具体而言,xLSTM-UNet 在腹部 MRI、内窥镜图像和显微镜图像等数据集上的表现均显著优于现有方法,展示了其卓越的性能和鲁棒性。 1. 腹部 MRI 数据集:在该数据集上,xLSTM-UNet 在 Dice 相似系数(DSC)和归一化表面距离(NSD)两个关键指标上均取得了最高分,显著优于先前的最先进模型 U-Mamba。这表明 xLSTM-UNet...
To address these limitations, this study introduces VMAXL-UNet, a novel segmentation network that integrates Structured State Space Models (SSM) and lightweight LSTMs (xLSTM). The network incorporates Visual State Space (VSS) and ViL modules in the encoder to efficiently fuse local boundary ...
Pre-Trained Encoder: In the initial phase of our approach, we employ a self-supervised learning (SSL) technique to pre-train the encoder of the xLSTM-UNet model. This SSL framework utilizes large volumes of unlabeled data to train the encoder, focusing on the Vision-LSTM (xLSTM) model to...
To address these limitations, this study introduces VMAXL-UNet, a novel segmentation network that integrates Structured State Space Models (SSM) and lightweight LSTMs (xLSTM). The network incorporates Visual State Space (VSS) and ViL modules in the encoder to efficiently fuse local boundary ...
本发明涉及基于神经网络的医学影像的识别和分割技术,特别涉及一种基于U型网络(Unet)和长短期记忆网络(Long Short-Term Memory,LSTM)的3D医学影像的识别和分割方法。背景技术在平时的医疗工作以及临床试验中,医学影像的应用十分普及,并且人工神经网络的方法也在医学影像方面提供了很大帮助。一般的,使用医学影像的意义在于测...
conlstm unet Browse files master gxdai committed Jul 26, 2017 1 parent 3933e11 commit 32b060e Showing 7 changed files with 1,622 additions and 0 deletions. Whitespace Ignore whitespace Split Unified tf_unet_convlstm __init__.py image_gen.py image_util.py layers.py ...
近日,魔芯科技、浙江大学、中科大等多家科研机构的研究人员联合推出了一项突破性的医学图像分割技术——xLSTM-UNet。这一创新技术在 2D 和 3D 医学图像分割领域取得了显著成果。 项目页面: http://tianrun-chen.github.io/xLSTM-Unet/ 论文链接: https://arxiv.org/abs/2407.01530 ...