Research Article

Vehicle Attribute Recognition for Normal Targets and Small Targets Based on Multitask Cascaded Network

Table 4

The main structures of nine networks.

MethodStructure

CNNOne stage + exhaustive sliding window + CNN + SVM + single loss
Fast R-CNNOne stage + selective search + CNN + softmax + multi loss
Faster R-CNNOne stage + RPN + CNN + softmax + multi loss
CNN + CNNTwo stages + CNN + CNN
IFR-CNN + CNNTwo stages + IFR-CNN + CNN
MC-CNNTwo stages + faster R-CNN + CNN
MC-CNN-PMC-CNN + PReLU
MC-CNN-FMC-CNN + Focal Loss
MC-CNN-NTMC-CNN + PReLU + Focal Loss