Research Article

Semantic Segmentation Algorithm Based on Attention Mechanism and Transfer Learning

Table 5

The comparison of the performance of semantic segmentation models based on transfer learning.

DatasetModelBefore the migration MIoU (%)After the migration MIoU (%)

CityscapesFCN wild56.2060.50
Migrated datasetCurriculum DA56.3060.80
TransRoadNet58.6062.70

Surv-CityscapesFCN wild5.9024.30
Migrated datasetCurriculum DA6.1026.90
TransRoadNet6.2030.60

Virt-CityscapesFCN wild21.1027.10
Migrated datasetCurriculum DA22.3031.40
TransRoadNet23.1035.80