Articles with "environmental microorganism" as a keyword



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EMDS-5: Environmental Microorganism image dataset Fifth Version for multiple image analysis tasks

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Published in 2021 at "PLoS ONE"

DOI: 10.1371/journal.pone.0250631

Abstract: Environmental Microorganism Data Set Fifth Version (EMDS-5) is a microscopic image dataset including original Environmental Microorganism (EM) images and two sets of Ground Truth (GT) images. The GT image sets include a single-object GT image… read more here.

Keywords: image; environmental microorganism; segmentation; image segmentation ... See more keywords
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A novel hybrid transformer-CNN architecture for environmental microorganism classification

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Published in 2022 at "PLOS ONE"

DOI: 10.1371/journal.pone.0277557

Abstract: The success of vision transformers (ViTs) has given rise to their application in classification tasks of small environmental microorganism (EM) datasets. However, due to the lack of multi-scale feature maps and local feature extraction capabilities,… read more here.

Keywords: classification; novel hybrid; feature; environmental microorganism ... See more keywords