Research Article

Multiscale Meets Spatial Awareness: An Efficient Attention Guidance Network for Human Parsing

Table 2

Human parsing performances with our network and ten state-of-the-art methods on ATR [14] test set.

MethodAvg. F1 score

Yamaguchi et al. [40]41.80
Paper Doll [2]44.76
M-CNN [41]62.81
ATR [14]64.38
DeepLab-v2 (VGG16) [10]73.53
Attention (VGG16) [17]77.23
DeepLab-v3 + [42]76.97
Co-CNN-v1 [18]80.14
TGPNet [15]81.76
Co-CNN-v2 [43]85.36
AG-Net (VGG16)83.59
AG-Net (DenseNet-121)85.46