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Table 8 Comparing results of different image sizes by using the Resnet50-SSD model

From: Automatic identifying and counting blood cells in smear images by using single shot detector and Taguchi method

Image size

Dataset

mAP-Experiment no

Average mAP

SD

η value

mAP-1

mAP-2

mAP-3

512 × 512 × 3

Training set

0.7899

0.7866

0.7808

0.7858

0.0046

13.3823

Test set

0.7763

0.7772

0.7707

0.7747

0.0035

12.9461

300 × 300 × 3

Training set

0.741

0.7389

0.7475

0.7425

0.0045

11.7833

Test set

0.7081

0.7099

0.7102

0.7094

0.0011

10.7341