基于Transformer的高效自适应语义分割网络

张海波,蔡磊,任俊平,王汝言,刘富

Efficient and adaptive semantic segmentation network based on Transformer

Hai-bo ZHANG,Lei CAI,Jun-ping REN,Ru-yan WANG,Fu LIU

表 2 轻量级分割模型在ADE20K数据集上的模型评估结果

Tab.2 Model evaluation results of lightweight segmentation models on ADE20K dataset

算法 基础网络结构 GFLOPs FPS/ （帧 $ \cdot {{\rm{s}}^{ - 1}} $） mIoU/ % SETR[11] MiT-B0[20] 25.3 28.7 34.8 Segformer[20] MiT-B0 8.6 50.5 37.5 UperNet[22] MiT-B0 28.5 29.6 39.3 Segmenter[28] MiT-B0 7.9 49.2 35.9 Semantic FPN[29] MiT-B0 23.0 46.4 37.1 EA-Former-T MiT-B0 7.1 51.1 38.1