Jiayi Ma

37.6k total citations · 35 hit papers
424 papers, 26.6k citations indexed

About

Jiayi Ma is a scholar working on Computer Vision and Pattern Recognition, Media Technology and Aerospace Engineering. According to data from OpenAlex, Jiayi Ma has authored 424 papers receiving a total of 26.6k indexed citations (citations by other indexed papers that have themselves been cited), including 325 papers in Computer Vision and Pattern Recognition, 201 papers in Media Technology and 103 papers in Aerospace Engineering. Recurrent topics in Jiayi Ma's work include Advanced Image Fusion Techniques (156 papers), Advanced Image and Video Retrieval Techniques (111 papers) and Remote-Sensing Image Classification (91 papers). Jiayi Ma is often cited by papers focused on Advanced Image Fusion Techniques (156 papers), Advanced Image and Video Retrieval Techniques (111 papers) and Remote-Sensing Image Classification (91 papers). Jiayi Ma collaborates with scholars based in China, United States and Japan. Jiayi Ma's co-authors include Junjun Jiang, Han Xu, Yong Ma, Hao Zhang, Xiaojie Guo, Linfeng Tang, Ji Zhao, Xiaoguang Mei, Chang Li and Jun Huang and has published in prestigious journals such as Journal of the American Chemical Society, SHILAP Revista de lepidopterología and PLoS ONE.

In The Last Decade

Jiayi Ma

395 papers receiving 26.0k citations

Hit Papers

FusionGAN: A generative adversarial network for infrared ... 2014 2026 2018 2022 2018 2018 2020 2016 2022 400 800 1.2k
What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

  1. FusionGAN: A generative adversarial network for infrared and visible image fusion
    2018 1.4k citations Jiayi Ma, Junjun Jiang et al. Information Fusion profile →
  2. Infrared and visible image fusion methods and applications: A survey
    2018 1.1k citations Jiayi Ma, Yong Ma et al. Information Fusion profile →
  3. DDcGAN: A Dual-Discriminator Conditional Generative Adversarial Network for Multi-Resolution Image Fusion
    2020 865 citations Jiayi Ma, Han Xu et al. profile →
  4. Infrared and visible image fusion via gradient transfer and total variation minimization
    2016 853 citations Jiayi Ma, Jun Huang et al. Information Fusion profile →
  5. SwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer
    2022 759 citations Jiayi Ma, Fan Fan et al. profile →
  6. Image Matching from Handcrafted to Deep Features: A Survey
    2020 641 citations Jiayi Ma, Xingyu Jiang et al. profile →
  7. Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network
    2022 584 citations Jiayi Ma et al. Information Fusion profile →
  8. Beyond Brightening Low-light Images
    2021 548 citations Xiaojie Guo, Jiayi Ma et al. profile →
  9. Image fusion meets deep learning: A survey and perspective
    2021 503 citations Hao Zhang, Han Xu et al. Information Fusion profile →
  10. PIAFusion: A progressive infrared and visible image fusion network based on illumination aware
    2022 502 citations Xingyu Jiang, Jiayi Ma et al. Information Fusion profile →
  11. Multi-Scale Progressive Fusion Network for Single Image Deraining
    2020 487 citations Jiayi Ma, Junjun Jiang et al. profile →
  12. Locality Preserving Matching
    2018 476 citations Jiayi Ma, Junjun Jiang et al. profile →
  13. Robust Point Matching via Vector Field Consensus
    2014 455 citations Jiayi Ma, Jinwen Tian et al. profile →
  14. GANMcC: A Generative Adversarial Network With Multiclassification Constraints for Infrared and Visible Image Fusion
    2020 447 citations Jiayi Ma, Hao Zhang et al. profile →
  15. Rethinking the Image Fusion: A Fast Unified Image Fusion Network based on Proportional Maintenance of Gradient and Intensity
    2020 412 citations Han Xu, Xiaojie Guo et al. profile →
  16. SDNet: A Versatile Squeeze-and-Decomposition Network for Real-Time Image Fusion
    2021 402 citations Hao Zhang, Jiayi Ma profile →
  17. Robust Feature Matching for Remote Sensing Image Registration via Locally Linear Transforming
    2015 398 citations Jiayi Ma, Yuan Gao et al. IEEE Transactions on Geoscience and Remote Sensing profile →
  18. Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion
    2020 358 citations Jiayi Ma, Xiaojie Guo et al. Information Fusion profile →
  19. FusionDN: A Unified Densely Connected Network for Image Fusion
    2020 348 citations Han Xu, Jiayi Ma et al. profile →
  20. A review of multimodal image matching: Methods and applications
    2021 344 citations Xingyu Jiang, Jiayi Ma et al. Information Fusion profile →
  21. Infrared and visible image fusion via detail preserving adversarial learning
    2019 336 citations Jiayi Ma, Xiaojie Guo et al. Information Fusion profile →
  22. STDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection
    2021 336 citations Jiayi Ma, Hao Zhang et al. profile →
  23. Infrared and visible image fusion based on target-enhanced multiscale transform decomposition
    2019 316 citations Xiaoguang Mei, Jiayi Ma et al. profile →
  24. SuperFusion: A Versatile Image Registration and Fusion Network with Semantic Awareness
    2022 275 citations Yong Ma, Jun Huang et al. profile →
  25. Non-Rigid Point Set Registration by Preserving Global and Local Structures
    2015 260 citations Jiayi Ma et al. profile →
  26. DIVFusion: Darkness-free infrared and visible image fusion
    2022 235 citations Jiayi Ma et al. Information Fusion profile →
  27. MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion
    2020 233 citations Hao Zhang, Zhenfeng Shao et al. Information Fusion profile →
  28. Spectral-Spatial Attention Networks for Hyperspectral Image Classification
    2019 233 citations Xiaoguang Mei, Erting Pan et al. profile →
  29. EMFusion: An unsupervised enhanced medical image fusion network
    2021 200 citations Han Xu, Jiayi Ma Information Fusion profile →
  30. Classification Saliency-Based Rule for Visible and Infrared Image Fusion
    2021 194 citations Han Xu, Hao Zhang et al. profile →
  31. 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
    2023 180 citations Han Xu, Jiayi Ma et al. Information Fusion profile →
  32. MURF: Mutually Reinforcing Multi-Modal Image Registration and Fusion
    2023 130 citations Han Xu, Jiayi Ma et al. profile →
  33. Dif-Fusion: Toward High Color Fidelity in Infrared and Visible Image Fusion With Diffusion Models
    2023 125 citations Jiayi Ma et al. profile →
  34. Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model
    2023 118 citations Han Xu, Hao Zhang et al. profile →
  35. Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior
    2024 66 citations Hao Zhang, Han Xu et al. Information Fusion profile →

Peers

Jiayi Ma
Comparison fields: 5 of 183
  • Computer Vision and Pattern Recognition 18.6k
  • Media Technology 16.7k
  • Aerospace Engineering 7.7k
  • Biomedical Engineering 1.6k
  • Artificial Intelligence 1.5k
Replace Deyu Meng with:
Deyu Meng China
Shutao Li China
Junjun Jiang China
Wei Li China
Peter Meer United States
Gong Cheng China
C. Schmid France
Jiřı́ Matas Czechia
Sabine Süsstrunk Switzerland
Danfeng Hong China
Deyu Meng China View profile →
Citations per field, relative to Jiayi Ma
Jiayi Ma · 1×
Citations per year, relative to Jiayi Ma
Jiayi Ma · 1×

Countries citing papers authored by Jiayi Ma

Since Specialization
Citations

This map shows the geographic impact of Jiayi Ma's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Jiayi Ma with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Jiayi Ma more than expected).

Fields of papers citing papers by Jiayi Ma

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Jiayi Ma. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Jiayi Ma. The network helps show where Jiayi Ma may publish in the future.

Co-authorship network of co-authors of Jiayi Ma

This figure shows the co-authorship network connecting the top 25 collaborators of Jiayi Ma. A scholar is included among the top collaborators of Jiayi Ma based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Jiayi Ma. Jiayi Ma is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
# Work Indexed citations
1
Learning deformable hypothesis sampling for patchmatch multi-view stereo in the wild
2024 ·Information Fusion ·Yao Guo, Xianwei Zheng, (unknown), (unknown), Jiayi Ma, Jianya Gong
1
2
ACMatch: Improving context capture for two-view correspondence learning via adaptive convolution
2024 ·ISPRS Journal of Photogrammetry and Remote Sensing ·Xiang Fang, (unknown), (unknown), (unknown), Jiayi Ma
0
3
Deep blind super-resolution for hyperspectral images
2024 ·Pattern Recognition ·Pei Yang, Yong Ma, Xiaoguang Mei, (unknown), Minghui Wu, Jiayi Ma
3
4
Chemometric-based analysis and bioassay guided identification of potent compounds with intestinal motility promoting effects from Dalitong Granules
2024 ·Journal of Ethnopharmacology ·Jiayi Ma, Yan Su, Jingru Xie, Tao Lin, Yan Zhao, Xiaoxia Wang, (unknown), (unknown), Kang An, Jiye Aa, Guangji Wang
0
5
MC-Net: Integrating Multi-Level Geometric Context for Two-View Correspondence Learning
2024 ·IEEE Transactions on Circuits and Systems for Video Technology ·(unknown), (unknown), Fan Fan, Jun Huang, Jiayi Ma
3
6
Hyperspectral image denoising via spectral noise distribution bootstrap
2023 ·Pattern Recognition ·Erting Pan, Yong Ma, Xiaoguang Mei, Fan Fan, Jiayi Ma
9
7
Low-dose metronomic chemotherapy triggers oxidized mtDNA sensing inside tumor cells to potentiate CD8+T anti-tumor immunity
2023 ·Cancer Letters ·Wen Qiao, Cegui Hu, Jiayi Ma, (unknown), Sumiya Dalangood, Hanjun Li, Chenwei Yuan, Binbin Lu, Wei‐Qiang Gao, Zhenke Wen, Wenjin Yin, Jun Gui
6
8
Patch-guided point matching for point cloud registration with low overlap
2023 ·Pattern Recognition ·(unknown), (unknown), Tian Tian, Jiayi Ma, Jinwen Tian
8
9
Improving sparse graph attention for feature matching by informative keypoints exploration
2023 ·Computer Vision and Image Understanding ·Xingyu Jiang, (unknown), Xiao–Ping Zhang, Jiayi Ma
4
10
APUNet: Attention-guided upsampling network for sparse and non-uniform point cloud
2023 ·Pattern Recognition ·(unknown), (unknown), Tian Tian, Jiayi Ma, Jinwen Tian
10
11
Two-view correspondence learning using graph neural network with reciprocal neighbor attention
2023 ·ISPRS Journal of Photogrammetry and Remote Sensing ·(unknown), Yong Ma, Xiaoguang Mei, Jiayi Ma
7
12
Multi-exposure image fusion via perception enhanced structural patch decomposition
2023 ·Information Fusion ·Junchao Zhang, (unknown), (unknown), Ying Liu, Jiayi Ma
11
13
The colonic metabolism differences of main alkaloids in normal and colitis mice treated with Coptis chinensis Franch. and Sophora flavescens Ait. herbal pair using liquid chromatography‐high resolution mass spectrometry method combined with chemometrics
2023 ·Journal of Separation Science ·Qin Li, (unknown), Jianrong Zhang, (unknown), Liu Li, (unknown), Jinge Zhang, (unknown), Jiayi Ma, Haibo Cheng, Kang An, Dongdong Sun
5
14
Hyperspectral image destriping and denoising from a task decomposition view
2023 ·Pattern Recognition ·Erting Pan, Yong Ma, Xiaoguang Mei, Jun Huang, (unknown), Jiayi Ma
5
15
Cycle-Retinex: Unpaired Low-Light Image Enhancement via Retinex-Inline CycleGAN
2023 ·IEEE Transactions on Multimedia ·(unknown), Jun Huang, Yong Ma, Fan Fan, Jiayi Ma
31
16
Characterization of sensory properties of Yunnan coffee
2022 ·Current Research in Food Science ·Jiayi Ma, Jinping Li, Hong He, Xiaoling Jin, Igor Cesarino, Wei Zeng, Zheng Li
20
17
TANet: An Unsupervised Two-Stream Autoencoder Network for Hyperspectral Unmixing
2021 ·IEEE Transactions on Geoscience and Remote Sensing ·(unknown), Yong Ma, Xiaoguang Mei, Jiayi Ma
52
18
DE-CycleGAN: An Object Enhancement Network for Weak Vehicle Detection in Satellite Images
2021 ·IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ·Peng Gao, Tian Tian, (unknown), Jiayi Ma, Jinwen Tian
22
19
MTL-NAS: Task-Agnostic Neural Architecture Search Towards General-Purpose Multi-Task Learning
2020 ·Yuan Gao, (unknown), Zequn Jie, Jiayi Ma, Kui Jia, Wei Liu
42
20
SDPNet: A Deep Network for Pan-Sharpening With Enhanced Information Representation
2020 ·IEEE Transactions on Geoscience and Remote Sensing ·Han Xu, Jiayi Ma, Zhenfeng Shao, Hao Zhang, Junjun Jiang, Xiaojie Guo
53

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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