Table 5.
Comparison of segmentation results of different models on PASCAL VOC 2012.
Models | Backbone | mIoU (%) | Parameters (M) | FLOPs (G) | FPS |
---|---|---|---|---|---|
Unet | VGG16 | 58.78 | 43.93 | 184.4 | 10.3 |
PSPNet | ResNet50 | 68.94 | 46.716 | 118.47 | 26.7 |
DeepLabv3+ | Xception | 75.65 | 54.714 | 167.139 | 16.4 |
MobileNetV2 | 72.59 | 5.81 | 56.248 | 21.68 | |
FCN | VGG16 | 71.5 | 32.75 | 89.8 | 9.16 |
BiSeNet | Xception | 70.62 | 5.8 | 50.3 | 39.61 |
ICNet | ResNet50 | 70.89 | 26.5 | 28.3 | 28.5 |
Ours | MobileNetV2 | 74.31 | 2.89 | 15.326 | 33.56 |
Ablation study results. Bold values indicate the best results.