通过在 ISIC17、ISIC18 和 Synapse 数据集上进行了全面的实验,结果表明 VM-UNet 在医学图像分割任务中具有竞争力。据悉,这是第一个基于纯 SSM 所构建的医学图像分割模型,其旨在建立一个基准,并为未来更高效、更有效的基于 SSM 的分割系统的发展提供有价值的见解,欢迎大家 follow。 动机 如上所述,基于 CNN 和 ...
尽管上述工作已经将SSM用于医学图像分割任务,但基于纯SSM模型的性能尚未被探索。 受到V Mamba [20]在图像分类任务中成功的启发,本文首次引入了视觉猛蛇UNet(VM-UNet),这是一种纯粹的基于SSM的模型,旨在展示其在医学图像分割任务中的潜力。 具体来说,VM-UNet由三个主要部分组成:编码器、解码器和跳跃连接。编码器使...
尽管上述工作已经将SSM用于医学图像分割任务,但基于纯SSM模型的性能尚未被探索。 受到V Mamba [20]在图像分类任务中成功的启发,本文首次引入了视觉猛蛇UNet(VM-UNet),这是一种纯粹的基于SSM的模型,旨在展示其在医学图像分割任务中的潜力。 具体来说,VM-UNet由三个主要部分组成:编码器、解码器和跳跃连接。编码器使...
随着Mamba 热潮的兴起,作为一度被视为“魔改重灾区”的医学图像分割领域自然也被各家机构和高校给盯上,正如此前我们发布过的第一个基于纯 Mamba 架构的医学图像分割模型 VM-UNet。 今天,同样是来自上海这边的高校团队为我们带来了一个极具“性价比”的工作——UltraLight VM-UNet。 在这篇精彩的论文中,作者们巧...
In this paper, we extend the adaptability of SS2D by proposing a High-order Vision Mamba UNet (H-vmunet) for medical image segmentation. Among them, the proposed High-order 2D-selective-scan (H-SS2D) progressively reduces the introduction of redundant information during SS2D operations through...
The weights of the pre-trained VMamba could be downloadedhereorBaidu. After that, the pre-trained weights should be stored in './pretrained_weights/'. 3. Train the VM-UNet cdVM-UNet python train.py#Train and test VM-UNet on the ISIC17 or ISIC18 dataset.python train_synapse.py#Train ...
The weights of the pre-trained VMamba could be downloadedhere. After that, the pre-trained weights should be stored in './pretrained_weights/'. 3. Train the VM-UNet cdVM-UNet python train.py#Train and test VM-UNet on the ISIC17 or ISIC18 dataset.python train_synapse.py#Train and tes...
UltraLight VM-UNet:一种超轻量级的医学图像分割新网络,提出在并行视觉Mamba中处理特征的方法,参数仅为0.049M,GFLOP为0.060,性能优于LightM-UNet等网络,代码刚刚开源! 点击关注@CVer官方知乎账号,可以第一时间看到最优质、最前沿的CV、AI、AIGC工作~ 快点击进入:Mamba技术交流平台 ...
(UltraLight VM-UNet) based on this. Specifically, we propose a method for processing features in parallel Vision Mamba, named PVM Layer, which achieves excellent performance with the lowest computational load while keeping the overall number of processing channels constant. We conducted comparisons and...
(UltraLight VM-UNet) based on this. Specifically, we propose a method for processing features in parallel Vision Mamba, named PVM Layer, which achieves excellent performance with the lowest computational load while keeping the overall number of processing channels constant. We conducted comparisons and...