Table 6 Various losses at validation 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

val/box_loss

val/cls_loss

val/dfl_loss

1

1

47.6476

6.04568

4.61147

4.31793

2

5

202.795

2.06532

2.7

1.74653

3

10

397.062

1.69453

1.60269

1.40331

4

15

590.641

1.64285

1.38301

1.30732

5

20

783.041

1.54326

1.29219

1.25603

6

25

975.995

1.534

1.17963

1.2238

7

30

1169.15

1.49626

1.1792

1.1804

8

35

1364.04

1.45719

1.18242

1.16549

9

40

1558.09

1.50699

1.03442

1.16804

10

45

1751.12

1.41082

0.95723

1.13131

11

50

1944.79

1.38569

0.95901

1.12397

12

55

2137.82

1.44612

0.95754

1.14414

13

60

2330.38

1.40044

0.88949

1.11961

14

65

2522.98

1.33963

0.89472

1.10408

15

70

2715.81

1.36215

0.90352

1.10916

16

75

2907.65

1.33581

0.89529

1.09953

17

80

3101.41

1.3566

0.84183

1.09831

18

85

3292.97

1.34565

0.85208

1.09312

19

90

3486.6

1.34072

0.8161

1.09204

20

95

3678.26

1.31602

0.79746

1.07944

21

100

3868.69

1.32337

0.79328

1.08551

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