ADNI

data category: Medical and clinical datasets · 1 paper in the last 7 days

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Clinical records, medical images and physiological signals used in medical machine learning.

Names searched for: Alzheimer's Disease Neuroimaging Initiative, ADNI

Key findings#

From Nov 2023 to Oct 2026, 154 archived papers mentioned ADNI in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Aug 2024 (8).
ADNI was mentioned in 5 papers in the last 30 days (2026-10-06 to 2026-11-04), ranking #68 of the 255 datasets mentioned.
By journal category: AI (4) and Statistics (1).
Most of them appeared in Neural Networks (2), Applied Intelligence (1) and Data Mining and Knowledge Discovery (1).
From 2017 to 2026 (so far), ADNI was mentioned in 245 papers in the tracked journals, most of them in AI (204), statistics (26) and operations research (5).
47 of them were published in 2025, against 2 in 2017.
Since 2023, the institutions with the most of these papers were Indian Institute of Technology Indore (14), Chinese Academy of Sciences (9) and Shenzhen Institutes of Advanced Technology (5).
The journals publishing most of them were Pattern Recognition (17), Artificial Intelligence Review (16) and Neural Computing and Applications (15).
The most-cited of them is “Hierarchical Fully Convolutional Network for Joint Atrophy Localization and Alzheimer's Disease Diagnosis Using Structural MRI” (IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018), with 544 citations.
Papers use ADNI most often with ImageNet (19), MNIST / Fashion-MNIST (13) and UCI Machine Learning Repository (13); it has 18 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST.

Mentions over 36 months#

Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts and keywords; the full texts of earlier months are still being searched)
Trend	Nov 23–Oct 24	Nov 24–Oct 25	Nov 25–Oct 26	36 months
	61	43	50	154

Papers per year#

20172026 (so far)

Papers per publication year and category
Category	2017	2018	2019	2020	2021	2022	2023	2024	2025	2026 (so far)
AI	2	5	8	8	15	21	25	50	33	37
Statistics	0	2	3	2	1	1	3	4	7	3
Operations Research	0	0	0	0	1	0	0	2	2	0
Health Economics and Policy	0	0	0	0	0	0	0	0	4	0
Information Systems	0	2	0	1	0	0	0	0	1	0
Finance	0	0	0	0	0	0	1	0	0	0
Economics	0	0	0	0	0	0	0	1	0	0
All categories	2	9	11	11	17	22	29	57	47	40

Where the papers come from#

Journals with the most papers, since 2023
#	Journal	Papers
1	Pattern Recognition	17
2	Artificial Intelligence Review	16
3	Neural Computing and Applications	15
4	Neural Networks	12
5	Expert Systems with Applications	12
6	Information Fusion	11
7	Medical Image Analysis	10
8	IEEE Transactions on Pattern Analysis and Machine Intelligence	8
9	Cognitive Computation	7
10	IEEE Transactions on Neural Networks and Learning Systems	6

Institutions with the most papers, since 2023
#	Institution	Papers
1	Indian Institute of Technology Indore	14
2	Chinese Academy of Sciences	9
3	Shenzhen Institutes of Advanced Technology	5
4	Shenzhen University	5
5	Tsinghua University	5
6	Nanjing University of Aeronautics and Astronautics	4
7	Shanghai Jiao Tong University	4
8	University of North Carolina at Chapel Hill	4
9	University of Technology Sydney	4
10	Beijing Institute of Technology	3

Countries with the most papers, since 2023
#	Country	Papers
1	China	67
2	United States	32
3	India	28
4	United Kingdom	19
5	Italy	9
6	Australia	8
7	Egypt	8
8	South Korea	8
9	Germany	6
10	Spain	6

Keywords with the most papers, since 2023
#	Keyword	Papers
1	Alzheimer's disease	62
2	ADNI	51
3	mild cognitive impairment	30
4	Alzheimer's disease diagnosis	23
5	early diagnosis	20
6	multimodal fusion	16
7	ADNI dataset	12
8	structural MRI	11
9	magnetic resonance imaging	10
10	Alzheimer's disease classification	9

Most-cited papers#

Most-cited papers since 2017
#	Citations	Per month	Title	Journal	Published	Authors
1	544	5.8	Hierarchical Fully Convolutional Network for Joint Atrophy Localization and Alzheimer's Disease Diagnosis Using Structural MRI	IEEE Transactions on Pattern Analysis and Machine Intelligence	2018-12-21	Chunfeng Lian, Mingxia Liu, Jun Zhang et al.
2	522	16.4	Federated learning for medical image analysis: A survey	Pattern Recognition	2024-03-12	Hao Guan, Pew‐Thian Yap, Andrea Bozoki et al.
3	397	6.6	Deep Learning Approach for Early Detection of Alzheimer’s Disease	Cognitive Computation	2021-11-03	Hadeer A. Helaly, Mahmoud Badawy, Amira Y. Haikal
4	195	5.5	Explainable Artificial Intelligence in Alzheimer’s Disease Classification: A Systematic Review	Cognitive Computation	2023-11-13	Vimbi Viswan, Noushath Shaffi, Mufti Mahmud et al.
5	180	5.3	The deep learning applications in IoT-based bio- and medical informatics: a systematic literature review	Neural Computing and Applications	2024-01-13	Zahra Amiri, Arash Heidari, Nima Jafari Navimipour et al.

Archive counts by publication year: a paper counts when its title, abstract or keywords name the dataset, or when OpenAlex's full-text search finds it there (searched for the last 30 days' papers and, by a pass over the past years, for older ones). Names added to the list later are looked for in older papers as the archive is read again.

Used together with#

Papers use ADNI most often with ImageNet (19), MNIST / Fashion-MNIST (13) and UCI Machine Learning Repository (13); it has 18 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST. The whole network →

What papers use ADNI together with (at least 3 papers; lift 1 = chance)
Used with	Type	Papers using both	Lift
ImageNet	Dataset	19	1.6
MNIST / Fashion-MNIST	Dataset	13	2.3
UCI Machine Learning Repository	Dataset	13	4.0
Kaggle	Dataset	10	3.4
TCGA	Dataset	10	10.8
BraTS	Dataset	9	6.5
KEEL	Dataset	9	39.0
MIMIC	Dataset	9	5.2
Chest X-ray (CheXpert, ChestX-ray14)	Dataset	8	16.3
CIFAR-10 / CIFAR-100	Dataset	8	1.1
UK Biobank	Dataset	6	7.2
German Credit (UCI Statlog)	Dataset	5	8.6

Papers mentioning ADNI in the last 30 days, newest first.
Date	Title	Journal	Authors	Affiliations
2026-10-29	Explainable cross-attention fusion with convolutional vision transformers for multi-view Alzheimer’s disease staging	Applied Intelligence	Sergio Alejandro Holguín-García, Luis Miguel Cardona-Perez, Ernesto Guevara-Navarro et al.	Universidad de Caldas; Universidad Autonoma de Manizales; Universidad Icesi; …
2026-10-27	Meta additive model: interpretable sparse learning with auto weighting	Data Mining and Knowledge Discovery	Xuelin Zhang, Xinyue Liu, Lingjuan Wu et al.	Huazhong Agricultural University; Dongfeng Motor (China)
2026-10-19	DA-S2RL: Disease-aware shared-specific representation learning for heterogeneous image-EHR Alzheimer’s disease diagnosis	Neural Networks	Wei Wang, Yu Shi, Juan Cheng et al.	Hefei University of Technology
2026-10-09	Dynamic hazard models for multipath changepoint problems: theory, inference, and application to cognitive decline	Japanese Journal of Statistics and Data Science	Masoud Majidizadeh	Shahid Beheshti University
2026-10-07	Causal discovery from nonstationary subsample time series	Neural Networks	Wei Chen, Qian Huang, Fuhong Wang et al.	Guangdong University of Technology; Shantou University

Cite this page

Scholar4AI. (2026). ADNI. Journal and Conference Research Rankings. Retrieved November 4, 2026, from https://scholar4ai.com/datasets/adni

@misc{scholar4ai-datasets-adni,
  author = {{Scholar4AI}},
  title = {ADNI},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/adni}},
  urldate = {2026-11-04},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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