EMDS-7: Environmental Microorganism Image Dataset Seventh Version for Multiple Object Detection Evaluation

The Environmental Microorganism Image Dataset Seventh Version (EMDS-7) is a microscopic image data set, including the original Environmental Microorganism images (EMs) and the corresponding object labeling files in ".XML" format file. The EMDS-7 data set consists of 41 types of EMs, which...

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Veröffentlicht in:arXiv.org 2021-10
Hauptverfasser: Yang, Hechen, Chen, Li, Zhao, Xin, Cai, Bencheng, Zhang, Jiawei, Ma, Pingli, Zhao, Peng, Chen, Ao, Jiang, Tao, Sun, Hongzan, Teng, Yueyang, Shouliang Qi, Grzegorzek, Marcin
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Sprache:eng
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Zusammenfassung:The Environmental Microorganism Image Dataset Seventh Version (EMDS-7) is a microscopic image data set, including the original Environmental Microorganism images (EMs) and the corresponding object labeling files in ".XML" format file. The EMDS-7 data set consists of 41 types of EMs, which has a total of 2365 images and 13216 labeled objects. The EMDS-7 database mainly focuses on the object detection. In order to prove the effectiveness of EMDS-7, we select the most commonly used deep learning methods (Faster-RCNN, YOLOv3, YOLOv4, SSD and RetinaNet) and evaluation indices for testing and evaluation. EMDS-7 is freely published for non-commercial purpose at: https://figshare.com/articles/dataset/EMDS-7_DataSet/16869571
ISSN:2331-8422