2020)

A Deep Model for Multi-Focus Image Fusion Based on Gradients and Connected Regions. - Han Xu 001; Fan Fan 001; Hao Zhang 073; Zhuliang Le; Jun Huang 008 (IEEE Access, 2020)

SCSCN: A Separated Channel-Spatial Convolution Net With Attention for Single-View Reconstruction. - Jiayi Ma 001; Hao Zhang 073; Peng Yi 002; Zhongyuan Wang 001 (IEEE Trans. Ind. Electron., 2020)

SDNet: A Versatile Squeeze-and-Decomposition Network for Real-Time Image Fusion. - Hao Zhang 073; Jiayi Ma 001 (Int. J. Comput. Vis., 2021)

Image fusion meets deep learning: A survey and perspective. - Hao Zhang 073; Han Xu 001; Xin Tian 006; Junjun Jiang; Jiayi Ma 001 (Inf. Fusion, 2021)

MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion. - Hao Zhang 073; Zhuliang Le; Zhenfeng Shao; Han Xu 001; Jiayi Ma 001 (Inf. Fusion, 2021)

Classification Saliency-Based Rule for Visible and Infrared Image Fusion. - Han Xu 001; Hao Zhang 073; Jiayi Ma 001 (IEEE Trans. Computational Imaging, 2021)

GAN-FM: Infrared and Visible Image Fusion Using GAN With Full-Scale Skip Connection and Dual Markovian Discriminators. - Hao Zhang 073; Jiteng Yuan; Xin Tian 006; Jiayi Ma 001 (IEEE Trans. Computational Imaging, 2021)

SDPNet: A Deep Network for Pan-Sharpening With Enhanced Information Representation. - Han Xu 001; Jiayi Ma 001; Zhenfeng Shao; Hao Zhang 073; Junjun Jiang; Xiaojie Guo 001 (IEEE Trans. Geosci. Remote. Sens., 2021)

STDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection. - Jiayi Ma 001; Linfeng Tang; Meilong Xu; Hao Zhang 073; Guobao Xiao (IEEE Trans. Instrum. Meas., 2021)

GANMcC: A Generative Adversarial Network With Multiclassification Constraints for Infrared and Visible Image Fusion. - Jiayi Ma 001; Hao Zhang 073; Zhenfeng Shao; Pengwei Liang; Han Xu 001 (IEEE Trans. Instrum. Meas., 2021)

PIAFusion: A progressive infrared and visible image fusion network based on illumination aware. - Linfeng Tang; Jiteng Yuan; Hao Zhang 073; Xingyu Jiang; Jiayi Ma 001 (Inf. Fusion, 2022)

Infrared and visible image fusion via parallel scene and texture learning. - Meilong Xu; Linfeng Tang; Hao Zhang 073; Jiayi Ma 001 (Pattern Recognit., 2022)

Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model. - Xunpeng Yi; Han Xu 001; Hao Zhang 073; Linfeng Tang; Jiayi Ma 001 (ICCV, 2023)

DIVFusion: Darkness-free infrared and visible image fusion. - Linfeng Tang; Xinyu Xiang; Hao Zhang 073; Meiqi Gong; Jiayi Ma 001 (Inf. Fusion, 2023)

P2Sharpen: A progressive pansharpening network with deep spectral transformation. - Hao Zhang 073; Hebaixu Wang; Xin Tian 006; Jiayi Ma 001 (Inf. Fusion, 2023)

Multipatch Progressive Pansharpening With Knowledge Distillation. - Meiqi Gong; Hao Zhang 073; Han Xu 001; Xin Tian 006; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2023)

IID-MEF: A multi-exposure fusion network based on intrinsic image decomposition. - Hao Zhang 073; Jiayi Ma 001 (Inf. Fusion, 2023)

Rethinking the necessity of image fusion in high-level vision tasks: A practical infrared and visible image fusion network based on progressive semantic injection and scene fidelity. - Linfeng Tang; Hao Zhang 073; Han Xu 001; Jiayi Ma 001 (Inf. Fusion, 2023)

STP-SOM: Scale-Transfer Learning for Pansharpening via Estimating Spectral Observation Model. - Hao Zhang 073; Jiayi Ma 001 (Int. J. Comput. Vis., 2023)

Deep Unfolded Network with Intrinsic Supervision for Pan-Sharpening. - Hebaixu Wang; Meiqi Gong; Xiaoguang Mei; Hao Zhang 073; Jiayi Ma 001 (AAAI, 2024)

A Robust Mutual-Reinforcing Framework for 3D Multi-Modal Medical Image Fusion Based on Visual-Semantic Consistency. - Hao Zhang 073; Xuhui Zuo; Huabing Zhou; Tao Lu 001; Jiayi Ma 001 (AAAI, 2024)

MRFS: Mutually Reinforcing Image Fusion and Segmentation. - Hao Zhang 073; Xuhui Zuo; Jie Jiang 015; Chunchao Guo; Jiayi Ma 001 (CVPR, 2024)

Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion. - Xunpeng Yi; Han Xu 001; Hao Zhang 073; Linfeng Tang; Jiayi Ma 001 (CVPR, 2024)

Dispel Darkness for Better Fusion: A Controllable Visual Enhancer Based on Cross-Modal Conditional Adversarial Learning. - Hao Zhang 073; Linfeng Tang; Xinyu Xiang; Xuhui Zuo; Jiayi Ma 001 (CVPR, 2024)

Cross-Scale Domain Adaptation with Comprehensive Information for Pansharpening. - Meiqi Gong; Hao Zhang 073; Hebaixu Wang; Jun Chen 019; Jun Huang 008; Xin Tian 006; Jiayi Ma 001 (IJCAI, 2024)

TeRF: Text-driven and Region-aware Flexible Visible and Infrared Image Fusion. - Hebaixu Wang; Hao Zhang 073; Xunpeng Yi; Xinyu Xiang; Leyuan Fang; Jiayi Ma 001 (ACM Multimedia, 2024)

Text-DiFuse: An Interactive Multi-Modal Image Fusion Framework based on Text-modulated Diffusion Model. - Hao Zhang 073; Lei Cao; Jiayi Ma 001 (NeurIPS, 2024)

Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior. - Xunpeng Yi; Linfeng Tang; Hao Zhang 073; Han Xu 001; Jiayi Ma 001 (Inf. Fusion, 2024)

MERF: A Practical HDR-Like Image Generator via Mutual-Guided Learning Between Multi-Exposure Registration and Fusion. - Wenhui Hong; Hao Zhang 073; Jiayi Ma 001 (IEEE Trans. Image Process., 2024)

OFPF-MEF: An Optical Flow Guided Dynamic Multi-Exposure Image Fusion Network With Progressive Frequencies Learning. - Wenhui Hong; Hao Zhang 073; Jiayi Ma 001 (IEEE Trans. Multim., 2024)

Zero-Sharpen: A universal pansharpening method across satellites for reducing scale-variance gap via zero-shot variation. - Hebaixu Wang; Hao Zhang 073; Xin Tian 006; Jiayi Ma 001 (Inf. Fusion, 2024)

DRLIE: Flexible Low-Light Image Enhancement via Disentangled Representations. - Linfeng Tang; Jiayi Ma 001; Hao Zhang 073; Xiaojie Guo 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

More Than Lightening: A Self-Supervised Low-Light Image Enhancement Method Capable for Multiple Degradations. - Han Xu 001; Jiayi Ma 001; Yixuan Yuan; Hao Zhang 073; Xin Tian 006; Xiaojie Guo 001 (IEEE CAA J. Autom. Sinica, 2024)

CRetinex: A Progressive Color-Shift Aware Retinex Model for Low-Light Image Enhancement. - Han Xu 001; Hao Zhang 073; Xunpeng Yi; Jiayi Ma 001 (Int. J. Comput. Vis., 2024)

Cross-Modal Stealth: A Coarse-to-Fine Attack Framework for RGB-T Tracker. - Xinyu Xiang; Qinglong Yan; Hao Zhang 073; Jianfeng Ding; Han Xu 001; Zhongyuan Wang 001; Jiayi Ma 001 (AAAI, 2025)

ACAttack: Adaptive Cross Attacking RGB-T Tracker via Multi-Modal Response Decoupling. - Xinyu Xiang; Qinglong Yan; Hao Zhang 073; Jiayi Ma 001 (CVPR, 2025)

Selecting and Pruning: A Differentiable Causal Sequentialized State-Space Model for Two-View Correspondence Learning. - Xiang Fang; Shihua Zhang; Hao Zhang 073; Tao Lu 001; Huabing Zhou; Jiayi Ma 001 (CoRR, 2025)

VideoFusion: A Spatio-Temporal Collaborative Network for Mutli-modal Video Fusion and Restoration. - Linfeng Tang; Yeda Wang; Meiqi Gong; Zizhuo Li; Yuxin Deng; Xunpeng Yi; Chunyu Li; Han Xu 001; Hao Zhang 073; Jiayi Ma 001 (CoRR, 2025)

Robust Fusion Controller: Degradation-aware Image Fusion with Fine-grained Language Instructions. - Hao Zhang 073; Yanping Zha; Qingwei Zhuang; Zhenfeng Shao; Jiayi Ma 001 (CoRR, 2025)

Diff-Retinex++: Retinex-Driven Reinforced Diffusion Model for Low-Light Image Enhancement. - Xunpeng Yi; Han Xu 001; Hao Zhang 073; Linfeng Tang; Jiayi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

OmniFuse: Composite Degradation-Robust Image Fusion With Language-Driven Semantics. - Hao Zhang 073; Lei Cao; Xuhui Zuo; Zhenfeng Shao; Jiayi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)