首页 TorchIO：用于加载、扩充和写入3D医学图像的PyTorch工具-python

TorchIO：用于加载、扩充和写入3D医学图像的PyTorch工具-python

上传者： 42131798 | 上传时间： 2023-04-04 18:24:29 | 文件大小： 36.35MB | 文件类型： ZIP
TorchIO：用于加载、扩充和写入3D医学图像的PyTorch工具 TorchIO torchio 是一个 Python 包，其中包含一组工具，可在用 PyTorch 编写的深度学习应用程序中高效读取、采样和写入 3D 医学图像，包括用于数据增强和预处理的强度和空间变换。 变换包括典型的计算机视觉操作，例如随机仿射变换，以及特定领域的操作，例如模拟由于 MRI 磁场不均匀性或 k 空间运动伪影引起的强度伪影。 这个包受到 NiftyNet 的极大启发。 索引安装特征数据处理图像数据集采样器队列变换强度 MRI k 空间运动伪影 MRI 磁场不均匀性 高斯噪声归一化 直方图标准化 Z 归一化 重新缩放空间翻转仿射变换 B 样条密集变形 示例 相关项目 Credits Installation $ pip install torchio Features 数据处理ImagesDataset ImagesDataset 是直接从 torch.utils.Dataset 继承的医学图像读取器。 它可以与 torch.utils.DataLoader 一起使用，以实现高效读取和数据扩充

文件下载

资源详情

[{"title":"（ 261 个子文件 36.35MB ） TorchIO：用于加载、扩充和写入3D医学图像的PyTorch工具-python","children":[{"title":".all-contributorsrc <span style='color:#111;'> 8.29KB </span>","children":null,"spread":false},{"title":"make.bat <span style='color:#111;'> 791B </span>","children":null,"spread":false},{"title":"setup.cfg <span style='color:#111;'> 488B </span>","children":null,"spread":false},{"title":"IMG0008.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0013.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0006.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0003.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0004.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0007.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0002.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0005.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0009.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0017.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0011.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0014.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0016.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0015.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0012.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0010.dcm <span style='color:#111;'> 23.25KB </span>","children":null,"spread":false},{"title":"IMG0001.dcm <span style='color:#111;'> 23.22KB </span>","children":null,"spread":false},{"title":"fpg_progressive.gif <span style='color:#111;'> 8.91MB </span>","children":null,"spread":false},{"title":"random_elastic_deformation.gif <span style='color:#111;'> 4.06MB </span>","children":null,"spread":false},{"title":"random_motion.gif <span style='color:#111;'> 3.83MB </span>","children":null,"spread":false},{"title":"random_bias_field.gif <span style='color:#111;'> 3.51MB </span>","children":null,"spread":false},{"title":"nBTu3oi.gif <span style='color:#111;'> 2.84MB </span>","children":null,"spread":false},{"title":"random_noise.gif <span style='color:#111;'> 1.98MB </span>","children":null,"spread":false},{"title":"random_ghosting.gif <span style='color:#111;'> 1.66MB </span>","children":null,"spread":false},{"title":"augmentation.gif <span style='color:#111;'> 1.44MB </span>","children":null,"spread":false},{"title":"queue.gif <span style='color:#111;'> 1.43MB </span>","children":null,"spread":false},{"title":"random_spike.gif <span style='color:#111;'> 1.28MB </span>","children":null,"spread":false},{"title":"4_Compose_mri.gif <span style='color:#111;'> 336.48KB </span>","children":null,"spread":false},{"title":"9_RandomSpike_mri.gif <span style='color:#111;'> 318.71KB </span>","children":null,"spread":false},{"title":"10_RandomGhosting_mri.gif <span style='color:#111;'> 311.18KB </span>","children":null,"spread":false},{"title":"3_RandomFlip_mri.gif <span style='color:#111;'> 308.27KB </span>","children":null,"spread":false},{"title":"8_RandomMotion_mri.gif <span style='color:#111;'> 305.69KB </span>","children":null,"spread":false},{"title":"6_RandomElasticDeformation_mri.gif <span style='color:#111;'> 302.64KB </span>","children":null,"spread":false},{"title":"5_RandomAffine_mri.gif <span style='color:#111;'> 300.88KB </span>","children":null,"spread":false},{"title":"2_RandomBlur_mri.gif <span style='color:#111;'> 291.98KB </span>","children":null,"spread":false},{"title":"7_RandomBiasField_mri.gif <span style='color:#111;'> 275.75KB </span>","children":null,"spread":false},{"title":".gitignore <span style='color:#111;'> 1.23KB </span>","children":null,"spread":false},{"title":"layout.html <span style='color:#111;'> 703B </span>","children":null,"spread":false},{"title":"favicon.ico <span style='color:#111;'> 15.04KB </span>","children":null,"spread":false},{"title":"MANIFEST.in <span style='color:#111;'> 241B </span>","children":null,"spread":false},{"title":"tox.ini <span style='color:#111;'> 728B </span>","children":null,"spread":false},{"title":"random_swap.jpg <span style='color:#111;'> 181.62KB </span>","children":null,"spread":false},{"title":"weiss.jpg <span style='color:#111;'> 120.40KB </span>","children":null,"spread":false},{"title":".zenodo.json <span style='color:#111;'> 487B </span>","children":null,"spread":false},{"title":"LICENSE <span style='color:#111;'> 11.09KB </span>","children":null,"spread":false},{"title":"Makefile <span style='color:#111;'> 662B </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 23.32KB </span>","children":null,"spread":false},{"title":"CODE_OF_CONDUCT.md <span style='color:#111;'> 3.29KB </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 1.63KB </span>","children":null,"spread":false},{"title":"pull_request_template.md <span style='color:#111;'> 1.36KB </span>","children":null,"spread":false},{"title":"bug_report.md <span style='color:#111;'> 1.03KB </span>","children":null,"spread":false},{"title":"feature_request.md <span style='color:#111;'> 769B </span>","children":null,"spread":false},{"title":"histogram_standardization.png <span style='color:#111;'> 867.28KB </span>","children":null,"spread":false},{"title":"z_normalization.png <span style='color:#111;'> 820.67KB </span>","children":null,"spread":false},{"title":"torchio_logo_2048x2048.png <span style='color:#111;'> 223.77KB </span>","children":null,"spread":false},{"title":"1_Lambda_mri.png <span style='color:#111;'> 164.78KB </span>","children":null,"spread":false},{"title":"data_structures.png <span style='color:#111;'> 141.12KB </span>","children":null,"spread":false},{"title":"for_weiss_2000x1062.png <span style='color:#111;'> 102.17KB </span>","children":null,"spread":false},{"title":"for_readme_2000x462.png <span style='color:#111;'> 97.34KB </span>","children":null,"spread":false},{"title":"random_anisotropy.png <span style='color:#111;'> 61.60KB </span>","children":null,"spread":false},{"title":"android-chrome-512x512.png <span style='color:#111;'> 42.22KB </span>","children":null,"spread":false},{"title":"android-chrome-192x192.png <span style='color:#111;'> 18.35KB </span>","children":null,"spread":false},{"title":"apple-touch-icon.png <span style='color:#111;'> 16.31KB </span>","children":null,"spread":false},{"title":"composed.png <span style='color:#111;'> 15.90KB </span>","children":null,"spread":false},{"title":"favicon-32x32.png <span style='color:#111;'> 1.52KB </span>","children":null,"spread":false},{"title":"favicon-16x16.png <span style='color:#111;'> 627B </span>","children":null,"spread":false},{"title":"plot_directive.py <span style='color:#111;'> 26.24KB </span>","children":null,"spread":false},{"title":"image.py <span style='color:#111;'> 22.32KB </span>","children":null,"spread":false},{"title":"transform.py <span style='color:#111;'> 19.75KB </span>","children":null,"spread":false},{"title":"random_labels_to_image.py <span style='color:#111;'> 17.13KB </span>","children":null,"spread":false},{"title":"random_affine.py <span style='color:#111;'> 15.37KB </span>","children":null,"spread":false},{"title":"random_elastic_deformation.py <span style='color:#111;'> 13.11KB </span>","children":null,"spread":false},{"title":"queue.py <span style='color:#111;'> 11.68KB </span>","children":null,"spread":false},{"title":"io.py <span style='color:#111;'> 11.66KB </span>","children":null,"spread":false},{"title":"test_transforms.py <span style='color:#111;'> 11.40KB </span>","children":null,"spread":false},{"title":"subject.py <span style='color:#111;'> 11.36KB </span>","children":null,"spread":false},{"title":"random_motion.py <span style='color:#111;'> 11.28KB </span>","children":null,"spread":false},{"title":"histogram_standardization.py <span style='color:#111;'> 11.17KB </span>","children":null,"spread":false},{"title":"resample.py <span style='color:#111;'> 10.12KB </span>","children":null,"spread":false},{"title":"test_random_labels_to_image.py <span style='color:#111;'> 10.05KB </span>","children":null,"spread":false},{"title":"utils.py <span style='color:#111;'> 9.30KB </span>","children":null,"spread":false},{"title":"weighted.py <span style='color:#111;'> 8.92KB </span>","children":null,"spread":false},{"title":"ixi.py <span style='color:#111;'> 8.92KB </span>","children":null,"spread":false},{"title":"crop_or_pad.py <span style='color:#111;'> 8.88KB </span>","children":null,"spread":false},{"title":"random_ghosting.py <span style='color:#111;'> 8.86KB </span>","children":null,"spread":false},{"title":"utils.py <span style='color:#111;'> 7.42KB </span>","children":null,"spread":false},{"title":"conf.py <span style='color:#111;'> 7.11KB </span>","children":null,"spread":false},{"title":"test_image.py <span style='color:#111;'> 6.97KB </span>","children":null,"spread":false},{"title":"aggregator.py <span style='color:#111;'> 6.97KB </span>","children":null,"spread":false},{"title":"random_swap.py <span style='color:#111;'> 6.86KB </span>","children":null,"spread":false},{"title":"grid.py <span style='color:#111;'> 6.85KB </span>","children":null,"spread":false},{"title":"test_crop_pad.py <span style='color:#111;'> 6.66KB </span>","children":null,"spread":false},{"title":"test_io.py <span style='color:#111;'> 6.52KB </span>","children":null,"spread":false},{"title":"random_spike.py <span style='color:#111;'> 6.03KB </span>","children":null,"spread":false},{"title":"label.py <span style='color:#111;'> 5.97KB </span>","children":null,"spread":false},{"title":"random_bias_field.py <span style='color:#111;'> 5.90KB </span>","children":null,"spread":false},{"title":"random_gamma.py <span style='color:#111;'> 5.66KB </span>","children":null,"spread":false},{"title":"......","children":null,"spread":false},{"title":"<span style='color:steelblue;'>文件过多，未全部展示</span>","children":null,"spread":false}],"spread":true}]

评论信息

其他资源

免责申明

【只为小站】的资源来自网友分享，仅供学习研究，请务必在下载后24小时内给予删除，不得用于其他任何用途，否则后果自负。基于互联网的特殊性，【只为小站】 无法对用户传输的作品、信息、内容的权属或合法性、合规性、真实性、科学性、完整权、有效性等进行实质审查；无论 【只为小站】 经营者是否已进行审查，用户均应自行承担因其传输的作品、信息、内容而可能或已经产生的侵权或权属纠纷等法律责任。
本站所有资源不代表本站的观点或立场，基于网友分享，根据中国法律《信息网络传播权保护条例》第二十二条之规定，若资源存在侵权或相关问题请联系本站客服人员，zhiweidada#qq.com，请把#换成@，本站将给予最大的支持与配合，做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明

个人信息

下载历史

相关资源标签

热门下载

最新下载