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A survey on Image Data Augmentation for Deep Learning

Overview of attention for article published in Journal of Big Data, July 2019
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About this Attention Score

  • In the top 5% of all research outputs scored by Altmetric
  • One of the highest-scoring outputs from this source (#5 of 397)
  • High Attention Score compared to outputs of the same age (97th percentile)
  • High Attention Score compared to outputs of the same age and source (90th percentile)

Readers on

mendeley
6390 Mendeley
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Title
A survey on Image Data Augmentation for Deep Learning
Published in
Journal of Big Data, July 2019
DOI 10.1186/s40537-019-0197-0
Authors

Connor Shorten, Taghi M. Khoshgoftaar

X Demographics

X Demographics

The data shown below were collected from the profiles of 78 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 6,390 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 6390 100%

Demographic breakdown

Readers by professional status Count As %
Student > Master 853 13%
Student > Ph. D. Student 752 12%
Student > Bachelor 498 8%
Researcher 412 6%
Lecturer 229 4%
Other 709 11%
Unknown 2937 46%
Readers by discipline Count As %
Computer Science 1512 24%
Engineering 902 14%
Agricultural and Biological Sciences 93 1%
Medicine and Dentistry 91 1%
Mathematics 72 1%
Other 621 10%
Unknown 3099 48%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 96. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 02 April 2024.
All research outputs
#450,054
of 25,830,005 outputs
Outputs from Journal of Big Data
#5
of 397 outputs
Outputs of similar age
#9,248
of 363,583 outputs
Outputs of similar age from Journal of Big Data
#2
of 22 outputs
Altmetric has tracked 25,830,005 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 98th percentile: it's in the top 5% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 397 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 11.6. This one has done particularly well, scoring higher than 98% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 363,583 tracked outputs that were published within six weeks on either side of this one in any source. This one has done particularly well, scoring higher than 97% of its contemporaries.
We're also able to compare this research output to 22 others from the same source and published within six weeks on either side of this one. This one has done particularly well, scoring higher than 90% of its contemporaries.