Before revision:  TransFuse achieves the newest state-of-the-arts on polyp segmentation task, with 20 %DIF < fewer parameters and the fastest inference speed at about 98.7 FPS.abstract 
After revision:  TransFuse achieves the newest state-of-the-arts on polyp segmentation task, with 20 %DIF < fewer parameters and the fastest inference speed at about 98.7 FPS.abstract state-of-the-art results on both 2D and 3D medical image sets including polyp, skin lesion, hip, and prostate segmentation, with significant parameter decrease and inference speed improvement.