AudioSet / ESC-50

data category: Speech and audio benchmarks · 0 papers in the last 7 days

← Most-used data · All Speech and audio benchmarks datasets

Speech, speaker and sound collections.

Names searched for: AudioSet, ESC-50

Key findings#

From Nov 2023 to Oct 2026, 41 archived papers mentioned AudioSet / ESC-50 in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Jan 2026 (4).
AudioSet / ESC-50 was mentioned in 1 paper in the last 30 days (2026-10-07 to 2026-11-05), ranking #165 of the 246 datasets mentioned.
By journal category: Operations Research (1).
Most of them appeared in Operations Research Forum (1).
From 2017 to 2026 (so far), AudioSet / ESC-50 was mentioned in 49 papers in the tracked journals, most of them in AI (47), information systems (1) and operations research (1).
9 of them were published in 2025, against 0 in 2017.
Since 2023, the institutions with the most of these papers were Chinese Academy of Sciences (3), Institute of Automation (3) and Shanghai Artificial Intelligence Laboratory (3).
The journals publishing most of them were International Journal of Computer Vision (9), IEEE Transactions on Pattern Analysis and Machine Intelligence (8) and Expert Systems with Applications (6).
The most-cited of them is “A comprehensive survey on applications of transformers for deep learning tasks” (Expert Systems with Applications, 2023), with 495 citations.
Papers use AudioSet / ESC-50 most often with ImageNet (19), YouTube / TikTok (16) and Action recognition (Kinetics, UCF101, HMDB51) (11); it has 8 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
	15	10	16	41

Papers per year#

20172026 (so far)

Papers per publication year and category
Category	2019	2021	2022	2023	2024	2025	2026 (so far)
AI	0	1	2	5	18	9	12
Information Systems	1	0	0	0	0	0	0
Operations Research	0	0	0	0	0	0	1
All categories	1	1	2	5	18	9	13

Where the papers come from#

Journals with the most papers, since 2023
#	Journal	Papers
1	International Journal of Computer Vision	9
2	IEEE Transactions on Pattern Analysis and Machine Intelligence	8
3	Expert Systems with Applications	6
4	Neural Computing and Applications	5
5	Neural Networks	3
6	Knowledge-Based Systems	3
7	Information Fusion	3
8	Artificial Intelligence Review	2
9	Pattern Recognition	1
10	Pattern Recognition Letters	1

Institutions with the most papers, since 2023
#	Institution	Papers
1	Chinese Academy of Sciences	3
2	Institute of Automation	3
3	Shanghai Artificial Intelligence Laboratory	3
4	Universitatea Națională de Știință și Tehnologie Politehnica București	3
5	University of Chinese Academy of Sciences	3
6	University of Oxford	3
7	Harbin Institute of Technology	2
8	Hefei University of Technology	2
9	Institut Polytechnique de Paris	2
10	MIT Computer Science and Artificial Intelligence Laboratory	2

Countries with the most papers, since 2023
#	Country	Papers
1	China	17
2	United Kingdom	7
3	United States	7
4	Australia	4
5	Spain	3
6	Romania	3
7	United Arab Emirates	2
8	Finland	2
9	France	2
10	Hong Kong	2

Keywords with the most papers, since 2023
#	Keyword	Papers
1	ESC-50	5
2	self-attention	5
3	audio classification	4
4	AudioSet	3
5	audiovisual integration	3
6	convolutional neural networks	3
7	cross-modal alignment	3
8	multimodal fusion	3
9	multimodal learning	3
10	temporal modeling	3

Most-cited papers#

Most-cited papers since 2017
#	Citations	Per month	Title	Journal	Published	Authors
1	495	14.0	A comprehensive survey on applications of transformers for deep learning tasks	Expert Systems with Applications	2023-11-22	Saidul Islam, Hanae Elmekki, Ahmed Elsebai et al.
2	212	6.9	Automatic speech recognition using advanced deep learning approaches: A survey	Information Fusion	2024-04-15	Hamza Kheddar, Mustapha Hemis, Yassine Himeur
3	102	4.3	Advances in ECG and PCG-based cardiovascular disease classification: a review of deep learning and machine learning methods	Journal Of Big Data	2024-11-07	Asmaa Ameen, Ibrahim Eldesouky Fattoh, Tarek Abd El‐Hafeez et al.
4	81	1.6	Environmental Sound Classiﬁcation on the Edge: A Pipeline for Deep Acoustic Networks on Extremely Resource-Constrained Devices	Pattern Recognition	2022-09-07	Md Mohaimenuzzaman, Christoph Bergmeir, Ian Thomas West et al.
5	74	3.0	Audio-Visual Segmentation with Semantics	International Journal of Computer Vision	2024-10-14	Jinxing Zhou, Xuyang Shen, Jianyuan Wang 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 AudioSet / ESC-50 most often with ImageNet (19), YouTube / TikTok (16) and Action recognition (Kinetics, UCF101, HMDB51) (11); it has 8 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 AudioSet / ESC-50 together with (at least 3 papers; lift 1 = chance)
Used with	Type	Papers using both	Lift
ImageNet	Dataset	19	7.9
YouTube / TikTok	Dataset	16	8.5
Action recognition (Kinetics, UCF101, HMDB51)	Dataset	11	37.0
LibriSpeech	Dataset	5	80.0
MS COCO	Dataset	5	5.3
CIFAR-10 / CIFAR-100	Dataset	3	2.1
PASCAL VOC	Dataset	3	8.8
UCI Machine Learning Repository	Dataset	3	4.7

Papers mentioning AudioSet / ESC-50 in the last 30 days, newest first.
Date	Title	Journal	Authors	Affiliations
2026-10-15	Transformer Architectures for Respiratory Sound Analysis and Multimodal Diagnosis	Operations Research Forum	Theodore Aptekarev, Vladimir Sokolovsky, G. B. Furman et al.	National Research University Higher School of Economics; Ben-Gurion University of the Negev; Perm State Medical Academy

Cite this page

Scholar4AI. (2026). AudioSet / ESC-50. Journal and Conference Research Rankings. Retrieved November 5, 2026, from https://scholar4ai.com/datasets/audioset-esc-50

@misc{scholar4ai-datasets-audioset-esc-50,
  author = {{Scholar4AI}},
  title = {AudioSet / ESC-50},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/audioset-esc-50}},
  urldate = {2026-11-05},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

Free to reuse for non-commercial purposes with attribution (CC BY-NC 4.0).