SAM-Med3D: 进一步加速数据和模型的生产与迭代 医学图像和自然图像之间存在显著的差异,而且医学图像领域缺乏大规模的基准数据集,这是导致AI在医学领域进展缓慢的重要原因之一。通过构建大规模的基准数据集和可靠的基线模型,我们可以推动AI在医疗领域的快速发展,并加速医疗向更通用方向转变的进程。如果您对此话题感兴趣,欢...
SAM-Med3D-MoE 方法总览 SAM-Med3D 模型由3D Image Encoder,3D Prompt Encoder以及 3D Mask Decoder组成。作者修改模型在 3D Mask Decoder 之前添加了一个 Gating Network,并将微调之前的 3D Mask Decoder 与微调后的 3D Mask Decoder 平行排列(其中微调冻住 Image Encoder 和 Prompt Encoder 的参数,仅仅微调 Ma...
综合全面的评估结果,SAM-Med3D 具有以下两个主要优势: 更高的效率:SAM-Med3D 的性能与在二维上微调的 SAM 相比更具竞争力,只需要更少的提示点便能达到更好的效果。与二维模型需要在每个切片上交互相比,SAM-Med3D 确保了医生和专业人员可以用快得多的速度来更方便地进行图像分割,这大大提高了模型在实际医学应用...
encompassing a 3D image encoder, 3D prompt encoder, and 3D mask decoder. 3D convolution, 3D positional encoding (PE) and 3D layer norm are employed to construct the 3D model.图3:我们的SAM-Med3D修改后的3D架构。原始
To address this, we propose SAM-Med3D-MoE, a novel framework that seamlessly integrates task-specific finetuned models with the foundational model, creating a unified model at minimal additional training expense for anextra gating network. This gating network, in conjunction with a selection ...
SAM by fine-tuning the model. However, the encoders are based on the ViT architecture, which incurs high computational costs when applied directly to 3D medical data, limiting real-time performance on resource-constrained devices. To address these limitations, we introduce TinySAM-Med3D, an ...
SAM-Med3D: An Efficient General-purpose Promptable Segmentation Model for 3D Volumetric Medical Image - SAM-Med3D/val.sh at main · uni-medical/SAM-Med3D
- **SAM-Med3D-turbo**: [Hugging Face](https://huggingface.co/blueyo0/SAM-Med3D/blob/main/sam_med3d_turbo.pth) | [Google Drive](https://drive.google.com/file/d/1MuqYRQKIZb4YPtEraK8zTKKpp-dUQIR9/view?usp=sharing) | [Baidu NetDisk (pwd:l6ol)](https://pan.baidu.com/s/1OEVt...
However, these models have not yet evaluated for the challenging LA segmentation in 3D LGE-CMR. This study aimed to (1) assess the performance of MedSAM in automating LA segmentation and (2) compare performance of MedSAM2 3D model, using a single prompt with automated tracking, with MedSAM...
Grafisk design i komplexa webbprojekt : En undersökning av grafisk design i samband med webbprojekt, olika webbstrukturer och responsive design 喜欢 0 阅读量: 16 作者: C Borg 摘要: The objective of this study was to examine the use of design in complex web structures. To ...