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Table 10 The error rates of all classes of two training methods

From: Automatic DNN architecture design using CPSOTJUTT for power system inspection

Obstacle

Error (%) (ResNet-50)

Local Solver (SGD)

CPSOTJUTT

Forklift

9.4

7.5

Crane

2.2

1.2

DXYW

5.4

4.5

Tipper

9.8

6.3

QTSGJX

10.6

8.3

Wildfire

13.1

6.1

CPT

14.9

11.5

Tower Crane

6.9

1.1

Excavator

8.6

 

Smog

20.1

6.5