基于特征门控融合与小波增强的双编码器息肉分割

梁礼明,康婷,陈康泉,钟奕

Dual-encoder polyp segmentation with feature-gated fusion and wavelet enhancement

Liming LIANG,Ting KANG,Kangquan CHEN,Yi ZHONG

表 3 不同网络在CVC-ColonDB和ETIS上的对比

Tab.3 Comparison of different networks on CVC-ColonDB and ETIS

数据集 网络 Dice mIoU SE PC F2 MAE CVC- ColonDB U-Net 0.512 0.444 0.523 0.621 0.510 0.061 Caranet 0.748 0.683 0.753 0.893 0.746 0.035 MEGANet 0.795 0.717 0.844 0.831 0.803 0.040 SSFormer-S 0.774 0.698 0.777 0.837 0.766 0.036 MSRAFormer 0.782 0.707 0.803 0.874 0.787 0.028 Polyp-PVT 0.808 0.727 0.821 0.849 0.809 0.031 SAM2-UNet 0.729 0.656 0.744 0.786 0.731 0.036 本研究 0.818 0.735 0.836 0.841 0.821 0.026 ETIS U-Net 0.398 0.335 0.482 0.439 0.429 0.036 Caranet 0.728 0.661 0.775 0.814 0.750 0.017 MEGANet 0.741 0.667 0.861 0.706 0.781 0.037 SSFormer-S 0.769 0.698 0.856 0.743 0.800 0.016 MSRAFormer 0.750 0.679 0.811 0.745 0.777 0.013 Polyp-PVT 0.787 0.706 0.867 0.774 0.820 0.013 SAM2-UNet 0.682 0.602 0.748 0.668 0.710 0.020 本研究 0.795 0.719 0.888 0.761 0.835 0.014