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Table 3 Number of detected blood cells (RBC, WBC, PLT) for the validation (v) and test set (t)

From: Examination of blood samples using deep learning and mobile microscopy

Framework

Dataset

∑ # detections

RBC

WBC

PLT

Mask R-CNN

v

3662

54

158

t

3058

41

100

MS R-CNN

v

3636

54

256

t

3059

40

193

D2Det

v

3775

55

242

t

3089

40

184

YOLACT

v

3427

51

311

t

2861

38

231

  1. Trained Mask R-CNN, MS R-CNN, D2Det and YOLACT
  2. GT numbers: ∑ validation sets RBC—3825, WBC—54, PLT—328
  3. ∑ test set RBC—2991, WBC—42, PLT—225