Table 3 Various losses at training phase obtained by proposed model.

From: Optimised RFO tuned RF-DETR model for precision urine microscopy for renal and systemic disease diagnosis

S. No.

epoch

Time

train/box_loss

train/cls_loss

train/dfl_loss

1

1

47.6476

5.22886

5.38114

4.00642

2

5

202.795

2.07917

1.59596

1.34485

3

10

397.062

1.74339

1.24639

1.17765

4

15

590.641

1.62196

1.0926

1.12198

5

20

783.041

1.5975

1.00456

1.09754

6

25

975.995

1.54324

0.91595

1.0783

7

30

1169.15

1.50229

0.89088

1.05672

8

35

1364.04

1.47813

0.83913

1.03379

9

40

1558.09

1.45968

0.82735

1.02882

10

45

1751.12

1.43567

0.79355

1.02345

11

50

1944.79

1.45216

0.81801

1.02409

12

55

2137.82

1.40186

0.7556

1.00653

13

60

2330.38

1.38822

0.73599

0.9974

14

65

2522.98

1.36972

0.73115

1.00479

15

70

2715.81

1.39254

0.75479

1.00343

16

75

2907.65

1.3894

0.74179

1.00719

17

80

3101.41

1.35633

0.72299

0.9934

18

85

3292.97

1.34733

0.70836

0.98953

19

90

3486.6

1.34257

0.68297

0.99562

20

95

3678.26

1.31335

0.74399

1.01012

21

100

3868.69

1.28041

0.70115

1.00818

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