A robust method for vector field learning with application to mismatch removing. - Ji Zhao 001; Jiayi Ma 001; Jinwen Tian; Jie Ma; Dazhi Zhang (CVPR, 2011)

Mismatch removal via coherent spatial mapping. - Jiayi Ma 001; Ji Zhao 001; Yu Zhou 016; Jinwen Tian (ICIP, 2012)

Robust Estimation of Nonrigid Transformation for Point Set Registration. - Jiayi Ma 001; Ji Zhao 001; Jinwen Tian; Zhuowen Tu; Alan L. Yuille (CVPR, 2013)

LIPID: Local Image Permutation Interval Descriptor. - Tian Tian 006; Ishwar K. Sethi; Delie Ming; Yun Zhang; Jiayi Ma 001 (ICMLA (2), 2013)

Regularized vector field learning with sparse approximation for mismatch removal. - Jiayi Ma 001; Ji Zhao 001; Jinwen Tian; Xiang Bai; Zhuowen Tu (Pattern Recognit., 2013)

Nonrigid Image Deformation Using Moving Regularized Least Squares. - Jiayi Ma 001; Ji Zhao 001; Jinwen Tian (IEEE Signal Process. Lett., 2013)

Density-Based Region Search with Arbitrary Shape for Object Localization. - Ji Zhao 001; Deyu Meng; Jiayi Ma 001 (CoRR, 2014)

Mismatch removal via coherent spatial relations. - Jun Chen 019; Jiayi Ma 001; Changcai Yang; Jinwen Tian (J. Electronic Imaging, 2014)

A robust and outlier-adaptive method for non-rigid point registration. - Yuan Gao 015; Jiayi Ma 001; Ji Zhao 001; Jinwen Tian; Dazhi Zhang (Pattern Anal. Appl., 2014)

MsLRR: A Unified Multiscale Low-Rank Representation for Image Segmentation. - Xiaobai Liu; Qian Xu; Jiayi Ma 001; Hai Jin 001; Yanduo Zhang (IEEE Trans. Image Process., 2014)

Robust Point Matching via Vector Field Consensus. - Jiayi Ma 001; Ji Zhao 001; Jinwen Tian; Alan L. Yuille; Zhuowen Tu (IEEE Trans. Image Process., 2014)

Density-based region search with arbitrary shape for object localisation. - Ji Zhao 001; Deyu Meng; Jiayi Ma 001 (IET Comput. Vis., 2015)

Non-rigid visible and infrared face registration via regularized Gaussian fields criterion. - Jiayi Ma 001; Ji Zhao 001; Yong Ma 001; Jinwen Tian (Pattern Recognit., 2015)

A Real-Time Infrared Ultra-Spectral Signature Classification Method via Spatial Pyramid Matching. - Xiaoguang Mei; Yong Ma 001; Chang Li 001; Fan Fan 001; Jun Huang 008; Jiayi Ma 001 (Sensors, 2015)

A Biologically-Inspired Framework for Contour Detection Using Superpixel-Based Candidates and Hierarchical Visual Cues. - Xiao Sun; Ke Shang; Delie Ming; Jinwen Tian; Jiayi Ma 001 (Sensors, 2015)

Non-rigid point set registration via coherent spatial mapping. - Jun Chen 019; Jiayi Ma 001; Changcai Yang; Li Ma; Sheng Zheng (Signal Process., 2015)

Image Feature Matching via Progressive Vector Field Consensus. - Jiayi Ma 001; Yong Ma 001; Ji Zhao 001; Jinwen Tian (IEEE Signal Process. Lett., 2015)

Robust Feature Matching for Remote Sensing Image Registration via Locally Linear Transforming. - Jiayi Ma 001; Huabing Zhou; Ji Zhao 001; Yuan Gao 015; Junjun Jiang; Jinwen Tian (IEEE Trans. Geosci. Remote. Sens., 2015)

Robust L2E Estimation of Transformation for Non-Rigid Registration. - Jiayi Ma 001; Weichao Qiu; Ji Zhao 001; Yong Ma 001; Alan L. Yuille; Zhuowen Tu (IEEE Trans. Signal Process., 2015)

Hyperspectral image denoising based on low-rank representation and superpixel segmentation. - Jiayi Ma 001; Chang Li 001; Yong Ma 001; Zhongyuan Wang 001 (ICIP, 2016)

Robust image matching via feature guided Gaussian mixture model. - Jiayi Ma 001; Junjun Jiang; Yuan Gao 015; Jun Chen 019; Chengyin Liu (ICME, 2016)

Registration of remote sensing images with non-rigid distortions. - Jiayi Ma 001; Jun Chen 019; Yong Ma 001 (IGARSS, 2016)

Robust sparse unmixing of hyperspectral data. - Yong Ma 001; Chang Li 001; Jiayi Ma 001 (IGARSS, 2016)

Smooth sparse representation for noise robust face super-resolution. - Junjun Jiang; Jiayi Ma 001; Chen Chen 001; Zhongyuan Wang 001; Tao Lu 001 (VCIP, 2016)

Sparse unmixing of hyperspectral data based on robust linear mixing model. - Chang Li 001; Yong Ma 001; Yuan Gao 015; Zhongyuan Wang 001; Jiayi Ma 001 (VCIP, 2016)

Object localization by density-based spatial clustering. - Ya Lu; Ji Zhao 001; Jiayi Ma 001 (VCIP, 2016)

Multimodal retinal image registration using edge map and feature guided Gaussian mixture model. - Jiayi Ma 001; Junjun Jiang; Jun Chen 019; Chengyin Liu; Chang Li 001 (VCIP, 2016)

Hyperspectral image denoising with segmentation-based low rank representation. - Jiayi Ma 001; Junjun Jiang; Chang Li 001 (VCIP, 2016)

Infrared and visible image fusion using total variation model. - Yong Ma 001; Jun Chen 019; Chen Chen 003; Fan Fan 001; Jiayi Ma 001 (Neurocomputing, 2016)

Infrared and visible image fusion via gradient transfer and total variation minimization. - Jiayi Ma 001; Chen Chen 003; Chang Li 001; Jun Huang 008 (Inf. Fusion, 2016)

A novel spatio-temporal saliency approach for robust dim moving target detection from airborne infrared image sequences. - Yansheng Li 001; Yongjun Zhang 002; Jin-Gang Yu; Yihua Tan; Jinwen Tian; Jiayi Ma 001 (Inf. Sci., 2016)

An Infrared Small Target Detecting Algorithm Based on Human Visual System. - Jinhui Han; Yong Ma 001; Jun Huang 008; Xiaoguang Mei; Jiayi Ma 001 (IEEE Geosci. Remote. Sens. Lett., 2016)

GBM-Based Unmixing of Hyperspectral Data Using Bound Projected Optimal Gradient Method. - Chang Li 001; Yong Ma 001; Jun Huang 008; Xiaoguang Mei; Chengyin Liu; Jiayi Ma 001 (IEEE Geosci. Remote. Sens. Lett., 2016)

Hyperspectral Image Classification With Robust Sparse Representation. - Chang Li 001; Yong Ma 001; Xiaoguang Mei; Chengyin Liu; Jiayi Ma 001 (IEEE Geosci. Remote. Sens. Lett., 2016)

Nonrigid Feature Matching for Remote Sensing Images via Probabilistic Inference With Global and Local Regularizations. - Huabing Zhou; Jiayi Ma 001; Changcai Yang; Sheng Sun; Renfeng Liu; Ji Zhao 001 (IEEE Geosci. Remote. Sens. Lett., 2016)

Image retrieval based on image-to-class similarity. - Jun Chen 019; Yong Wang 036; Linbo Luo 002; Jin-Gang Yu; Jiayi Ma 001 (Pattern Recognit. Lett., 2016)

Hyperspectral Unmixing with Robust Collaborative Sparse Regression. - Chang Li 001; Yong Ma 001; Xiaoguang Mei; Chengyin Liu; Jiayi Ma 001 (Remote. Sens., 2016)

Facial Image Hallucination Through Coupled-Layer Neighbor Embedding. - Junjun Jiang; Ruimin Hu; Zhongyuan Wang 001; Zhen Han 002; Jiayi Ma 001 (IEEE Trans. Circuits Syst. Video Technol., 2016)

Non-Rigid Point Set Registration by Preserving Global and Local Structures. - Jiayi Ma 001; Ji Zhao 001; Alan L. Yuille (IEEE Trans. Image Process., 2016)

Non-Rigid Point Set Registration with Robust Transformation Estimation under Manifold Regularization. - Jiayi Ma 001; Ji Zhao 001; Junjun Jiang; Huabing Zhou (AAAI, 2017)

Non-rigid image deformation algorithm based on MRLS-TPS. - Huabing Zhou; Yuyu Kuang; Zhenghong Yu; Shiqiang Ren; Anna Dai; Yanduo Zhang; Tao Lu 001; Jiayi Ma 001 (ICIP, 2017)

Context-patch based face hallucination via thresholding locality-constrained representation and reproducing learning. - Junjun Jiang; Yi Yu 001; Suhua Tang; Jiayi Ma 001; Guo-Jun Qi; Akiko Aizawa (ICME, 2017)

A unified model for improving depth accuracy in kinect sensor. - Li Peng 003; Yanduo Zhang; Huabing Zhou; Deng Chen; Zhenghong Yu; Junjun Jiang; Jiayi Ma 001 (ICME, 2017)

Feature guided non-rigid image/surface deformation via moving least squares with manifold regularization. - Huabing Zhou; Jiayi Ma 001; Yanduo Zhang; Zhenghong Yu; Shiqiang Ren; Deng Chen (ICME, 2017)

Locality Preserving Matching. - Jiayi Ma 001; Ji Zhao 001; Hanqi Guo 002; Junjun Jiang; Huabing Zhou; Yuan Gao 015 (IJCAI, 2017)

Visual homing by robust interpolation for sparse motion flow. - Ji Zhao 001; Jiayi Ma 001 (IROS, 2017)

Mutually Guided Image Filtering. - Xiaojie Guo 001; Yu Li 003; Jiayi Ma 001 (ACM Multimedia, 2017)

Statistical Inference of Gaussian-Laplace Distribution for Person Verification. - Zheng Wang 007; Ruimin Hu; Yi Yu 001; Junjun Jiang; Jiayi Ma 001; Shin'ichi Satoh 001 (ACM Multimedia, 2017)

Robust Image Feature Matching via Progressive Sparse Spatial Consensus. - Yong Ma 001; Jiahao Wang 001; Huihui Xu; Shuaibin Zhang; Xiaoguang Mei; Jiayi Ma 001 (IEEE Access, 2017)

Robust Topological Navigation via Convolutional Neural Network Feature and Sharpness Measure. - Jiayi Ma 001; Ji Zhao 001 (IEEE Access, 2017)

Hyperspectral image denoising with superpixel segmentation and low-rank representation. - Fan Fan 001; Yong Ma 001; Chang Li 001; Xiaoguang Mei; Jun Huang 008; Jiayi Ma 001 (Inf. Sci., 2017)

Feature guided Gaussian mixture model with semi-supervised EM and local geometric constraint for retinal image registration. - Jiayi Ma 001; Junjun Jiang; Chengyin Liu; Yansheng Li 001 (Inf. Sci., 2017)

Spatial-Aware Collaborative Representation for Hyperspectral Remote Sensing Image Classification. - Junjun Jiang; Chen Chen 001; Yi Yu 001; Xinwei Jiang; Jiayi Ma 001 (IEEE Geosci. Remote. Sens. Lett., 2017)

Sparse Unmixing of Hyperspectral Data with Noise Level Estimation. - Chang Li 001; Yong Ma 001; Xiaoguang Mei; Fan Fan 001; Jun Huang 008; Jiayi Ma 001 (Remote. Sens., 2017)

Noise Robust Face Image Super-Resolution Through Smooth Sparse Representation. - Junjun Jiang; Jiayi Ma 001; Chen Chen 001; Xinwei Jiang; Zheng Wang 007 (IEEE Trans. Cybern., 2017)

Robust Sparse Hyperspectral Unmixing With ell2, 1 Norm. - Yong Ma 001; Chang Li 001; Xiaoguang Mei; Chengyin Liu; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2017)

Semi-Supervised Sparse Representation Based Classification for Face Recognition With Insufficient Labeled Samples. - Yuan Gao 015; Jiayi Ma 001; Alan L. Yuille (IEEE Trans. Image Process., 2017)

SRLSP: A Face Image Super-Resolution Algorithm Using Smooth Regression With Local Structure Prior. - Junjun Jiang; Chen Chen 001; Jiayi Ma 001; Zheng Wang 007; Zhongyuan Wang 001; Ruimin Hu (IEEE Trans. Multim., 2017)

Single Image Super-Resolution via Locally Regularized Anchored Neighborhood Regression and Nonlocal Means. - Junjun Jiang; Xiang Ma; Chen Chen 001; Tao Lu 001; Zhongyuan Wang 001; Jiayi Ma 001 (IEEE Trans. Multim., 2017)

Residual Learning for Face Sketch Synthesis. - Junjun Jiang; Yi Yu 001; Zheng Wang 007; Jiayi Ma 001 (ICASSP, 2018)

Feature Matching Based on Top K Rank Similarity. - Junjun Jiang; Qing Ma; Tao Lu 001; Zhongyuan Wang 001; Jiayi Ma 001 (ICASSP, 2018)

Visual Homing via Guided Locality Preserving Matching. - Jiayi Ma 001; Ji Zhao 001; Junjun Jiang; Huabing Zhou; Yu Zhou 016; Zheng Wang 007; Xiaojie Guo 001 (ICRA, 2018)

Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination. - Junjun Jiang; Yi Yu 001; Jinhui Hu; Suhua Tang; Jiayi Ma 001 (IJCAI, 2018)

Nonuniformity Correction Based on Adaptive Sparse Representation Using Joint Local and Global Constraints Based Learning Rate. - Zhe Liu 019; Yong Ma 001; Fan Fan 001; Jiayi Ma 001 (IEEE Access, 2018)

Image Deformation With Vector-Field Interpolation Based on MRLS-TPS. - Huabing Zhou; Yuyu Kuang; Zhenghong Yu; Shiqiang Ren; Yanduo Zhang; Tao Lu 001; Jiayi Ma 001 (IEEE Access, 2018)

NDDR-CNN: Layer-wise Feature Fusing in Multi-Task CNN by Neural Discriminative Dimensionality Reduction. - Yuan Gao 015; Qi She; Jiayi Ma 001; Mingbo Zhao; Wei Liu 005; Alan L. Yuille (CoRR, 2018)

Rectangular-Normalized Superpixel Entropy Index for Image Quality Assessment. - Tao Lu 001; Jiaming Wang 001; Huabing Zhou; Junjun Jiang; Jiayi Ma 001; Zhongyuan Wang 001 (Entropy, 2018)

Robust GBM hyperspectral image unmixing with superpixel segmentation based low rank and sparse representation. - Xiaoguang Mei; Yong Ma 001; Chang Li 001; Fan Fan 001; Jun Huang 008; Jiayi Ma 001 (Neurocomputing, 2018)

Robust feature matching via Gaussian field criterion for remote sensing image registration. - Qing Ma; Xu Du; Jiahao Wang 001; Yong Ma 001; Jiayi Ma 001 (J. Real Time Image Process., 2018)

Hyperspectral Image Classification With Discriminative Kernel Collaborative Representation and Tikhonov Regularization. - Yong Ma 001; Chang Li 001; Hao Li 034; Xiaoguang Mei; Jiayi Ma 001 (IEEE Geosci. Remote. Sens. Lett., 2018)

Urban Area Detection in Very High Resolution Remote Sensing Images Using Deep Convolutional Neural Networks. - Tian Tian 006; Chang Li 001; Jinkang Xu; Jiayi Ma 001 (Sensors, 2018)

Spatial-Spectral Total Variation Regularized Low-Rank Tensor Decomposition for Hyperspectral Image Denoising. - Haiyan Fan; Chang Li 001; Yulan Guo; Gangyao Kuang; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2018)

SuperPCA: A Superpixelwise PCA Approach for Unsupervised Feature Extraction of Hyperspectral Imagery. - Junjun Jiang; Jiayi Ma 001; Chen Chen 001; Zhongyuan Wang 001; Zhihua Cai; Lizhe Wang 001 (IEEE Trans. Geosci. Remote. Sens., 2018)

Learning Source-Invariant Deep Hashing Convolutional Neural Networks for Cross-Source Remote Sensing Image Retrieval. - Yansheng Li 001; Yongjun Zhang 002; Xin Huang 002; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2018)

Large-Scale Remote Sensing Image Retrieval by Deep Hashing Neural Networks. - Yansheng Li 001; Yongjun Zhang 002; Xin Huang 002; Hu Zhu; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2018)

Guided Locality Preserving Feature Matching for Remote Sensing Image Registration. - Jiayi Ma 001; Junjun Jiang; Huabing Zhou; Ji Zhao 001; Xiaojie Guo 001 (IEEE Trans. Geosci. Remote. Sens., 2018)

NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction. - Yuan Gao 015; Jiayi Ma 001; Mingbo Zhao; Wei Liu 005; Alan L. Yuille (CVPR, 2019)

NTIRE 2019 Challenge on Video Super-Resolution: Methods and Results. - Seungjun Nah; Radu Timofte; Shuhang Gu; Sungyong Baik; Seokil Hong; Gyeongsik Moon; Sanghyun Son 002; Kyoung Mu Lee; Xintao Wang 002; Kelvin C. K. Chan; Ke Yu; Chao Dong 005; et al. (CVPR Workshops, 2019)

Progressive Filtering for Feature Matching. - Xingyu Jiang; Jiayi Ma 001; Jun Chen 019 (ICASSP, 2019)

Image Super-resolution via Deep Aggregation Network. - Xinya Wang; Jiayi Ma 001; Junjun Jiang (ICASSP, 2019)

Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal Correlations. - Peng Yi 002; Zhongyuan Wang 001; Kui Jiang; Junjun Jiang; Jiayi Ma 001 (ICCV, 2019)

AIM 2019 Challenge on Video Extreme Super-Resolution: Methods and Results. - Dario Fuoli; Xiaoyong Shen; Shutao Xia; Yurong Dai; Jiaya Jia; Peng Yi 002; Zhongyuan Wang 001; Kui Jiang; Junjun Jiang; Jiayi Ma 001; Zhiwei Zhong; Shuhang Gu; et al. (ICCV Workshops, 2019)

AIM 2019 Challenge on Image Extreme Super-Resolution: Methods and Results. - Shuhang Gu; Hanwen Liu; Dan Zhu; Tangxin Xie; Xin Yang 009; Chen Zhu; Jia Yu 018; Wenyu Sun; Xin Tao 001; Zijun Deng; Liying Lu; Martin Danelljan; et al. (ICCV Workshops, 2019)

GRU with Spatial Prior for Hyperspectral Image Classification. - Erting Pan; Yong Ma 001; Xiaobing Dai; Fan Fan 001; Jun Huang 008; Xiaoguang Mei; Jiayi Ma 001 (IGARSS, 2019)

Spectral-Spatial Classification of Hyperspectral Image based on a Joint Attention Network. - Erting Pan; Yong Ma 001; Xiaoguang Mei; Xiaobing Dai; Fan Fan 001; Xin Tian 006; Jiayi Ma 001 (IGARSS, 2019)

Learning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual Discriminators. - Han Xu 001; Pengwei Liang; Wei Yu 018; Junjun Jiang; Jiayi Ma 001 (IJCAI, 2019)

Line-Based Stereo SLAM by Junction Matching and Vanishing Point Alignment. - Jiayi Ma 001; Xinya Wang; Yijia He; Xiaoguang Mei; Ji Zhao 001 (IEEE Access, 2019)

PFLD: A Practical Facial Landmark Detector. - Xiaojie Guo 001; Siyuan Li 001; Jiawan Zhang; Jiayi Ma 001; Lin Ma 002; Wei Liu 005; Haibin Ling (CoRR, 2019)

EDIT: Exemplar-Domain Aware Image-to-Image Translation. - Yuanbin Fu; Jiayi Ma 001; Lin Ma 002; Xiaojie Guo 001 (CoRR, 2019)

LaFIn: Generative Landmark Guided Face Inpainting. - Yang Yang 062; Xiaojie Guo 001; Jiayi Ma 001; Lin Ma 002; Haibin Ling (CoRR, 2019)

Locality Preserving Matching. - Jiayi Ma 001; Ji Zhao 001; Junjun Jiang; Huabing Zhou; Xiaojie Guo 001 (Int. J. Comput. Vis., 2019)

Infrared and visible image fusion methods and applications: A survey. - Jiayi Ma 001; Yong Ma 001; Chang Li 001 (Inf. Fusion, 2019)

FusionGAN: A generative adversarial network for infrared and visible image fusion. - Jiayi Ma 001; Wei Yu 018; Pengwei Liang; Chang Li 001; Junjun Jiang (Inf. Fusion, 2019)

Face hallucination through differential evolution parameter map learning with facial structure prior. - Junjun Jiang; Jiayi Ma 001; Suhua Tang; Yi Yu 001; Kiyoharu Aizawa (Inf. Sci., 2019)

A non-parametric depth modification model for registration between color and depth images. - Li Peng 003; Yanduo Zhang; Huabing Zhou; Junjun Jiang; Jiayi Ma 001 (Multidimens. Syst. Signal Process., 2019)

Deep transfer learning for military object recognition under small training set condition. - Zhi Yang; Wei Yu 018; Pengwei Liang; Hanqi Guo 002; Likun Xia; Feng Zhang; Yong Ma 001; Jiayi Ma 001 (Neural Comput. Appl., 2019)

Feature-guided Gaussian mixture model for image matching. - Jiayi Ma 001; Xingyu Jiang; Junjun Jiang; Yuan Gao 015 (Pattern Recognit., 2019)

Spectral-Spatial Attention Networks for Hyperspectral Image Classification. - Xiaoguang Mei; Erting Pan; Yong Ma 001; Xiaobing Dai; Jun Huang 008; Fan Fan 001; Qinglei Du; Hong Zheng; Jiayi Ma 001 (Remote. Sens., 2019)

Gaussian field estimator with manifold regularization for retinal image registration. - Jiahao Wang 001; Jun Chen 019; Huihui Xu; Shuaibin Zhang; Xiaoguang Mei; Jun Huang 008; Jiayi Ma 001 (Signal Process., 2019)

Multifeature-Based Discriminative Label Consistent K-SVD for Hyperspectral Image Classification. - Yong Ma 001; Yuanshu Zhang; Xiaoguang Mei; Xiaobing Dai; Jiayi Ma 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Hyperspectral Image Classification in the Presence of Noisy Labels. - Junjun Jiang; Jiayi Ma 001; Zheng Wang 007; Chen Chen 001; Xianming Liu (IEEE Trans. Geosci. Remote. Sens., 2019)

Multiscale Locality and Rank Preservation for Robust Feature Matching of Remote Sensing Images. - Xingyu Jiang; Junjun Jiang; Aoxiang Fan; Zhongyuan Wang 001; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2019)

Graph-Regularized Locality-Constrained Joint Dictionary and Residual Learning for Face Sketch Synthesis. - Junjun Jiang; Yi Yu 001; Zheng Wang 007; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Image Process., 2019)

LMR: Learning a Two-Class Classifier for Mismatch Removal. - Jiayi Ma 001; Xingyu Jiang; Junjun Jiang; Ji Zhao 001; Xiaojie Guo 001 (IEEE Trans. Image Process., 2019)

Multi-Memory Convolutional Neural Network for Video Super-Resolution. - Zhongyuan Wang 001; Peng Yi 002; Kui Jiang; Junjun Jiang; Zhen Han 002; Tao Lu 001; Jiayi Ma 001 (IEEE Trans. Image Process., 2019)

Nonrigid Point Set Registration With Robust Transformation Learning Under Manifold Regularization. - Jiayi Ma 001; Jia Wu 001; Ji Zhao 001; Junjun Jiang; Huabing Zhou; Quan Z. Sheng (IEEE Trans. Neural Networks Learn. Syst., 2019)

FusionDN: A Unified Densely Connected Network for Image Fusion. - Han Xu 001; Jiayi Ma 001; Zhuliang Le; Junjun Jiang; Xiaojie Guo 001 (AAAI, 2020)

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)

MTL-NAS: Task-Agnostic Neural Architecture Search Towards General-Purpose Multi-Task Learning. - Yuan Gao 015; Haoping Bai; Zequn Jie; Jiayi Ma 001; Kui Jia; Wei Liu 005 (CVPR, 2020)

Multi-Scale Progressive Fusion Network for Single Image Deraining. - Kui Jiang; Zhongyuan Wang 001; Peng Yi 002; Chen Chen 001; Baojin Huang; Yimin Luo; Jiayi Ma 001; Junjun Jiang (CVPR, 2020)

Geometric Estimation via Robust Subspace Recovery. - Aoxiang Fan; Xingyu Jiang; Yang Wang; Junjun Jiang; Jiayi Ma 001 (ECCV (22), 2020)

A Generative Adversarial Network For Medical Image Fusion. - Zhuliang Le; Jun Huang 008; Fan Fan 001; Xin Tian 006; Jiayi Ma 001 (ICIP, 2020)

Infrared and visible image fusion via gradientlet filter. - Jiayi Ma 001; Yi Zhou (Comput. Vis. Image Underst., 2020)

Spectral-spatial classification for hyperspectral image based on a single GRU. - Erting Pan; Xiaoguang Mei; Quande Wang; Yong Ma 001; Jiayi Ma 001 (Neurocomputing, 2020)

Learning to find reliable correspondences with local neighborhood consensus. - Yang Wang; Xiaoguang Mei; Yong Ma 001; Jun Huang 008; Fan Fan 001; Jiayi Ma 001 (Neurocomputing, 2020)

Infrared and visible image fusion via detail preserving adversarial learning. - Jiayi Ma 001; Pengwei Liang; Wei Yu 018; Chen Chen 001; Xiaojie Guo 001; Jia Wu 001; Junjun Jiang (Inf. Fusion, 2020)

Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion. - Jiayi Ma 001; Wei Yu 018; Chen Chen 001; Pengwei Liang; Xiaojie Guo 001; Junjun Jiang (Inf. Fusion, 2020)

Infrared and visible image fusion based on target-enhanced multiscale transform decomposition. - Jun Chen 019; Xuejiao Li; Linbo Luo 002; Xiaoguang Mei; Jiayi Ma 001 (Inf. Sci., 2020)

Sparse unmixing of hyperspectral data with bandwise model. - Chang Li 001; Yu Liu 023; Juan Cheng; Rencheng Song; Jiayi Ma 001; Chenhong Sui; Xun Chen 001 (Inf. Sci., 2020)

Mutually Guided Image Filtering. - Xiaojie Guo 001; Yu Li 003; Jiayi Ma 001; Haibin Ling (IEEE Trans. Pattern Anal. Mach. Intell., 2020)

Minimal Case Relative Pose Computation Using Ray-Point-Ray Features. - Ji Zhao 001; Laurent Kneip; Yijia He; Jiayi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2020)

Semantic segmentation using stride spatial pyramid pooling and dual attention decoder. - Chengli Peng; Jiayi Ma 001 (Pattern Recognit., 2020)

A Variational Pansharpening Method Based on Gradient Sparse Representation. - Xin Tian 006; Yuerong Chen; Changcai Yang; Xun Gao; Jiayi Ma 001 (IEEE Signal Process. Lett., 2020)

Learning Spatial-Spectral Prior for Super-Resolution of Hyperspectral Imagery. - Junjun Jiang; He Sun; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Computational Imaging, 2020)

Multi-Temporal Ultra Dense Memory Network for Video Super-Resolution. - Peng Yi 002; Zhongyuan Wang 001; Kui Jiang; Zhenfeng Shao; Jiayi Ma 001 (IEEE Trans. Circuits Syst. Video Technol., 2020)

Context-Patch Face Hallucination Based on Thresholding Locality-Constrained Representation and Reproducing Learning. - Junjun Jiang; Yi Yu 001; Suhua Tang; Jiayi Ma 001; Akiko Aizawa; Kiyoharu Aizawa (IEEE Trans. Cybern., 2020)

Ensemble Super-Resolution With a Reference Dataset. - Junjun Jiang; Yi Yu 001; Zheng Wang 007; Suhua Tang; Ruimin Hu; Jiayi Ma 001 (IEEE Trans. Cybern., 2020)

Image Superresolution via Dense Discriminative Network. - Jiayi Ma 001; Xinya Wang; Junjun Jiang (IEEE Trans. Ind. Electron., 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)

Robust Feature Matching Using Spatial Clustering With Heavy Outliers. - Xingyu Jiang; Jiayi Ma 001; Junjun Jiang; Xiaojie Guo 001 (IEEE Trans. Image Process., 2020)

DDcGAN: A Dual-Discriminator Conditional Generative Adversarial Network for Multi-Resolution Image Fusion. - Jiayi Ma 001; Han Xu 001; Junjun Jiang; Xiaoguang Mei; Xiao-Ping (Steven) Zhang (IEEE Trans. Image Process., 2020)

Deterministic Model Fitting by Local-Neighbor Preservation and Global-Residual Optimization. - Guobao Xiao; Jiayi Ma 001; Shiping Wang; Changwen Chen (IEEE Trans. Image Process., 2020)

MEF-GAN: Multi-Exposure Image Fusion via Generative Adversarial Networks. - Han Xu 001; Jiayi Ma 001; Xiao-Ping (Steven) Zhang (IEEE Trans. Image Process., 2020)

Cross-Weather Image Alignment via Latent Generative Model With Intensity Consistency. - Huabing Zhou; Jiayi Ma 001; Chiu C. Tan 001; Yanduo Zhang; Haibin Ling (IEEE Trans. Image Process., 2020)

To Choose or to Fuse? Scale Selection for Crowd Counting. - Qingyu Song 001; Changan Wang; Yabiao Wang; Ying Tai; Chengjie Wang; Jilin Li; Jian Wu 001; Jiayi Ma 001 (AAAI, 2021)

Robust Graph Autoencoder for Hyperspectral Anomaly Detection. - Ganghui Fan; Yong Ma 001; Jun Huang 008; Xiaoguang Mei; Jiayi Ma 001 (ICASSP, 2021)

UTDN: An Unsupervised Two-Stream Dirichlet-Net for Hyperspectral Unmixing. - Qiwen Jin; Yong Ma 001; Xiaoguang Mei; Hao Li 034; Jiayi Ma 001 (ICASSP, 2021)

Unsupervised Stacked Capsule Autoencoder for Hyperspectral Image Classification. - Erting Pan; Yong Ma 001; Xiaoguang Mei; Fan Fan 001; Jiayi Ma 001 (ICASSP, 2021)

Omniscient Video Super-Resolution. - Peng Yi 002; Zhongyuan Wang 001; Kui Jiang; Junjun Jiang; Tao Lu 001; Xin Tian 006; Jiayi Ma 001 (ICCV, 2021)

Uniformity in Heterogeneity: Diving Deep into Count Interval Partition for Crowd Counting. - Changan Wang; Qingyu Song 001; Boshen Zhang; Yabiao Wang; Ying Tai; Xuyi Hu; Chengjie Wang; Jilin Li; Jiayi Ma 001; Yang Wu 001 (ICCV, 2021)

T-Net: Effective Permutation-Equivariant Network for Two-View Correspondence Learning. - Zhen Zhong; Guobao Xiao; Linxin Zheng; Yan Lu; Jiayi Ma 001 (ICCV, 2021)

Pan-Sharpening Via High-Pass Modification Convolutional Neural Network. - Jiaming Wang 001; Zhenfeng Shao; Xiao Huang 003; Tao Lu 001; Ruiqian Zhang; Jiayi Ma 001 (ICIP, 2021)

Zero-Shot Multi-Focus Image Fusion. - Xingyu Hu; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (ICME, 2021)

Variation-Net: Interpretable Variation-Inspired Deep Network for Pansharpening. - Kun Li 025; Wei Zhang 259; Xin Tian 006; Jiayi Ma 001; Huabing Zhou; Zhongyuan Wang 001 (ICME, 2021)

Visual Place Recognition via Local Affine Preserving Matching. - Xinyu Ye; Jiayi Ma 001 (ICRA, 2021)

Appearance-based Loop Closure Detection via Bidirectional Manifold Representation Consensus. - Kaining Zhang; Zizhuo Li; Jiayi Ma 001 (ICRA, 2021)

Motion Field Consensus with Locality Preservation: A Geometric Confirmation Strategy for Loop Closure Detection. - Kaining Zhang; Xingyu Jiang; Xiaoguang Mei; Huabing Zhou; Jiayi Ma 001 (IROS, 2021)

Hierarchical Image Peeling: A Flexible Scale-space Filtering Framework. - Yuanbin Fu; Xiaojie Guo 001; Qiming Hu; Di Lin; Jiayi Ma 001; Haibin Ling (CoRR, 2021)

BaMBNet: A Blur-aware Multi-branch Network for Defocus Deblurring. - Pengwei Liang; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (CoRR, 2021)

Spectral Splitting and Aggregation Network for Hyperspectral Face Super-Resolution. - Junjun Jiang; Chenyang Wang 002; Kui Jiang; Xianming Liu; Jiayi Ma 001 (CoRR, 2021)

TANet: A new Paradigm for Global Face Super-resolution via Transformer-CNN Aggregation Network. - Yuanzhi Wang; Tao Lu 001; Yanduo Zhang; Junjun Jiang; Jiaming Wang 001; Zhongyuan Wang 001; Jiayi Ma 001 (CoRR, 2021)

A Practical Contrastive Learning Framework for Single Image Super-Resolution. - Gang Wu 010; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (CoRR, 2021)

Unsupervised Exemplar-Domain Aware Image-to-Image Translation. - Yuanbin Fu; Jiayi Ma 001; Xiaojie Guo 001 (Entropy, 2021)

A Foreground-Aware Framework for Local Face Attribute Transfer. - Yuanbin Fu; Jiayi Ma 001; Xiaojie Guo 001 (Entropy, 2021)

A Generative Adversarial Network for Infrared and Visible Image Fusion Based on Semantic Segmentation. - Jilei Hou; Dazhi Zhang; Wei Wu; Jiayi Ma 001; Huabing Zhou (Entropy, 2021)

Image Matching from Handcrafted to Deep Features: A Survey. - Jiayi Ma 001; Xingyu Jiang; Aoxiang Fan; Junjun Jiang; Junchi Yan (Int. J. Comput. Vis., 2021)

Segmentation by Continuous Latent Semantic Analysis for Multi-structure Model Fitting. - Guobao Xiao; Hanzi Wang; Jiayi Ma 001; David Suter (Int. J. Comput. Vis., 2021)

Beyond Brightening Low-light Images. - Yonghua Zhang; Xiaojie Guo 001; Jiayi Ma 001; Wei Liu 005; Jiawan Zhang (Int. J. Comput. Vis., 2021)

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)

A review of multimodal image matching: Methods and applications. - Xingyu Jiang; Jiayi Ma 001; Guobao Xiao; Zhenfeng Shao; Xiaojie Guo 001 (Inf. Fusion, 2021)

Image retrieval from remote sensing big data: A survey. - Yansheng Li 001; Jiayi Ma 001; Yongjun Zhang 002 (Inf. Fusion, 2021)

EMFusion: An unsupervised enhanced medical image fusion network. - Han Xu 001; 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)

Locality-constrained sparse representation for hyperspectral image classification. - Yuanshu Zhang; Yong Ma 001; Xiaobing Dai; Hao Li 034; Xiaoguang Mei; Jiayi Ma 001 (Inf. Sci., 2021)

MPIN: a macro-pixel integration network for light field super-resolution. - Xinya Wang; Jiayi Ma 001; Wenjing Gao; Junjun Jiang (Frontiers Inf. Technol. Electron. Eng., 2021)

Hyperspectral Anomaly Detection via Integration of Feature Extraction and Background Purification. - Yong Ma 001; Ganghui Fan; Qiwen Jin; Jun Huang 008; Xiaoguang Mei; Jiayi Ma 001 (IEEE Geosci. Remote. Sens. Lett., 2021)

Bilateral attention decoder: A lightweight decoder for real-time semantic segmentation. - Chengli Peng; Tian Tian 006; Chen Chen 001; Xiaojie Guo 001; Jiayi Ma 001 (Neural Networks, 2021)

Enhanced image prior for unsupervised remoting sensing super-resolution. - Jiaming Wang 001; Zhenfeng Shao; Xiao Huang 003; Tao Lu 001; Ruiqian Zhang; Jiayi Ma 001 (Neural Networks, 2021)

Ranking list preservation for feature matching. - Junjun Jiang; Qing Ma; Xingyu Jiang; Jiayi Ma 001 (Pattern Recognit., 2021)

Mining consistent correspondences using co-occurrence statistics. - Guobao Xiao; Shiping Wang; Han Wang 001; Jiayi Ma 001 (Pattern Recognit., 2021)

A Cross-Direction and Progressive Network for Pan-Sharpening. - Han Xu 001; Zhuliang Le; Jun Huang 008; Jiayi Ma 001 (Remote. Sens., 2021)

A Spatial-Spectral Feature Descriptor for Hyperspectral Image Matching. - Yang Yu 045; Yong Ma 001; Xiaoguang Mei; Fan Fan 001; Jun Huang 008; Jiayi Ma 001 (Remote. Sens., 2021)

DE-CycleGAN: An Object Enhancement Network for Weak Vehicle Detection in Satellite Images. - Peng Gao 012; Tian Tian 006; Linfeng Li; Jiayi Ma 001; Jinwen Tian (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

SMFuse: Multi-Focus Image Fusion Via Self-Supervised Mask-Optimization. - Jiayi Ma 001; Zhuliang Le; Xin Tian 006; Junjun Jiang (IEEE Trans. Computational Imaging, 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)

Robust Feature Matching for Remote Sensing Image Registration via Linear Adaptive Filtering. - Xingyu Jiang; Jiayi Ma 001; Aoxiang Fan; Haiping Xu; Geng Lin; Tao Lu 001; Xin Tian 006 (IEEE Trans. Geosci. Remote. Sens., 2021)

FusionNDVI: A Computational Fusion Approach for High-Resolution Normalized Difference Vegetation Index. - Xin Tian 006; Mengliang Zhang; Changcai Yang; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 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)

Robust ENF Estimation Based on Harmonic Enhancement and Maximum Weight Clique. - Guang Hua 001; Han Liao; Haijian Zhang; Dengpan Ye; Jiayi Ma 001 (IEEE Trans. Inf. Forensics Secur., 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)

DRF: Disentangled Representation for Visible and Infrared Image Fusion. - Han Xu 001; Xinya Wang; Jiayi Ma 001 (IEEE Trans. Instrum. Meas., 2021)

Correlation Discrepancy Insight Network for Video Re-identification. - Weijian Ruan; Chao Liang 001; Yi Yu 001; Zheng Wang 007; Wu Liu; Jun Chen 001; Jiayi Ma 001 (ACM Trans. Multim. Comput. Commun. Appl., 2021)

MS2DG-Net: Progressive Correspondence Learning via Multiple Sparse Semantics Dynamic Graph. - Luanyuan Dai; Yizhang Liu; Jiayi Ma 001; Lifang Wei; Taotao Lai; Changcai Yang; Riqing Chen (CVPR, 2022)

Coherent Point Drift Revisited for Non-rigid Shape Matching and Registration. - Aoxiang Fan; Jiayi Ma 001; Xin Tian 006; Xiaoguang Mei; Wei Lin (CVPR, 2022)

From Less to More: Spectral Splitting and Aggregation Network for Hyperspectral Face Super-Resolution. - Junjun Jiang; Chenyang Wang 002; Xianming Liu; Kui Jiang; Jiayi Ma 001 (CVPR Workshops, 2022)

RFNet: Unsupervised Network for Mutually Reinforcing Multi-modal Image Registration and Fusion. - Han Xu 001; Jiayi Ma 001; Jiteng Yuan; Zhuliang Le; Wei Liu 005 (CVPR, 2022)

Hierarchical Memory Learning for Fine-Grained Scene Graph Generation. - Youming Deng; Yansheng Li 001; Yongjun Zhang 002; Xiang Xiang 001; Jian Wang 108; Jingdong Chen; Jiayi Ma 001 (ECCV (27), 2022)

Fusion from Decomposition: A Self-Supervised Decomposition Approach for Image Fusion. - Pengwei Liang; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (ECCV (18), 2022)

CUFD: An encoder-decoder network for visible and infrared image fusion based on common and unique feature decomposition. - Han Xu 001; Meiqi Gong; Xin Tian 006; Jun Huang 008; Jiayi Ma 001 (Comput. Vis. Image Underst., 2022)

BaMBNet: A Blur-Aware Multi-Branch Network for Dual-Pixel Defocus Deblurring. - Pengwei Liang; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (IEEE CAA J. Autom. Sinica, 2022)

SwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer. - Jiayi Ma 001; Linfeng Tang; Fan Fan 001; Jun Huang 008; Xiaoguang Mei; Yong Ma 001 (IEEE CAA J. Autom. Sinica, 2022)

Domain Adaptive Semantic Segmentation via Entropy-Ranking and Uncertain Learning-Based Self-Training. - Chengli Peng; Jiayi Ma 001 (IEEE CAA J. Autom. Sinica, 2022)

SuperFusion: A Versatile Image Registration and Fusion Network with Semantic Awareness. - Linfeng Tang; Yuxin Deng; Yong Ma 001; Jun Huang 008; Jiayi Ma 001 (IEEE CAA J. Autom. Sinica, 2022)

Loop Closure Detection With Reweighting NetVLAD and Local Motion and Structure Consensus. - Kaining Zhang; Jiayi Ma 001; Junjun Jiang (IEEE CAA J. Autom. Sinica, 2022)

Feature Matching via Motion-Consistency Driven Probabilistic Graphical Model. - Jiayi Ma 001; Aoxiang Fan; Xingyu Jiang; Guobao Xiao (Int. J. Comput. Vis., 2022)

RANet: A relation-aware network for two-view correspondence learning. - Guorong Lin; Xin Liu 091; Fangfang Lin; Guobao Xiao; Jiayi Ma 001 (Neurocomputing, 2022)

Image dehazing via enhancement, restoration, and fusion: A survey. - Xiaojie Guo 001; Yang Yang 062; Chaoyue Wang; Jiayi Ma 001 (Inf. Fusion, 2022)

Multi-exposure image fusion via deep perceptual enhancement. - Dong Han; Liang Li; Xiaojie Guo 001; Jiayi Ma 001 (Inf. Fusion, 2022)

UIFGAN: An unsupervised continual-learning generative adversarial network for unified image fusion. - Zhuliang Le; Jun Huang 008; Han Xu 001; Fan Fan 001; Yong Ma 001; Xiaoguang Mei; Jiayi Ma 001 (Inf. Fusion, 2022)

Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network. - Linfeng Tang; Jiteng Yuan; Jiayi Ma 001 (Inf. Fusion, 2022)

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)

High quality 3D reconstruction based on fusion of polarization imaging and binocular stereo vision. - Xin Tian 006; Rui Liu; Zhongyuan Wang 001; Jiayi Ma 001 (Inf. Fusion, 2022)

Learning an epipolar shift compensation for light field image super-resolution. - Xinya Wang; Jiayi Ma 001; Peng Yi 002; Xin Tian 006; Junjun Jiang; Xiao-Ping Zhang 002 (Inf. Fusion, 2022)

Unified gradient- and intensity-discriminator generative adversarial network for image fusion. - Huabing Zhou; Jilei Hou; Yanduo Zhang; Jiayi Ma 001; Haibin Ling (Inf. Fusion, 2022)

Learning Two-View Correspondences and Geometry Using Neighbor-Aware Network. - Wei Zheng; Ziwei Shi; Guobao Xiao; Jiayi Ma 001 (IEEE Geosci. Remote. Sens. Lett., 2022)

Dilated projection correction network based on autoencoder for hyperspectral image super-resolution. - Xinya Wang; Jiayi Ma 001; Junjun Jiang; Xiao-Ping Zhang 002 (Neural Networks, 2022)

Efficient Deterministic Search With Robust Loss Functions for Geometric Model Fitting. - Aoxiang Fan; Jiayi Ma 001; Xingyu Jiang; Haibin Ling (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

U2Fusion: A Unified Unsupervised Image Fusion Network. - Han Xu 001; Jiayi Ma 001; Junjun Jiang; Xiaojie Guo 001; Haibin Ling (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

A Progressive Fusion Generative Adversarial Network for Realistic and Consistent Video Super-Resolution. - Peng Yi 002; Zhongyuan Wang 001; Kui Jiang; Junjun Jiang; Tao Lu 001; Jiayi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

CSDA-Net: Seeking reliable correspondences by channel-Spatial difference augment network. - Shunxing Chen; Linxin Zheng; Guobao Xiao; Zhen Zhong; Jiayi Ma 001 (Pattern Recognit., 2022)

Robust image matching via local graph structure consensus. - Xingyu Jiang; Yifan Xia; Xiao-Ping Zhang 002; Jiayi Ma 001 (Pattern Recognit., 2022)

Guided neighborhood affine subspace embedding for feature matching. - Zizhuo Li; Yong Ma 001; Xiaoguang Mei; Jun Huang 008; Jiayi Ma 001 (Pattern Recognit., 2022)

BSCA-Net: Bit Slicing Context Attention network for polyp segmentation. - Yi Lin; Jichun Wu; Guobao Xiao; Junwen Guo; Geng Chen 001; Jiayi Ma 001 (Pattern Recognit., 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)

Interpolation-based nonrigid deformation estimation under manifold regularization constraint. - Huabing Zhou; Zhichao Xu; Yulu Tian; Zhenghong Yu; Yanduo Zhang; Jiayi Ma 001 (Pattern Recognit., 2022)

Feature Matching for Remote-Sensing Image Registration via Neighborhood Topological and Affine Consistency. - Xi Gong; Feng Yao; Jiayi Ma 001; Junjun Jiang; Tao Lu 001; Yanduo Zhang; Huabing Zhou (Remote. Sens., 2022)

Deep Unfolding Network for Spatiospectral Image Super-Resolution. - Qing Ma; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Computational Imaging, 2022)

Group Shuffle and Spectral-Spatial Fusion for Hyperspectral Image Super-Resolution. - Xinya Wang; Yingsong Cheng; Xiaoguang Mei; Junjun Jiang; Jiayi Ma 001 (IEEE Trans. Computational Imaging, 2022)

Attention-Guided Polarization Image Fusion Using Salient Information Distribution. - Han Xu 001; Yucheng Sun; Xiaoguang Mei; Xin Tian 006; Jiayi Ma 001 (IEEE Trans. Computational Imaging, 2022)

Hyperspectral Anomaly Detection With Robust Graph Autoencoders. - Ganghui Fan; Yong Ma 001; Xiaoguang Mei; Fan Fan 001; Jun Huang 008; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

D2TNet: A ConvLSTM Network With Dual-Direction Transfer for Pan-Sharpening. - Meiqi Gong; Jiayi Ma 001; Han Xu 001; Xin Tian 006; Xiao-Ping Zhang 002 (IEEE Trans. Geosci. Remote. Sens., 2022)

TANet: An Unsupervised Two-Stream Autoencoder Network for Hyperspectral Unmixing. - Qiwen Jin; Yong Ma 001; Xiaoguang Mei; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

SQAD: Spatial-Spectral Quasi-Attention Recurrent Network for Hyperspectral Image Denoising. - Erting Pan; Yong Ma 001; Xiaoguang Mei; Fan Fan 001; Jun Huang 008; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

Cross Fusion Net: A Fast Semantic Segmentation Network for Small-Scale Semantic Information Capturing in Aerial Scenes. - Chengli Peng; Kaining Zhang; Yong Ma 001; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

Variational Pansharpening by Exploiting Cartoon-Texture Similarities. - Xin Tian 006; Yuerong Chen; Changcai Yang; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

VP-Net: An Interpretable Deep Network for Variational Pansharpening. - Xin Tian 006; Kun Li 025; Zhongyuan Wang 001; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

HyperFusion: A Computational Approach for Hyperspectral, Multispectral, and Panchromatic Image Fusion. - Xin Tian 006; Wei Zhang 259; Yuerong Chen; Zhongyuan Wang 001; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

A Group-Based Embedding Learning and Integration Network for Hyperspectral Image Super-Resolution. - Xinya Wang; Qian Hu; Junjun Jiang; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

Hyperspectral Image Super-Resolution via Recurrent Feedback Embedding and Spatial-Spectral Consistency Regularization. - Xinya Wang; Jiayi Ma 001; Junjun Jiang (IEEE Trans. Geosci. Remote. Sens., 2022)

Robust Feature Matching for Remote Sensing Image Registration via Guided Hyperplane Fitting. - Guobao Xiao; Huan Luo 001; Kun Zeng; Leyi Wei; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

Local Affine Preservation With Motion Consistency for Feature Matching of Remote Sensing Images. - Xinyu Ye; Jiayi Ma 001; Huilin Xiong (IEEE Trans. Geosci. Remote. Sens., 2022)

Learning Spatial-Parallax Prior Based on Array Thermal Camera for Infrared Image Enhancement. - Jiayi Ma 001; Wenjing Gao; Yong Ma 001; Jun Huang 008; Fan Fan 001 (IEEE Trans. Ind. Informatics, 2022)

Fast and Robust Loop-Closure Detection via Convolutional Auto-Encoder and Motion Consensus. - Jiayi Ma 001; Shenyue Wang; Kaining Zhang; Zheng He; Jun Huang 008; Xiaoguang Mei (IEEE Trans. Ind. Informatics, 2022)

High-Quality Wheat Stalk Cross Section Micrograph Measurement via Semantic Segmentation Network. - Chengli Peng; Jiayi Ma 001 (IEEE Trans. Instrum. Meas., 2022)

Multi-Task Interaction Learning for Spatiospectral Image Super-Resolution. - Qing Ma; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Image Process., 2022)

Locality-Guided Global-Preserving Optimization for Robust Feature Matching. - Yifan Xia; Jiayi Ma 001 (IEEE Trans. Image Process., 2022)

MSA-Net: Establishing Reliable Correspondences by Multiscale Attention Network. - Linxin Zheng; Guobao Xiao; Ziwei Shi; Shiping Wang; Jiayi Ma 001 (IEEE Trans. Image Process., 2022)

Loop-Closure Detection Using Local Relative Orientation Matching. - Jiayi Ma 001; Xinyu Ye; Huabing Zhou; Xiaoguang Mei; Fan Fan 001 (IEEE Trans. Intell. Transp. Syst., 2022)

Appearance-Based Loop Closure Detection via Locality-Driven Accurate Motion Field Learning. - Kaining Zhang; Xingyu Jiang; Jiayi Ma 001 (IEEE Trans. Intell. Transp. Syst., 2022)

Multi-Focus Image Fusion Based on Multi-Scale Gradients and Image Matting. - Jun Chen 019; Xuejiao Li; Linbo Luo 002; Jiayi Ma 001 (IEEE Trans. Multim., 2022)

DBDnet: A Deep Boosting Strategy for Image Denoising. - Jiayi Ma 001; Chengli Peng; Xin Tian 006; Junjun Jiang (IEEE Trans. Multim., 2022)

Real-Time and Accurate UAV Pedestrian Detection for Social Distancing Monitoring in COVID-19 Pandemic. - Zhenfeng Shao; Gui Cheng; Jiayi Ma 001; Zhongyuan Wang 001; Jiaming Wang 001; Deren Li (IEEE Trans. Multim., 2022)

Multilayer Spectral-Spatial Graphs for Label Noisy Robust Hyperspectral Image Classification. - Junjun Jiang; Jiayi Ma 001; Xianming Liu (IEEE Trans. Neural Networks Learn. Syst., 2022)

Unsupervised Multi-Exposure Image Fusion Breaking Exposure Limits via Contrastive Learning. - Han Xu 001; Liang Haochen; Jiayi Ma 001 (AAAI, 2023)

Robust and Scalable Gaussian Process Regression and Its Applications. - Yifan Lu; Jiayi Ma 001; Leyuan Fang; Xin Tian 006; Junjun Jiang (CVPR, 2023)

Sparsely Annotated Semantic Segmentation with Adaptive Gaussian Mixtures. - Linshan Wu; Zhun Zhong; Leyuan Fang; Xingxin He; Qiang Liu; Jiayi Ma 001; Hao Chen (CVPR, 2023)

LSTFE-Net: Long Short-Term Feature Enhancement Network for Video Small Object Detection. - Jinsheng Xiao; Yuanxu Wu; Yunhua Chen; Shurui Wang; Zhongyuan Wang 001; Jiayi Ma 001 (CVPR, 2023)

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)

U-Match: Two-view Correspondence Learning with Hierarchy-aware Local Context Aggregation. - Zizhuo Li; Shihua Zhang; Jiayi Ma 001 (IJCAI, 2023)

Robust Model Reasoning and Fitting via Dual Sparsity Pursuit. - Xingyu Jiang; Jiayi Ma 001 (NeurIPS, 2023)

Dif-Fusion: Towards High Color Fidelity in Infrared and Visible Image Fusion with Diffusion Models. - Jun Yue; Leyuan Fang; Shaobo Xia; Yue Deng 001; Jiayi Ma 001 (CoRR, 2023)

ResMatch: Residual Attention Learning for Local Feature Matching. - Yuxin Deng; Jiayi Ma 001 (CoRR, 2023)

Word length-aware text spotting: Enhancing detection and recognition in dense text image. - Hao Wang; Huabing Zhou; Yanduo Zhang; Tao Lu 001; Jiayi Ma 001 (CoRR, 2023)

Deep Learning-based Face Super-resolution: A Survey. - Junjun Jiang; Chenyang Wang 002; Xianming Liu; Jiayi Ma 001 (ACM Comput. Surv., 2023)

Sparse Tensor Prior for Hyperspectral, Multispectral, and Panchromatic Image Fusion. - Xin Tian 006; Wei Zhang 259; Dian Yu; Jiayi Ma 001 (IEEE CAA J. Autom. Sinica, 2023)

Hyperspectral Image Super-Resolution Meets Deep Learning: A Survey and Perspective. - Xinya Wang; Qian Hu; Yingsong Cheng; Jiayi Ma 001 (IEEE CAA J. Autom. Sinica, 2023)

Contrastive Learning for Blind Super-Resolution via A Distortion-Specific Network. - Xinya Wang; Jiayi Ma 001; Junjun Jiang (IEEE CAA J. Autom. Sinica, 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)

JRA-Net: Joint representation attention network for correspondence learning. - Ziwei Shi; Guobao Xiao; Linxin Zheng; Jiayi Ma 001; Riqing Chen (Pattern Recognit., 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)

Learning for Feature Matching via Graph Context Attention. - Junwen Guo; Guobao Xiao; Zhimin Tang; Shunxing Chen; Shiping Wang; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2023)

Coarse-to-Fine Cross-Domain Learning Fusion Network for Pansharpening. - Chengjie Ke; Wei Zhang 259; Zhongyuan Wang 001; Jiayi Ma 001; Xin Tian 006 (IEEE Trans. Geosci. Remote. Sens., 2023)

SPGAN-DA: Semantic-Preserved Generative Adversarial Network for Domain Adaptive Remote Sensing Image Semantic Segmentation. - Yansheng Li 001; Te Shi 001; Yongjun Zhang 002; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2023)

Progressive Hyperspectral Image Destriping With an Adaptive Frequencial Focus. - Erting Pan; Yong Ma 001; Xiaoguang Mei; Fan Fan 001; Jun Huang 008; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2023)

Dual Spatial-Spectral Pyramid Network With Transformer for Hyperspectral Image Fusion. - Yucheng Sun; Han Xu 001; Yong Ma 001; Minghui Wu 007; Xiaoguang Mei; Jun Huang 008; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2023)

PG-Net: Progressive Guidance Network via Robust Contextual Embedding for Efficient Point Cloud Registration. - Jingtao Wang; Xin Liu 091; Luanyuan Dai; Jiayi Ma 001; Lifang Wei; Changcai Yang; Riqing Chen (IEEE Trans. Geosci. Remote. Sens., 2023)

Dual-Attention-Based Feature Aggregation Network for Infrared and Visible Image Fusion. - Zhimin Tang; Guobao Xiao; Junwen Guo; Shiping Wang; Jiayi Ma 001 (IEEE Trans. Instrum. Meas., 2023)

Interpretable Poisson Optimization-Inspired Deep Network for Single-Photon Counting Image Denoising. - Xin Tian 006; Fang He; Rui Liu; Jiayi Ma 001 (IEEE Trans. Instrum. Meas., 2023)

ReDFeat: Recoupling Detection and Description for Multimodal Feature Learning. - Yuxin Deng; Jiayi Ma 001 (IEEE Trans. Image Process., 2023)

Density-Guided Incremental Dominant Instance Exploration for Two-View Geometric Model Fitting. - Zizhuo Li; Jiayi Ma 001; Guobao Xiao (IEEE Trans. Image Process., 2023)

PGFNet: Preference-Guided Filtering Network for Two-View Correspondence Learning. - Xin Liu 091; Guobao Xiao; Riqing Chen; Jiayi Ma 001 (IEEE Trans. Image Process., 2023)

Dif-Fusion: Toward High Color Fidelity in Infrared and Visible Image Fusion With Diffusion Models. - Jun Yue; Leyuan Fang; Shaobo Xia; Yue Deng 001; Jiayi Ma 001 (IEEE Trans. Image Process., 2023)

Correspondence Attention Transformer: A Context-Sensitive Network for Two-View Correspondence Learning. - Jiayi Ma 001; Yang Wang; Aoxiang Fan; Guobao Xiao; Riqing Chen (IEEE Trans. Multim., 2023)

DMEF: Multi-Exposure Image Fusion Based on a Novel Deep Decomposition Method. - Kangle Wu; Jun Chen 019; Jiayi Ma 001 (IEEE Trans. Multim., 2023)

ACE-MEF: Adaptive Clarity Evaluation-Guided Network With Illumination Correction for Multi-Exposure Image Fusion. - Kangle Wu; Jun Chen 019; Yang Yu 045; Jiayi Ma 001 (IEEE Trans. Multim., 2023)

Semantic-Supervised Infrared and Visible Image Fusion Via a Dual-Discriminator Generative Adversarial Network. - Huabing Zhou; Wei Wu; Yanduo Zhang; Jiayi Ma 001; Haibin Ling (IEEE Trans. Multim., 2023)

Loop Closure Detection via Locality Preserving Matching With Global Consensus. - Jiayi Ma 001; Kaining Zhang; Junjun Jiang (IEEE CAA J. Autom. Sinica, 2023)

D2Net: Deep Denoising Network in Frequency Domain for Hyperspectral Image. - Erting Pan; Yong Ma 001; Xiaoguang Mei; Jun Huang 008; Fan Fan 001; Jiayi Ma 001 (IEEE CAA J. Autom. Sinica, 2023)

ZMFF: Zero-shot multi-focus image fusion. - Xingyu Hu; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (Inf. Fusion, 2023)

Loop Closure Detection With Bidirectional Manifold Representation Consensus. - Kaining Zhang; Zizhuo Li; Jiayi Ma 001 (IEEE Trans. Intell. Transp. Syst., 2023)

HS2P: Hierarchical spectral and structure-preserving fusion network for multimodal remote sensing image cloud and shadow removal. - Yansheng Li 001; Fanyi Wei; Yongjun Zhang 002; Wei Chen 089; Jiayi Ma 001 (Inf. Fusion, 2023)

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

Querying Labeled for Unlabeled: Cross-Image Semantic Consistency Guided Semi-Supervised Semantic Segmentation. - Linshan Wu; Leyuan Fang; Xingxin He; Min He; Jiayi Ma 001; Zhun Zhong (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Neighborhood Manifold Preserving Matching for Visual Place Recognition. - Xinyu Ye; Jiayi Ma 001 (IEEE Trans. Ind. Informatics, 2023)

Smoothness-Driven Consensus Based on Compact Representation for Robust Feature Matching. - Aoxiang Fan; Xingyu Jiang; Yong Ma 001; Xiaoguang Mei; Jiayi Ma 001 (IEEE Trans. Neural Networks Learn. Syst., 2023)

Adversarial Autoencoder Network for Hyperspectral Unmixing. - Qiwen Jin; Yong Ma 001; Fan Fan 001; Jun Huang 008; Xiaoguang Mei; Jiayi Ma 001 (IEEE Trans. Neural Networks Learn. Syst., 2023)

Hierarchical image peeling: A flexible scale-space filtering framework. - Yuanbin Fu; Jiayi Ma 001; Xiaojie Guo 001 (Comput. Vis. Image Underst., 2023)

Improving sparse graph attention for feature matching by informative keypoints exploration. - Xingyu Jiang; Shihua Zhang; Xiao-Ping Zhang 002; Jiayi Ma 001 (Comput. Vis. Image Underst., 2023)

MURF: Mutually Reinforcing Multi-Modal Image Registration and Fusion. - Han Xu 001; Jiteng Yuan; Jiayi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Hyperspectral image denoising via spectral noise distribution bootstrap. - Erting Pan; Yong Ma 001; Xiaoguang Mei; Fan Fan 001; Jiayi Ma 001 (Pattern Recognit., 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)

Multi-exposure image fusion via perception enhanced structural patch decomposition. - Junchao Zhang 001; Yidong Luo; Junbin Huang; Ying Liu; Jiayi Ma 001 (Inf. Fusion, 2023)

Variational Bayesian deep network for blind Poisson denoising. - Hao Liang 008; Rui Liu; Zhongyuan Wang 001; Jiayi Ma 001; Xin Tian 006 (Pattern Recognit., 2023)

MSINet: Mining scale information from digital surface models for semantic segmentation of aerial images. - Chengli Peng; Haifeng Li 007; Chao Tao 001; Yansheng Li 001; Jiayi Ma 001 (Pattern Recognit., 2023)

APUNet: Attention-guided upsampling network for sparse and non-uniform point cloud. - Tianming Zhao 003; Linfeng Li; Tian Tian 006; Jiayi Ma 001; Jinwen Tian (Pattern Recognit., 2023)

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

Learning a 3D-CNN and Transformer prior for hyperspectral image super-resolution. - Qing Ma; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (Inf. Fusion, 2023)

Hyperspectral image destriping and denoising from a task decomposition view. - Erting Pan; Yong Ma 001; Xiaoguang Mei; Jun Huang 008; Qihai Chen; Jiayi Ma 001 (Pattern Recognit., 2023)

Patch-guided point matching for point cloud registration with low overlap. - Tianming Zhao 003; Linfeng Li; Tian Tian 006; Jiayi Ma 001; Jinwen Tian (Pattern Recognit., 2023)

SDGMNet: Statistic-Based Dynamic Gradient Modulation for Local Descriptor Learning. - Yuxin Deng; Jiayi Ma 001 (AAAI, 2024)

ResMatch: Residual Attention Learning for Feature Matching. - Yuxin Deng; Kaining Zhang; Shihua Zhang; Yansheng Li 001; Jiayi Ma 001 (AAAI, 2024)

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

Locality Preserving Refinement for Shape Matching with Functional Maps. - Yifan Xia; Yifan Lu; Yuan Gao 015; 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)

Unmixing Before Fusion: A Generalized Paradigm for Multi-Source-Based Hyperspectral Image Synthesis. - Yang Yu 045; Erting Pan; Xinya Wang; Yuheng Wu; Xiaoguang Mei; Jiayi Ma 001 (CVPR, 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)

DeMatch: Deep Decomposition of Motion Field for Two-View Correspondence Learning. - Shihua Zhang; Zizhuo Li; Yuan Gao 015; 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)

CLIFF: Continual Latent Diffusion for Open-Vocabulary Object Detection. - Wuyang Li; Xinyu Liu 001; Jiayi Ma 001; Yixuan Yuan (ECCV (55), 2024)

Mdbfusion: A Visible And Infrared Image Fusion Framework Capable For Motion Deblurring. - Jun Chen 019; Wei Yu 018; Xin Tian 006; Jun Huang 008; Jiayi Ma 001 (ICIP, 2024)

Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference Cost. - Yuan Gao 015; Weizhong Zhang; Wenhan Luo; Lin Ma 002; Jin-Gang Yu; Gui-Song Xia; Jiayi Ma 001 (ICLR, 2024)

Sparse-to-dense Multimodal Image Registration via Multi-Task Learning. - Kaining Zhang; Jiayi Ma 001 (ICML, 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)

DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior. - Linfeng Tang; Yuxin Deng; Xunpeng Yi; Qinglong Yan; Yixuan Yuan; Jiayi Ma 001 (ACM Multimedia, 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)

DiffGlue: Diffusion-Aided Image Feature Matching. - Shihua Zhang; 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)

Triple-task mutual consistency for semi-supervised 3D medical image segmentation. - Yantao Chen; Yong Ma 001; Xiaoguang Mei; Lin Zhang; Zhigang Fu; Jiayi Ma 001 (Comput. Biol. Medicine, 2024)

AllSpark: a multimodal spatiotemporal general model. - Run Shao; Cheng Yang; Qiujun Li; Qing Zhu; Yongjun Zhang 002; Yansheng Li 001; Yu Liu 023; Yong Tang; Dapeng Liu; Shizhong Yang; Jiayi Ma 001; Haifeng Li 007 (CoRR, 2024)

MaeFuse: Transferring Omni Features with Pretrained Masked Autoencoders for Infrared and Visible Image Fusion via Guided Training. - Jiayang Li; Junjun Jiang; Pengwei Liang; Jiayi Ma 001 (CoRR, 2024)

Fusion from Decomposition: A Self-Supervised Approach for Image Fusion and Beyond. - Pengwei Liang; Junjun Jiang; Qing Ma; Xianming Liu; Jiayi Ma 001 (CoRR, 2024)

From the abundance perspective: Multi-modal scene fusion-based hyperspectral image synthesis. - Erting Pan; Yang Yu 045; Xiaoguang Mei; Jun Huang 008; Jiayi Ma 001 (Inf. Fusion, 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)

Multi-image super-resolution based low complexity deep network for image compressive sensing reconstruction. - Qiming Xiong; Zhirong Gao; Jiayi Ma 001; Yong Ma 001 (J. Vis. Commun. Image Represent., 2024)

PSD-ELGAN: A pseudo self-distillation based CycleGAN with enhanced local adversarial interaction for single image dehazing. - Kangle Wu; Jun Huang 008; Yong Ma 001; Fan Fan 001; Jiayi Ma 001 (Neural Networks, 2024)

Semantic attention-based heterogeneous feature aggregation network for image fusion. - Zhiqiang Ruan; Jie Wan; Guobao Xiao; Zhimin Tang; Jiayi Ma 001 (Pattern Recognit., 2024)

Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring. - Pengwei Liang; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Computational Imaging, 2024)

UnmixDiff: Unmixing-Based Diffusion Model for Hyperspectral Image Synthesis. - Yang Yu 045; Erting Pan; Yong Ma 001; Xiaoguang Mei; Qihai Chen; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2024)

DTNet: A Specialized Dual-Tuning Network for Infrared Vehicle Detection in Aerial Images. - Nan Zhang; Youmeng Liu; Hao Liu 064; Tian Tian 006; Jiayi Ma 001; Jinwen Tian (IEEE Trans. Geosci. Remote. Sens., 2024)

SegCLIP: Multimodal Visual-Language and Prompt Learning for High-Resolution Remote Sensing Semantic Segmentation. - Shijie Zhang; Bin Zhang 033; Yuntao Wu; Huabing Zhou; Junjun Jiang; Jiayi Ma 001 (IEEE Trans. Geosci. Remote. Sens., 2024)

LENFusion: A Joint Low-Light Enhancement and Fusion Network for Nighttime Infrared and Visible Image Fusion. - Jun Chen 019; Liling Yang; Wei Liu 005; Xin Tian 006; Jiayi Ma 001 (IEEE Trans. Instrum. Meas., 2024)

Multiview Stereo via Noise Suppression PatchMatch. - Jun Chen 019; Aoyu Zhu; Yang Yu 045; Jiayi Ma 001 (IEEE Trans. Instrum. Meas., 2024)

DHM-Net: Deep Hypergraph Modeling for Robust Feature Matching. - Shunxing Chen; Guobao Xiao; Junwen Guo; Qiangqiang Wu; Jiayi Ma 001 (IEEE Trans. Image Process., 2024)

Progressive Learning With Cross-Window Consistency for Semi-Supervised Semantic Segmentation. - Bo Dang 002; Yansheng Li 001; Yongjun Zhang 002; Jiayi Ma 001 (IEEE Trans. Image Process., 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)

Incrementally Adapting Pretrained Model Using Network Prior for Multi-Focus Image Fusion. - Xingyu Hu; Junjun Jiang; Chenyang Wang 002; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Image Process., 2024)

Exploring the Spectral Prior for Hyperspectral Image Super-Resolution. - Qian Hu; Xinya Wang; Junjun Jiang; Xiao-Ping Zhang 002; Jiayi Ma 001 (IEEE Trans. Image Process., 2024)

Learning a Non-Locally Regularized Convolutional Sparse Representation for Joint Chromatic and Polarimetric Demosaicking. - Yidong Luo; Junchao Zhang 001; Jianbo Shao; Jiandong Tian; Jiayi Ma 001 (IEEE Trans. Image Process., 2024)

HitFusion: Infrared and Visible Image Fusion for High-Level Vision Tasks Using Transformer. - Jun Chen 019; Jianfeng Ding; Jiayi Ma 001 (IEEE Trans. Multim., 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)

Robust Feature Matching via Graph Neighborhood Motion Consensus. - Jun Huang 008; Honglin Li; Yijia Gong; Fan Fan 001; Yong Ma 001; Qinglei Du; Jiayi Ma 001 (IEEE Trans. Multim., 2024)

CAMF: An Interpretable Infrared and Visible Image Fusion Network Based on Class Activation Mapping. - Linfeng Tang; Ziang Chen; Jun Huang 008; Jiayi Ma 001 (IEEE Trans. Multim., 2024)

Cycle-Retinex: Unpaired Low-Light Image Enhancement via Retinex-Inline CycleGAN. - Kangle Wu; Jun Huang 008; Yong Ma 001; Fan Fan 001; Jiayi Ma 001 (IEEE Trans. Multim., 2024)

Feature Matching via Topology-Aware Graph Interaction Model. - Yifan Lu; Jiayi Ma 001; Xiaoguang Mei; Jun Huang 008; Xiao-Ping (Steven) Zhang (IEEE CAA J. Autom. Sinica, 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)

PAPS: Progressive Attention-Based Pan-sharpening. - Yanan Jia; Qiming Hu; Renwei Dian; Jiayi Ma 001; Xiaojie Guo 001 (IEEE CAA J. Autom. Sinica, 2024)

SSL-Net: Sparse semantic learning for identifying reliable correspondences. - Shunxing Chen; Guobao Xiao; Ziwei Shi; Junwen Guo; Jiayi Ma 001 (Pattern Recognit., 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)

Reciprocal transformer for hyperspectral and multispectral image fusion. - Qing Ma; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (Inf. Fusion, 2024)

MAUN: Memory-Augmented Deep Unfolding Network for Hyperspectral Image Reconstruction. - Qian Hu; Jiayi Ma 001; Yuan Gao 015; Junjun Jiang; Yixuan Yuan (IEEE CAA J. Autom. Sinica, 2024)

ConvMatch: Rethinking Network Design for Two-View Correspondence Learning. - Shihua Zhang; Jiayi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Omniscient Video Super-Resolution with Explicit-Implicit Alignment. - Peng Yi 002; Zhongyuan Wang 002; Laigan Luo; Kui Jiang; Zheng He; Junjun Jiang; Tao Lu 001; Jiayi Ma 001 (ACM Trans. Multim. Comput. Commun. Appl., 2024)

From Noise Addition to Denoising: A Self-Variation Capture Network for Point Cloud Optimization. - Tianming Zhao 003; Peng Gao 012; Tian Tian 006; Jiayi Ma 001; Jinwen Tian (IEEE Trans. Vis. Comput. Graph., 2024)

Open Set Recognition in Real World. - Zhen Yang 026; Jun Yue; Pedram Ghamisi; Shiliang Zhang; Jiayi Ma 001; Leyuan Fang (Int. J. Comput. Vis., 2024)

MC-Net: Integrating Multi-Level Geometric Context for Two-View Correspondence Learning. - Zizhuo Li; Chunbao Su; Fan Fan 001; Jun Huang 008; Jiayi Ma 001 (IEEE Trans. Circuits Syst. Video Technol., 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)

Latent Semantic Consensus for Deterministic Geometric Model Fitting. - Guobao Xiao; Jun Yu 002; Jiayi Ma 001; Deng-Ping Fan; Ling Shao 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Interpretable Model-Driven Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion. - Xin Tian 006; Kun Li 025; Wei Zhang 259; Zhongyuan Wang 001; Jiayi Ma 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

Cas-FNE: Cascaded Face Normal Estimation. - Meng Wang 054; Jiawan Zhang; Jiayi Ma 001; Xiaojie Guo 001 (IEEE CAA J. Autom. Sinica, 2024)

U-Match: Exploring Hierarchy-Aware Local Context for Two-View Correspondence Learning. - Zizhuo Li; Shihua Zhang; Jiayi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

T-Net++: Effective Permutation-Equivariance Network for Two-View Correspondence Pruning. - Guobao Xiao; Xin Liu 091; Zhen Zhong; Xiaoqin Zhang 002; Jiayi Ma 001; Haibin Ling (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

CGR-Net: Consistency Guided ResFormer for Two-View Correspondence Learning. - Changcai Yang; Xiaojie Li; Jiayi Ma 001; Fengyuan Zhuang; Lifang Wei; Riqing Chen; Guodong Chen (IEEE Trans. Circuits Syst. Video Technol., 2024)

3D Lane Detection From Front or Surround-View Using Joint-Modeling and Matching. - Haibin Zhou; Huabing Zhou; Jun Chang; Tao Lu 001; Jiayi Ma 001 (IEEE Trans. Intell. Veh., 2024)

DeMo: Deep Motion Field Consensus with Learnable Kernels for Two-view Correspondence Learning. - Yifan Lu; Jiajun Le; Zizhuo Li; Yixuan Yuan; Jiayi Ma 001 (AAAI, 2025)

Multi-Shape Matching with Cycle Consistency Basis via Functional Maps. - Yifan Xia; Tianwei Ye; Huabing Zhou; Zhongyuan Wang 001; Jiayi Ma 001 (AAAI, 2025)

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)

Matching While Perceiving: Enhance Image Feature Matching with Applicable Semantic Amalgamation. - Shihua Zhang; Zhenjie Zhu; Zizhuo Li; Tao Lu 001; Jiayi Ma 001 (AAAI, 2025)

NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results. - Xiaoning Liu 003; Zongwei Wu; Florin-Alexandru Vasluianu; Hailong Yan; Bin Ren; Yulun Zhang 001; Shuhang Gu; Le Zhang 001; Ce Zhu; Radu Timofte; Kangbiao Shi; Yixu Feng; et al. (CVPR Workshops, 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)

Adapting Dense Matching for Homography Estimation with Grid-based Acceleration. - Kaining Zhang; Yuxin Deng; Jiayi Ma 001; Paolo Favaro (CVPR, 2025)

Multi-receptive field interaction network for shape from polarization. - Yini Peng; Rui Liu; Zhiyuan Zhang; Zhongyuan Wang 001; Jiayi Ma 001; Xin Tian 006 (Sci. China Inf. Sci., 2025)

SD-MIL: Multiple instance learning with dual perception of scale and distance information fusion for whole slide image classification. - Yining Xie; Zequn Liu; Jiajun Chen; Wei Zhang 259; Jing Zhao; Jiayi Ma 001 (Expert Syst. Appl., 2025)

Learning deformable hypothesis sampling for patchmatch multi-view stereo in the wild. - Yao Guo; Xianwei Zheng; Hongjie Li; Linxi Huan; Jiayi Ma 001; Jianya Gong (Inf. Fusion, 2025)

Physical prior-guided deep fusion network with shading cues for shape from polarization. - Rui Liu; Zhiyuan Zhang; Yini Peng; Jiayi Ma 001; Xin Tian 006 (Inf. Fusion, 2025)

PHIM-MIL: Multiple instance learning with prototype similarity-guided feature fusion and hard instance mining for whole slide image classification. - Yining Xie; Zequn Liu; Jing Zhao; Jiayi Ma 001 (Inf. Fusion, 2025)

Deep blind super-resolution for hyperspectral images. - Pei Yang; Yong Ma 001; Xiaoguang Mei; Qihai Chen; Minghui Wu 007; Jiayi Ma 001 (Pattern Recognit., 2025)

Hierarchical diffusion models for generating various pattern vehicles in infrared aerial images. - Nan Zhang; Youmeng Liu; Hao Liu 064; Tian Tian 006; Jiayi Ma 001; Jinwen Tian (Pattern Recognit., 2025)

CASPFuse: An Infrared and Visible Image Fusion Method Based on Dual-Cycle Crosswise Awareness and Global Structure-Tensor Preservation. - Xuan Li; Rongfu Chen; Jie Wang 149; Weiwei Chen; Huabing Zhou; Jiayi Ma 001 (IEEE Trans. Instrum. Meas., 2025)

Word Length-Aware Text Spotting: Enhancing Dense Text Detection and Recognition for Camera-Captured Document Image. - Hao Wang; Huabing Zhou; Yanduo Zhang; Jiayi Ma 001; Haibin Ling (IEEE Trans. Instrum. Meas., 2025)

SDSFusion: A Semantic-Aware Infrared and Visible Image Fusion Network for Degraded Scenes. - Jun Chen 019; Liling Yang; Wei Yu 018; Wenping Gong; Zhanchuan Cai; Jiayi Ma 001 (IEEE Trans. Image Process., 2025)

MaeFuse: Transferring Omni Features With Pretrained Masked Autoencoders for Infrared and Visible Image Fusion via Guided Training. - Jiayang Li; Junjun Jiang; Pengwei Liang; Jiayi Ma 001; Liqiang Nie (IEEE Trans. Image Process., 2025)

Learning Feature Matching via Matchable Keypoint-Assisted Graph Neural Network. - Zizhuo Li; Jiayi Ma 001 (IEEE Trans. Image Process., 2025)

FusionINV: A Diffusion-Based Approach for Multimodal Image Fusion. - Pengwei Liang; Junjun Jiang; Qing Ma; Chenyang Wang 002; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Image Process., 2025)

Mutually Reinforcing Learning of Decoupled Degradation and Diffusion Enhancement for Unpaired Low-Light Image Lightening. - Kangle Wu; Jun Huang 008; Yong Ma 001; Fan Fan 001; Jiayi Ma 001 (IEEE Trans. Image Process., 2025)

Grid-Guided Sparse Laplacian Consensus for Robust Feature Matching. - Yifan Xia; Jiayi Ma 001 (IEEE Trans. Image Process., 2025)

Universal Infrared Image Nonuniformity Correction via Stripe-Aware Attention Network. - Kangle Wu; Jun Huang 008; Yong Ma 001; Fan Fan 001; Jiayi Ma 001 (IEEE Trans. Multim., 2025)

VRTNet: Vector Rectifier Transformer for Two-View Correspondence Learning. - Meng Yang; Jun Chen 019; Xin Tian 006; Longsheng Wei; Jiayi Ma 001 (IEEE Trans. Multim., 2025)

SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations. - Wendi Liu; Pei Yang; Wenhui Hong; Xiaoguang Mei; Jiayi Ma 001 (CoRR, 2025)

HyperGCT: A Dynamic Hyper-GNN-Learned Geometric Constraint for 3D Registration. - Xiyu Zhang 001; Jiayi Ma 001; Jianwei Guo; Wei Hu; Zhaoshuai Qi; Fei Hui; Jiaqi Yang 002; Yanning Zhang 001 (CoRR, 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)

DSPFusion: Image Fusion via Degradation and Semantic Dual-Prior Guidance. - Linfeng Tang; Chunyu Li; Guoqing Wang; Yixuan Yuan; Jiayi Ma 001 (CoRR, 2025)

ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts. - Linfeng Tang; Yeda Wang; Zhanchuan Cai; Junjun Jiang; 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)

CoMatch: Dynamic Covisibility-Aware Transformer for Bilateral Subpixel-Level Semi-Dense Image Matching. - Zizhuo Li; Yifan Lu; Linfeng Tang; Shihua Zhang; Jiayi Ma 001 (CoRR, 2025)

Image Deblurring by Exploring In-Depth Properties of Transformer. - Pengwei Liang; Junjun Jiang; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)

Balancing Task-invariant Interaction and Task-specific Adaptation for Unified Image Fusion. - Xingyu Hu; Junjun Jiang; Chenyang Wang 002; Kui Jiang; Xianming Liu; 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)

DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration. - Hebaixu Wang; Jing Zhang; Haonan Guo; Di Wang 023; Jiayi Ma 001; Bo Du 001 (CoRR, 2025)

General Hyperspectral Image Super-Resolution via Meta-Transfer Learning. - Yingsong Cheng; Xinya Wang; Yong Ma 001; Xiaoguang Mei; Minghui Wu 007; Jiayi Ma 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)

MEET: A Million-Scale Dataset for Fine-Grained Geospatial Scene Classification With Zoom-Free Remote Sensing Imagery. - Yansheng Li 001; Yuning Wu; Gong Cheng 003; Chao Tao 001; Bo Dang 002; Yu Wang 222; Jiahao Zhang; Chuge Zhang; Yiting Liu; Xu Tang; Jiayi Ma 001; Yongjun Zhang 002 (IEEE CAA J. Autom. Sinica, 2025)

Feature Matching via Graph Clustering with Local Affine Consensus. - Yifan Lu; Jiayi Ma 001 (Int. J. Comput. Vis., 2025)

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 001 (CoRR, 2025)

Pixel2Pixel: A Pixelwise Approach for Zero-Shot Single Image Denoising. - Qing Ma; Junjun Jiang; Xiong Zhou; Pengwei Liang; Xianming Liu; Jiayi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

An Infrared and Visible Image Fusion Method Based on Semantic-Sensitive Mask Selection and Bidirectional-Collaboration Region Fusion. - Xuan Li; Guomin Zhang; Weiwei Chen; Li Cheng; Yining Xie; Jiayi Ma 001 (IEEE Trans. Circuits Syst. Video Technol., 2025)

Full Perception Head: Bridging the Gap Between Local and Global Features. - Jie Hua 005; Zhongyuan Wang 001; Xin Tian 006; Qin Zou 001; Jinsheng Xiao; Jiayi Ma 001 (IEEE CAA J. Autom. Sinica, 2025)

Seed to Prune: A Seeded Graph Neural Network for Two-View Correspondence Learning. - Zizhuo Li; Jie Jiang 015; Jiayi Ma 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)

GeoMoE: Divide-and-Conquer Motion Field Modeling with Mixture-of-Experts for Two-View Geometry. - Jiajun Le; Jiayi Ma 001 (CoRR, 2025)

Towards Perfection: Building Inter-component Mutual Correction for Retinex-based Low-light Image Enhancement. - Luyang Cao; Han Xu 001; Jian Zhang 018; Lei Qi 001; Jiayi Ma 001; Yinghuan Shi; Yang Gao 001 (CoRR, 2025)

C2RF: Bridging Multi-modal Image Registration and Fusion via Commonality Mining and Contrastive Learning. - Linfeng Tang; Qinglong Yan; Xinyu Xiang; Leyuan Fang; Jiayi Ma 001 (Int. J. Comput. Vis., 2025)

Modeling the Label Distributions for Weakly-Supervised Semantic Segmentation. - Linshan Wu; Zhun Zhong; Jiayi Ma 001; Yunchao Wei; Hao Chen; Leyuan Fang; Shutao Li (IEEE Trans. Pattern Anal. Mach. Intell., 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)

SPGFusion: Semantic Prior Guided Infrared and visible image fusion via pretrained vision models. - Huiqin Zhang; Shihan Yao; Jiayi Ma 001; Junjun Jiang; Yanduo Zhang; Huabing Zhou (Inf. Fusion, 2026)