首页 基于卷积神经网络的阿尔茨海默症分类代码(完成代码+数据集+可视化系统)

基于卷积神经网络的阿尔茨海默症分类代码(完成代码+数据集+可视化系统)

上传者： 42492056 | 上传时间： 2025-10-15 13:40:17 | 文件大小： 274.74MB | 文件类型： ZIP
基于卷积神经网络的阿尔茨海默症分类代码 共包含9888张阿尔茨海默症MRI图像 本代码旨在借助深度学习方法对阿尔茨海默症（Alzheimer’s Disease, AD）患者的磁共振成像（Magnetic Resonance Imaging, MRI）图像进行分类分析，以提升疾病早期诊断的准确性与效率。研究重点评估了三种主流卷积神经网络模型——ResNet、MobileNetV3 和 DenseNet121 在该任务中的应用效果，并通过对比实验分析各模型在图像分类中的性能差异，涵盖准确率、召回率、精确率及 F1 分数等关键评价指标。 原文链接：https://blog.csdn.net/qq_42492056/article/details/148675350 结果显示 DenseNet121 在多个指标上表现优越，其准确率、召回率、精确率和 F1 分数分别为 0.9889、0.9894、0.9894 和 0.9901，优于其余模型。除了性能比较外，本研究还探讨了将深度学习模型集成到医学图像分析流程中的可行性，并设计并开发了一个针对 AD 图像分类的系统原型，进一步验证了该技术在实际临床辅助诊断中的应用前景与实用价值。

文件下载

资源详情

[{"title":"（ 2000 个子文件 274.74MB ） 基于卷积神经网络的阿尔茨海默症分类代码(完成代码+数据集+可视化系统)","children":[{"title":"result.html <span style='color:#111;'> 3.86KB </span>","children":null,"spread":false},{"title":"index.html <span style='color:#111;'> 3.35KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-2_108.jpg <span style='color:#111;'> 17.92KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-2_102.jpg <span style='color:#111;'> 17.90KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-2_114.jpg <span style='color:#111;'> 17.84KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-2_100.jpg <span style='color:#111;'> 17.79KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-4_114.jpg <span style='color:#111;'> 17.45KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-4_108.jpg <span style='color:#111;'> 17.43KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-4_119.jpg <span style='color:#111;'> 17.17KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-1_120.jpg <span style='color:#111;'> 17.15KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-2_117.jpg <span style='color:#111;'> 17.06KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-2_125.jpg <span style='color:#111;'> 17.03KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-3_117.jpg <span style='color:#111;'> 16.98KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-2_107.jpg <span style='color:#111;'> 16.89KB </span>","children":null,"spread":false},{"title":"OAS1_0028_MR1_mpr-4_126.jpg <span style='color:#111;'> 16.86KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-2_110.jpg <span style='color:#111;'> 16.81KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-1_133.jpg <span style='color:#111;'> 16.67KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-3_112.jpg <span style='color:#111;'> 16.65KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-2_149.jpg <span style='color:#111;'> 16.55KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-1_132.jpg <span style='color:#111;'> 16.52KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-1_140.jpg <span style='color:#111;'> 16.52KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-1_119.jpg <span style='color:#111;'> 16.51KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-3_133.jpg <span style='color:#111;'> 16.49KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-4_149.jpg <span style='color:#111;'> 16.48KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-2_106.jpg <span style='color:#111;'> 16.47KB </span>","children":null,"spread":false},{"title":"OAS1_0122_MR1_mpr-3_100.jpg <span style='color:#111;'> 16.47KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-3_155.jpg <span style='color:#111;'> 16.46KB </span>","children":null,"spread":false},{"title":"OAS1_0122_MR1_mpr-4_111.jpg <span style='color:#111;'> 16.45KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-1_124.jpg <span style='color:#111;'> 16.45KB </span>","children":null,"spread":false},{"title":"OAS1_0028_MR1_mpr-1_117.jpg <span style='color:#111;'> 16.42KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-1_125.jpg <span style='color:#111;'> 16.41KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-4_134.jpg <span style='color:#111;'> 16.35KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-3_100.jpg <span style='color:#111;'> 16.33KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-2_134.jpg <span style='color:#111;'> 16.33KB </span>","children":null,"spread":false},{"title":"OAS1_0185_MR1_mpr-2_141.jpg <span style='color:#111;'> 16.33KB </span>","children":null,"spread":false},{"title":"OAS1_0137_MR1_mpr-2_138.jpg <span style='color:#111;'> 16.30KB </span>","children":null,"spread":false},{"title":"OAS1_0185_MR1_mpr-1_141.jpg <span style='color:#111;'> 16.28KB </span>","children":null,"spread":false},{"title":"OAS1_0028_MR1_mpr-3_128.jpg <span style='color:#111;'> 16.27KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-1_131.jpg <span style='color:#111;'> 16.25KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-3_143.jpg <span style='color:#111;'> 16.25KB </span>","children":null,"spread":false},{"title":"OAS1_0053_MR1_mpr-4_129.jpg <span style='color:#111;'> 16.18KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-2_121.jpg <span style='color:#111;'> 16.17KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-1_113.jpg <span style='color:#111;'> 16.17KB </span>","children":null,"spread":false},{"title":"OAS1_0185_MR1_mpr-1_142.jpg <span style='color:#111;'> 16.16KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-1_147.jpg <span style='color:#111;'> 16.12KB </span>","children":null,"spread":false},{"title":"OAS1_0028_MR1_mpr-2_152.jpg <span style='color:#111;'> 16.10KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-2_157.jpg <span style='color:#111;'> 16.09KB </span>","children":null,"spread":false},{"title":"OAS1_0185_MR1_mpr-1_139.jpg <span style='color:#111;'> 16.06KB </span>","children":null,"spread":false},{"title":"OAS1_0137_MR1_mpr-2_114.jpg <span style='color:#111;'> 16.02KB </span>","children":null,"spread":false},{"title":"OAS1_0053_MR1_mpr-1_123.jpg <span style='color:#111;'> 16.02KB </span>","children":null,"spread":false},{"title":"OAS1_0137_MR1_mpr-4_129.jpg <span style='color:#111;'> 16.01KB </span>","children":null,"spread":false},{"title":"OAS1_0185_MR1_mpr-2_126.jpg <span style='color:#111;'> 15.99KB </span>","children":null,"spread":false},{"title":"OAS1_0122_MR1_mpr-4_127.jpg <span style='color:#111;'> 15.97KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-2_127.jpg <span style='color:#111;'> 15.96KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-3_135.jpg <span style='color:#111;'> 15.96KB </span>","children":null,"spread":false},{"title":"OAS1_0073_MR1_mpr-4_150.jpg <span style='color:#111;'> 15.95KB </span>","children":null,"spread":false},{"title":"OAS1_0122_MR1_mpr-3_120.jpg <span style='color:#111;'> 15.93KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-3_116.jpg <span style='color:#111;'> 15.93KB </span>","children":null,"spread":false},{"title":"OAS1_0028_MR1_mpr-4_105.jpg <span style='color:#111;'> 15.92KB </span>","children":null,"spread":false},{"title":"OAS1_0137_MR1_mpr-4_132.jpg <span style='color:#111;'> 15.91KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-4_129.jpg <span style='color:#111;'> 15.89KB </span>","children":null,"spread":false},{"title":"OAS1_0073_MR1_mpr-2_140.jpg <span style='color:#111;'> 15.85KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-2_100.jpg <span style='color:#111;'> 15.83KB </span>","children":null,"spread":false},{"title":"OAS1_0028_MR1_mpr-1_110.jpg <span style='color:#111;'> 15.80KB </span>","children":null,"spread":false},{"title":"OAS1_0122_MR1_mpr-1_129.jpg <span style='color:#111;'> 15.80KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-2_143.jpg <span style='color:#111;'> 15.79KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-1_131.jpg <span style='color:#111;'> 15.78KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-1_133.jpg <span style='color:#111;'> 15.78KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-3_110.jpg <span style='color:#111;'> 15.74KB </span>","children":null,"spread":false},{"title":"OAS1_0134_MR1_mpr-4_152.jpg <span style='color:#111;'> 15.72KB </span>","children":null,"spread":false},{"title":"OAS1_0073_MR1_mpr-2_146.jpg <span style='color:#111;'> 15.70KB </span>","children":null,"spread":false},{"title":"OAS1_0053_MR1_mpr-2_143.jpg <span style='color:#111;'> 15.67KB </span>","children":null,"spread":false},{"title":"OAS1_0184_MR1_mpr-2_147.jpg <span style='color:#111;'> 15.66KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-1_155.jpg <span style='color:#111;'> 15.65KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-3_154.jpg <span style='color:#111;'> 15.64KB </span>","children":null,"spread":false},{"title":"OAS1_0184_MR1_mpr-4_152.jpg <span style='color:#111;'> 15.63KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-2_122.jpg <span style='color:#111;'> 15.62KB </span>","children":null,"spread":false},{"title":"OAS1_0122_MR1_mpr-1_112.jpg <span style='color:#111;'> 15.61KB </span>","children":null,"spread":false},{"title":"OAS1_0056_MR1_mpr-1_105.jpg <span style='color:#111;'> 15.55KB </span>","children":null,"spread":false},{"title":"OAS1_0184_MR1_mpr-2_150.jpg <span style='color:#111;'> 15.54KB </span>","children":null,"spread":false},{"title":"OAS1_0137_MR1_mpr-3_126.jpg <span style='color:#111;'> 15.54KB </span>","children":null,"spread":false},{"title":"OAS1_0035_MR1_mpr-1_129.jpg <span style='color:#111;'> 15.54KB </span>","children":null,"spread":false},{"title":"OAS1_0053_MR1_mpr-1_127.jpg <span style='color:#111;'> 15.52KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-3_142.jpg <span style='color:#111;'> 15.49KB </span>","children":null,"spread":false},{"title":"OAS1_0184_MR1_mpr-1_138.jpg <span style='color:#111;'> 15.49KB </span>","children":null,"spread":false},{"title":"OAS1_0053_MR1_mpr-3_132.jpg <span style='color:#111;'> 15.46KB </span>","children":null,"spread":false},{"title":"OAS1_0056_MR1_mpr-2_118.jpg <span style='color:#111;'> 15.45KB </span>","children":null,"spread":false},{"title":"OAS1_0137_MR1_mpr-1_132.jpg <span style='color:#111;'> 15.41KB </span>","children":null,"spread":false},{"title":"OAS1_0052_MR1_mpr-2_120.jpg <span style='color:#111;'> 15.38KB </span>","children":null,"spread":false},{"title":"OAS1_0073_MR1_mpr-3_157.jpg <span style='color:#111;'> 15.38KB </span>","children":null,"spread":false},{"title":"OAS1_0122_MR1_mpr-2_131.jpg <span style='color:#111;'> 15.37KB </span>","children":null,"spread":false},{"title":"OAS1_0056_MR1_mpr-3_107.jpg <span style='color:#111;'> 15.37KB </span>","children":null,"spread":false},{"title":"OAS1_0067_MR1_mpr-1_145.jpg <span style='color:#111;'> 15.35KB </span>","children":null,"spread":false},{"title":"OAS1_0028_MR1_mpr-1_105.jpg <span style='color:#111;'> 15.28KB </span>","children":null,"spread":false},{"title":"OAS1_0137_MR1_mpr-1_112.jpg <span style='color:#111;'> 15.24KB </span>","children":null,"spread":false},{"title":"OAS1_0053_MR1_mpr-1_106.jpg <span style='color:#111;'> 15.21KB </span>","children":null,"spread":false},{"title":"OAS1_0185_MR1_mpr-2_109.jpg <span style='color:#111;'> 15.17KB </span>","children":null,"spread":false},{"title":"OAS1_0073_MR1_mpr-2_116.jpg <span style='color:#111;'> 15.15KB </span>","children":null,"spread":false},{"title":"OAS1_0053_MR1_mpr-2_100.jpg <span style='color:#111;'> 15.14KB </span>","children":null,"spread":false},{"title":"OAS1_0053_MR1_mpr-3_128.jpg <span style='color:#111;'> 15.07KB </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