Papers on “diffusion models”
Research on “diffusion models” in the 480 tracked journals: papers per year and category, the journals, institutions and countries publishing it, the keywords studied with it and its most-cited papers. It is not among the most frequent keywords of the last 30 days, so this page has no list of its latest papers. Also as Markdown.
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Key findings#
- From 2017 to 2026 (so far), the keyword “diffusion models” appeared in 829 papers in the tracked journals, most of them in AI (787), operations research (13) and economics (8).
- 303 of them were published in 2025, against 8 in 2017.
- Since 2023, the institutions with the most of these papers were Tsinghua University (47), Chinese Academy of Sciences (46) and Shanghai Jiao Tong University (27).
- The journals publishing most of them were Pattern Recognition (121), Expert Systems with Applications (118) and IEEE Transactions on Pattern Analysis and Machine Intelligence (115).
- The most-cited of them is “Diffusion Models in Vision: A Survey” (IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023), with 1,913 citations.
Papers per year#
20172026 (so far)
| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---|---|---|---|---|---|---|---|---|---|
| AI | 3 | 4 | 1 | 0 | 1 | 3 | 14 | 92 | 298 | 371 |
| Operations Research | 1 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 1 | 7 |
| Economics | 2 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 |
| Finance | 1 | 1 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 1 |
| Statistics | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 |
| Information Systems | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 2 |
| Management | 1 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 1 | 0 |
| Marketing | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| All categories | 8 | 6 | 5 | 4 | 4 | 6 | 17 | 94 | 303 | 382 |
Where the papers come from#
| # | Journal | Papers |
|---|---|---|
| 1 | Pattern Recognition | 121 |
| 2 | Expert Systems with Applications | 118 |
| 3 | IEEE Transactions on Pattern Analysis and Machine Intelligence | 115 |
| 4 | Knowledge-Based Systems | 81 |
| 5 | Neural Networks | 65 |
| 6 | Information Fusion | 60 |
| 7 | International Journal of Computer Vision | 41 |
| 8 | Applied Intelligence | 27 |
| 9 | IEEE Transactions on Neural Networks and Learning Systems | 27 |
| 10 | Artificial Intelligence Review | 24 |
| # | Institution | Papers |
|---|---|---|
| 1 | Tsinghua University | 47 |
| 2 | Chinese Academy of Sciences | 46 |
| 3 | Shanghai Jiao Tong University | 27 |
| 4 | University of Chinese Academy of Sciences | 27 |
| 5 | Nanyang Technological University | 23 |
| 6 | Sun Yat-sen University | 23 |
| 7 | Wuhan University | 23 |
| 8 | Beihang University | 20 |
| 9 | Harbin Institute of Technology | 20 |
| 10 | National University of Defense Technology | 20 |
| # | Country | Papers |
|---|---|---|
| 1 | China | 647 |
| 2 | United States | 60 |
| 3 | United Kingdom | 52 |
| 4 | Hong Kong | 40 |
| 5 | Singapore | 37 |
| 6 | Australia | 32 |
| 7 | South Korea | 27 |
| 8 | Japan | 18 |
| 9 | Germany | 17 |
| 10 | Macao | 16 |
| # | Keyword | Papers |
|---|---|---|
| 1 | text-to-image generation | 50 |
| 2 | generative adversarial networks | 46 |
| 3 | image generation | 38 |
| 4 | data augmentation | 34 |
| 5 | generative models | 31 |
| 6 | large language models | 22 |
| 7 | variational autoencoder | 22 |
| 8 | image restoration | 21 |
| 9 | multimodal fusion | 21 |
Most-cited papers#
| # | Citations | Per month | Title | Journal | Published | Authors |
|---|---|---|---|---|---|---|
| 1 | 1,913 | 44.2 | Diffusion Models in Vision: A Survey | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2023-03-27 | Florinel-Alin Croitoru, Vlad Hondru, Radu Tudor Ionescu et al. |
| 2 | 661 | 6.3 | Influence Maximization on Social Graphs: A Survey | IEEE Transactions on Knowledge and Data Engineering | 2018-02-22 | Yuchen Li, Ju Fan, Yanhao Wang et al. |
| 3 | 555 | 16.8 | A Survey on Generative Diffusion Models | IEEE Transactions on Knowledge and Data Engineering | 2024-02-02 | Hanqun Cao, Cheng Tan, Zhangyang Gao et al. |
| 4 | 512 | 19.4 | A Survey on Deep Neural Network Pruning: Taxonomy, Comparison, Analysis, and Recommendations | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2024-08-21 | Hongrong Cheng, Miao Zhang, Qinfeng Shi |
| 5 | 437 | 13.2 | MotionDiffuse: Text-Driven Human Motion Generation With Diffusion Model | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2024-01-29 | Mingyuan Zhang, Zhongang Cai, Liang Pan et al. |
Research ideas that follow this keyword#
Cite this page
Scholar4AI. (2026). Papers on “diffusion models”. Journal and Conference Research Rankings. Retrieved November 3, 2026, from https://scholar4ai.com/keywords/diffusion-models
@misc{scholar4ai-keywords-diffusion-models,
author = {{Scholar4AI}},
title = {Papers on “diffusion models”},
year = {2026},
howpublished = {\url{https://scholar4ai.com/keywords/diffusion-models}},
urldate = {2026-11-03},
note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}