Table 10 RailFOD23 distribution of labeled samples. AIGC-based, PS-based, and AUG-based represent data generated by AIGC, PS software, and image enhancement methods on Railsem, respectively.

From: A foreign object detection dataset and network for electrified railway catenary systems

Dataset

Plastic bag

Fluttering object

Nest

Balloon

Total number of labels

Total images

AIGC-based

1675

2762

6992

923

12,352

5000

PS-based

96

279

193

62

630

412

AUG-based

2790

11,573

8610

4586

27,559

9203

Total (RailFOD23)

4561

14,614

15,795

5571

40,541

14,615