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The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective
Research article (Frontiers in Medicine, 2021) · cited 112× · AI/ML
The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective
Summary
The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective is a scholarly article[1].
Key Facts
The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective's instance of is recorded as scholarly article[2].
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APA4ort.xyz Knowledge Graph. (2026). The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective. Retrieved May 24, 2026, from https://4ort.xyz/entity/the-effectiveness-of-image-augmentation-in-deep-learning-networks-for-detecting-covid-19-a-geometric-transformation-pers
MLA“The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/the-effectiveness-of-image-augmentation-in-deep-learning-networks-for-detecting-covid-19-a-geometric-transformation-pers.
BibTeX@misc{4ortxyz_the-effectiveness-of-image-augmentation-in-deep-learning-networks-for-detecting-covid-19-a-geometric-transformation-pers_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective}}, year = {2026}, url = {https://4ort.xyz/entity/the-effectiveness-of-image-augmentation-in-deep-learning-networks-for-detecting-covid-19-a-geometric-transformation-pers}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective — https://4ort.xyz/entity/the-effectiveness-of-image-augmentation-in-deep-learning-networks-for-detecting-covid-19-a-geometric-transformation-pers (retrieved 2026-05-24)
