Railway Subgrade Defect Automatic Recognition Method Based on Improved Faster R-CNN

Figure 7

The site excavation photos of subgrade defects.

(a) Ballast fouling defect

(b) Water abnormality defect

(c) Mud pumping defect

(d) Ballast fouling defect