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 |