2017-09-28 15:58:20 qq_29799417 阅读数 2717
  • YOLO实战视频教程

    YOLO实战视频培训课程概况:本教程无需深度学习经验,是初级教程,无需高配置机器,能上网就能实践,本课程分享图像标注软件的使用,讲述了如何练好自己的模型,并将模型发布到服务或是移到android使用

    5157 人正在学习 去看看 黄彬彬

基于3d slicer开发医学图像标注插件

3d slicer是一款开源的医学图像处理软件,它基本上集成了医学图像处理的所有功能,包括重建、分割、配置、分析、实时导航等功能。3d slicer是基于ITK、VTK、DCMTK、CTK、QT等开发的,以插件的方式实现医学图像的处理分析功能,提供了C++、Paython、CLI的程序开发接口。我们通过编译源码,采用C++实现了一个医学图像标注插件。该标注插件实现了DICOM信息的导出、PACAS诊断信息的录入、标注信息的录入、自动生成XML格式的标注文件以及标注文件的解析。它主要应用于乳腺图像和肺结节图像的标注,为医学图像数据集的收集提供更加简单、快捷的标注工具,自动生成标签文件。立方体感兴趣区域标示出病灶的边界,得到病灶的中心位置和半径,适用于二维和三维图像的标注,这样的标注模式更加适用于深度学习算法数据集的标注。标注信息文件采用XML格式,使得在不同平台上的数据交换和共享成为可能。


该插件各个模块的功能如下:
1、DICOM信息的导出
选择对应ID的病人、检查以及图像系列,自动导出相应的病人信息和图像信息。
2、PACAS信息的录入
对应PACAS诊断报告,人工录入PACAS诊断信息。包括图像的敏感性、实质分类、BIRADS分类以及病理学结果。
3、标注信息的录入
使用3d slicer软件已经实现的ROI工具标示出病灶的边界,使用Ruler工具测量病灶的大小,并将其自动的更新到标注记录里。一条标注记录包含了病灶的数目、大小、形状、分布以及位置等信息,一幅图像存在多处病灶时,一处病灶对应一条标注记录,通过点击增加按钮可以自动添加多条记录。
4、标注文件的生成、保存和解析
输入相应的病例编号,点击导出按钮选择导出标注文件的路径,自动生成XML格式的标注文件。点击导入按钮将自动解析标注文件,并将标注信息显示在界面上。


5、图像分割
解析标注文件,得到病灶的位置信息,并将其显示为对应的ROI,采用 3d slicer中的crop volume插件即可实现图像块的分割,该图像块即可组成图像检查算法和诊断算法的数据集。
总结:
该插件采用立方体感兴趣区域标示出病灶边界,这种标注模式适用于多目标分布式病灶的标注,也更适用于深度学习算法数据集的标注。对于需要精确分辨病灶边界的图像标注,例如肿块,可以采用3d slicer中的edit插件,精确的勾画出病灶的边界,得到label图像,标注插件根据label图像,对原图像进行像素级的标注,即标注出原图像病灶区域中像素的坐标。
       我们后期将会在github上公开相应的源码,也会向3d slicer官方申请对该插件的发布,以便于同行能够下载和使用它。
2017-02-15 13:55:45 yonger_ 阅读数 2797
  • YOLO实战视频教程

    YOLO实战视频培训课程概况:本教程无需深度学习经验,是初级教程,无需高配置机器,能上网就能实践,本课程分享图像标注软件的使用,讲述了如何练好自己的模型,并将模型发布到服务或是移到android使用

    5157 人正在学习 去看看 黄彬彬

图像标注工具

基于opencv,车尾车道数据标注

为深度学习模型训练做准备

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2019-03-13 21:04:30 u010409517 阅读数 117
  • YOLO实战视频教程

    YOLO实战视频培训课程概况:本教程无需深度学习经验,是初级教程,无需高配置机器,能上网就能实践,本课程分享图像标注软件的使用,讲述了如何练好自己的模型,并将模型发布到服务或是移到android使用

    5157 人正在学习 去看看 黄彬彬

这几年,深度神经网络在医学图像方面得到了很好的应用,但是由于医学图像的专业性,一直没得到广泛的实际应用。首先,医学图像由于隐私性,用于深度神经网络的数据不可能有很多,另外医学图像专业性强,标注成本高。为了解决这些问题,本文提出了用逐步微调深度神经网络进行胃部病理图像分类的方法。

英文原文和我翻译的中文可在这里下载。
https://github.com/lincguo/medical-image-segmentation

一、早期病理图像分类方法主要有两类:

  • 基于特定的组织特征
    特定的组织相关特征,如细胞核的面积和核质比(N/C),能够从未知图像中精确地计算出来。很难对形态学特征作出充分的定义,因为癌细胞通常缺乏对正常分裂的控制。所以提取细胞形状失败可能成为分类失败的直接原因。
  • 基于广义纹理特征
    广义纹理特征作为一种常用的方法,以往的许多研究都充分利用了广义纹理特征,证明了它们对不同任务的处理能力。但是在研究和实际应用之间仍然存在一些难以解决的问题。图像间H&E染色不均匀会对分类性能产生不利影响,使任务更具挑战性。
    广义纹理特征对各种癌变现象保持了更强的鲁棒性。

二、深度学习在病理图像的应用

优势

  • 更精确的分类和分割;
  • 染色归一化、评估肿瘤扩散程度、医学图像与诊断报告之间的综合多模态映射等。

主要问题

  • 缺乏足够的病理图像数据;
  • 标注成本高,医生知识和协作的必要性;
  • 更复杂的外观;
  • 深度神经网络迁移学习。

主要问题就是缺乏足够用于训练深度神经网络的病理图像数据;缺乏准确的标注,专业病理医生标注成本高,医生知识和协作的必要性;从人类的感知来看,病理图像通常比自然图像(包括预训练的数据集中)具有更复杂的外观,由于H&E染色后颜色比较均匀,很难直观地分辨良恶性图像之间的差异;

使用深度神经网络迁移学习,在某种程度上可以提高性能和减少训练数据的不足影响。由于预训练的图像数据集具有固定的内容类别和图像大小,对于特定的图像分类领域中遇到的问题,数据集和深度神经网络的系数效率一般都是次优的。但在许多情况下,从预训练的任务中获得的知识与不同的指定目标领域之间仍然存在差距。

三、基于逐步微调的胃部病理图像分类深度学习方案

  • 先决条件:深度神经网络模仿病理医生的感知方式,提前获得病理相关知识,但在数据标注上花的额外成本非常少;
  • 对CNNs采用两级微调方法,介绍了一种新型目标相关的中间数据集(以下称“中级”数据集)。

“中级”数据集

  • “低级”数据集:大规模预训练数据集,数量庞大但目标特异性较低;
  • “高级”数据集:标注良好的病理数据集,与目标任务直接相关;
  • “中级”数据集:基于病理图像领域中的组织和细胞信息生成的。

所谓“中级”数据集就是大规模预训练数据集与病理数据集之间的中间过渡集。

“中级”数据集又分为两种:

组织“中级”数据集:

由于上皮细胞与基质之间的肿瘤转移被认为是癌症进展过程中不可避免的,所以这两种类型的组织通常都是在活检检查中提取出来,并在病理图像中显示出来。我们发现描述它们之间视觉上差异是一项相当简单的工作。

  • 包括背景、上皮和基质的类别,可以基于病理知识进行半专业标注,只花很少的工作量;

  • 上皮组织明显表现为有组织的排列,而基质组织则表现为分散无序。

    在这里插入图片描述
    如上图,上面虚线包围的就是上皮细胞,下面的就是基质细胞。

细胞“中级”数据集:

用如下方法实现细胞“中级”数据集的全自动产生。

  • 对H&E染色病理图像进行去卷积,分离为H和E两种成分;
  • 自动局部阈值算法对H(苏木精)通道进行二值化;
  • 采用分水岭算法分离连结或部分重叠的细胞核;
  • 轮廓检测方法,从每张病理图像中获取一个总面积和核数的二维向量;
  • K均值聚类分成两类。
  • 细胞核测量和聚类实现了细胞“中级”数据集的全自动产生;
    在这里插入图片描述
    如上图,先对H&E原始图进行反卷积分离成H和E染色部分,由于H部分有丰富的细胞核信息,于是对H部分进行二值化,采用分水岭算法分离连结或部分重叠的细胞核,采用轮廓检测方法,从每张病理图像中获取一个总面积和核数的二维向量,最后用K均值聚类分成两类。与组织数据集相比,自动生成的数据集更侧重细胞特征。

四、两级逐步微调结构

在这里插入图片描述
在训练进度t=0开始时,我们有一个预训练网络作为初始化。
t=1是微调我们提出的“中级”数据集网络。在这一步之后,深度神经网络被认为具有更多的病理相关权重。
最后,使用标注良好的良/恶性图像进行二次微调(t=2)。
在图的下半部分,与训练步骤t=0、t=1、t=2相对应,CNN模型中颜色较深的蓝色节点表示病理图像分类任务更具体(更深)的表示。
当输出类的数量发生变化时,网络结构需要相应地进行调整。

五、实验

实验采用三种数据集,这篇论文使用了“低级”、“中级”和“高级”三种数据类型(图1)分别用于初始化、一级微调和两级微调。在实践中,ImageNet数据通常用于初始化CNN模型,其中包含1000个不同类别的大约120万张图像。至于胃癌病理学图像中,所有使用的数据集如下表所示。
在这里插入图片描述
通过绘制上皮细胞核基质的图谱,我们成功地收集了48000个组织块(256x256),这些块被分为“背景”、“上皮”和“基质”类别(图4)。每个类别中使用15000个块作为训练数据,其余1000个块用于验证。从该数据集中,我们进一步得到了符合细胞核测量的细胞数据集。该细胞数据集由7672个块和6457个块组成,分为两个簇(图5),剔除了细胞核过少或由于染色不均匀不易提取的块。

实验中,每个簇90%的块用来训练,其余的用于验证。如图5所示,根据粗略的观察,左边的簇似乎有更大更少的核,而右边的簇似乎相反,有更多更小的核。对于良好标注的“高级”数据集,为了评估提出的两级方案的有效性和泛化性,我们准备了两种不同大小的标注良好的数据集。一个是包含540个良性和540个恶性块的小训练数据集。另一个是包含包含该小数据集,有5400个良性和5400个恶性块的非增广数据集。除了之前的数据集,我们还使用了一个包括1620个良和1620恶性块验证数据集,用来选择最好的配置,以及一个包括2700个良和2700个恶性块测试数据集,用来最终评估每个情况下的性能。
在这里插入图片描述
在这里插入图片描述

实验结果:

使用组织数据集逐步微调

在这里插入图片描述
在这里插入图片描述
无论是假阳性率轴还是真阳性率轴,我们提出的方案都具有压倒性的区域

训练数据越大,AUC绝对值越大。然而,如果我们对数据大小横向对比,可以看出,当我们对小数据集使用两级微调方案,性能已经接近于当只使用一级微调对十倍于小数据集的大数据集的水平。

由此可以推断:

  • 组织信息的引入确实有助于加深神经网络对病理图像的“理解”;
  • 当好的标注数据集有限时,但“非专业”标注在某种程度上可行时,两级微调方案可以用来增强性能。

使用细胞数据集逐步微调
在这里插入图片描述 在这里插入图片描述
可以推断出:

  • 通过两级微调方案,当前最流行的深度神经网络的性能都能达到相当于通过单级微调一个更大的好的标注的数据集的水平;
  • 成功地提高了用于各种情况下胃癌图像分类的预训练神经网络的性能。

因此,综上所述,所有这些结果都证明了基于组织或细胞数据集的逐步微调方法,成功地提高了用于各种情况下胃癌图像分类的预训练神经网络的性能。

六、结论

本文针对病理图像分类训练数据标注不足的问题,提出了一种新的逐步微调方案和一种低成本的目标相关的中级数据,利用这些中间数据,深度神经网络可以根据病理医生的感知方式获取基本的病理知识。针对不同数据生产能力的需求,提出了两种实用的中间数据构建方法。这两种方法都不需要病理医生额外的工作量。在实验中,我们提出的方案针对不同的标注良好的病理图像数据,提高分类性能都发挥了足够的效能,并且对于不同的先进的CNN架构具有较高的应用能力。

2019-03-29 21:01:33 bluesliuf 阅读数 1739
  • YOLO实战视频教程

    YOLO实战视频培训课程概况:本教程无需深度学习经验,是初级教程,无需高配置机器,能上网就能实践,本课程分享图像标注软件的使用,讲述了如何练好自己的模型,并将模型发布到服务或是移到android使用

    5157 人正在学习 去看看 黄彬彬

在上篇博文中,我们详细介绍了如何分割肺实质,并根据标注信息提取肺结节,本文主要介绍如何利用CNN网络训练分类模型,辅助医生作出判断。

本文网络结构见论文: http://downloads.hindawi.com/journals/jhe/2017/8314740.pdf

数据集

通过上篇博文中的方法,我们最后根据肺结节的**良恶性程度(1-5)**得到了5类肺结节。数目如下:

  • 良恶性程度为1:1254
  • 良恶性程度为2:1532
  • 良恶性程度为3:1721
  • 良恶性程度为4:1226
  • 良恶性程度为5:1646

之前介绍过,3表示不确定,所以我们训练时舍弃该数据集。我们只需要判断良恶性,因而我们将良恶性程度为1和2归为良性(Malignant),良恶性程度为4和5归为另一类恶性(benign)。主要采取的网络有(CNN、DNN和SAE)

网络模型

  1. CNN的网络结构和参数

  2. DNN的网络结构和参数

  3. SAE的网络结构和参数

最后在验证集上的测试结果如下:

通过比较可以发现,CNN的分类效果最好。

拓展

尽管CNN模型已经取得了不错的分类效果,但还需要提升。考虑到分类数据集还是太少,我们引入了生成式对抗网络(GAN)来扩充我们的肺结节数据集。关于GAN的介绍可以看我之前的一篇博客深度学习的常见模型 (GAN),此处不详细介绍。

我们通过CGAN网络训练了生成模型,扩充了我们的数据集,生成示例如下:

然后将生成的数据与原始数据混合,重新训练CNN分类模型,在准确率上果然取得了一定的提升。

2019-04-12 22:15:35 lwycc2333 阅读数 186
  • YOLO实战视频教程

    YOLO实战视频培训课程概况:本教程无需深度学习经验,是初级教程,无需高配置机器,能上网就能实践,本课程分享图像标注软件的使用,讲述了如何练好自己的模型,并将模型发布到服务或是移到android使用

    5157 人正在学习 去看看 黄彬彬

利用协同深度学习进行医学图像分类

0 Abstract

医学图像分类在计算机辅助诊断、医学图像检索和医学图像挖掘中是一个非常重要的任务。尽管深度学习相对于传统的手工标注特征的方法有明显的优势,但是因为成像方式和临床病理造成的类内差异类间相似性,它仍然面临挑战。本文我们提出了一个协同深度学习模型去处理这个问题。通过同时使用多个深度卷积神经网络(DCNNs),并且这多个深度神经网络可以互相学习。每对深度卷积神经网络(DCNNs)都将他们学习到的图像表示连接起来,作为协同网络的输入。协同神经网络有一个全连接结构,用于预测输入的图像对,是否为同一类。如果一个DCNN进行了正确分类,另一个DCNN犯下的错误会导致一个协同错误,从而产生更新模型的额外动力。在DCNNs分类错误和每对DCNNs的协同错误的监督下,该模型可以进行端到端的训练。我们在我们在ImageCLEF-2015、ImageCLEF-2016、ISIC-2016和ISIC-2017数据集上的实验结果表明,本文提出的SDL模型在这些医学图像分类任务中,取得了最好的性能。

1 Introduction

  1. 数字化医学影像在现代医疗中的重要意义,使得医学影像在临床病理中发挥着不可或缺的地位。医学图像分类是医学图像分析的一个重要步骤,其目的是根据一定的标准(例如临床病理和影像)来区分医疗图像。一个可靠的医学图像分类系统可以快速准确的帮助医生解释医疗图像。(总结:医学图像分类对于医学图像分析很重要
  2. 在过去的十年里,医学图像分类得到了深入地研究,有大量的解决方案,他们大多数基于手工标注特征。尽管这些方法取得了成功,但是通常很难设计出适用特定分类任务的手工特征。最近几年,深度学习技术,尤其是深度卷积神经网络(DCNN)在医学图像分类和医学图像分割领域取得了重大突破。然而,这些方法比基于手工特征的方法要准确,但是在医学图像分类这方面,并没有取得同样的成功(手工更准确一些),正如( Deng et al., 2009; Krizhevsky et al., 2012 )在ImageNet挑战中一样。性能不佳的原因有两个。(总结:尽管深度学习在医学图像领域取得了重大突破,比手工特征更准确。但是在医学图像分类方面,手工特征比深度学习这些方法要更准确
  3. 首先,深度模型可能会过拟合训练数据,(训练数据不够),因为医学图像分析通常使用的是一个小的数据集,这和获取图像数据然后进行图像标注的工作有关。为了解决这个问题,可以采用预训练深度模型,众所周知,从大规模数据集(例如ImageNet)中学习到的图像表征能力可以有效地转移到训练数据集有限的一般视觉识别任务中。(总结:性能不佳的第一个原因就是过拟合,解决方法就是采用预训练模型
  4. 第二点,也是更重要的一点,对于医学图像分类,类内差异和类间相似更具有挑战性。例如图1中的(a)-(d),从计算机断层扫描(CT)和核磁共振(MR)扫描仪中分离图像有以下困难:(1)CT和MR图像都提供了被成像的身体部位的解剖信息,因此具有许多相似性,非专业人士很难区分他们;(2)来自于同一模态的图片会因解剖位置和个体差异而有所不同。(例如图一中,a和b,c和d)。图1中的e-h,展示了另外一个例子,恶性皮肤病变和良性皮肤病变的分离。结果表明,良性皮肤病变e和f之间,恶性皮肤病变g和h之间存在较大的差异。然而,在形状和颜色上,良性皮肤病变e和f,更接近恶性皮肤病变g和h。为了解决这个问题,人类观察者更加关注由疑难案件引起的模糊性,相对于简单案例,这可以提供更多的判别信息。成对学习策略是一种有效的从成对样例中学习的技术,它可以捕获更多的信息用于区分困难案例。(总结:对于医学图像分类,类内差异和类间相似更具有挑战性。解决方法:成对学习策略

    图1 举例展示了基于模态的医疗图像分类(a-d)和基于病理的的医疗图像分类(e-h)的,类内差异和类间相似性。(a)是大脑的CT图像,(b)是胸膜的CT图像,(c)是大脑的MR图像,(d)是胸膜的MR图像;(e,f)是良性皮肤病变,(g,h)是恶性皮肤病变

1.1 Related work

  1. 基于手工特征的医学图像分类:颜色、纹理、形状和组合描述符在医学图像分类中广泛利用。Baloch and Krim (2007)提出了一个灵活的斜对称形状模型,去捕获特定领域里的形状变化,并且考虑所有的潜在变化。Song et al. (2013)设计了一个新颖的纹理描述器来表示丰富的纹理特征,通过结合多尺度Gabor滤波器和本地二值模式(LBP)直方图来进行肺组织分类。Koitka and Friedrich (2016)提取了多达11个手工视觉描述符,并且它们用于基于模态的医学图像分类。相比于,那些基于手工特征的方法,我们提出的SDL模型可以自适应有效地从数据中学习判别特征表示。(总结:基于手工特征方法使用各种特征描述符去分类,我们的方法SDL可以自适应,更有效
  2. 基于深度学习的医疗图像分类:DCNN模型提供了一个统一的特征提取分类框架,将人类使用者从繁琐的手工特征提取中解放出来,用于医学图像分类。Xu et al. (2014)采取了一个DCNN将人工标注最小化,为组织病理学结肠癌图像分类提供了良好的特征表示。Shen et al. (2017)提出了多作物池化策略应用到DCNN中,去捕获目标突出信息,用于胸部CT图像中肺节点分类。Esteva et al. (2017)使用129,450张临床图片训练了一个DCNN用于诊断最常见和最致命的皮肤癌,并取得了与21名通过认证的皮肤科医生相匹配的性能。Koitka and Friedrich (2016)在预训练ResNet-152模型中提取出了最后一个全连接层的输出,并使用伪逆方法训练自定义网络层。( Personnaz et al., 1986 ). Kumar et al. (2017)集成两种不同的预训练DCNN架构,并把他们结合起来成为一个更强的分类器。Yu et al. (2017b)通过计算预测概率的加权和,提出了多个预训练ResNet-50和VGGNet-16以及多喝完全训练DCNNs的集合。在我们之前的工作中,我们联合使用了深度和手工特征进行医学图像分类,我们发现手工特征可以补充DCNNs在小训练集上学习到的图像表示。不同于这些网络,我们提出的SDL模型同时接受多个图片作为输入,因此可以使多个DCNN组件相互改进,学习更好的判别表示。(总结:介绍了一些学者使用基于深度学习模型用于医学图像处理的方法,与这些方法不同的是,本文提出的模型可以同时接受多个图片作为输入,因此可以使多个DCNN组件相互改进,学习更好的判别表示
  3. 成对学习:在过去的十年里,成对学习策略被运用到各种各样的预测人物当中,例如签名验证、人脸验证、语音分析和自然语言处理。Bromley et al. (1994)描述了一个Siamese神经网络, 通过比较提取特征向量和存储的特征向量之间的余弦夹角之间的距离来实现。Chopra et al. (2005)提出了一种从数据对中学习相似度量的通用判别方法,该方法通过最小化判别损失函数去扩大来自同一个人人脸对的度量,并且缩小来自不同人人脸对的度量。近年来,成对学习在无监督语音特征学习中得到了广泛的应用。Kamper et al. (2015)提出了一种无监督深度自动编码特征提取器,利用无监督术语发掘系统获得的词对进行弱自顶向下监督,实现了零资源语音处理。Kamper et al. (2016)也使用去训练Siamese DCNN,该DCNN以一对语音片段作为输入,使用hinge损失对相同词对和不同词对进行分类。Renshaw et al. (2015) 认为,相对于标准的无监督学习,使用词对指导表示学习有很大的好处。成对学习也别用于自然语言处理。Mueller and Thyagarajan (2016)提出了一个Siamese循环结构, 该结构用实例对进行训练,以学习一个高度结构化句子表示空间,它捕获丰富的语义来学习句子相似度。不同于那些传统的成对学习,SDL模型避免了手工设计复杂的距离度量损失函数进行优化,利用交叉损失函数自动的学习输入的图像对是否属于同一类别。另外,SDL模型支持多个图像对的同时学习,在不共享参数的前提下与多个DCNN组件协同工作,使模型受益于多个网络的集成。

1.2 Out of our work

  1. 提出一个什么样的模型;SDL模型组成;每部分有什么作用;实验结果;
  2. 本文的贡献三方面:提出的SDL模型解决了什么问题;每对SDLs可以相互学习;在四个数据集上取得了良好的结果;
  3. 在会议文件的基础上进行了两方面的拓展:SDL2变成SDLn;模型的可以用于估计基于病理的数据集,也可以估计基于模态的数据集。

2 Material and method

2.1 Datasets

文本使用的数据集是两类:

  • 基于模态的:ImageCLEF 2015、ImageCLEF 2016
  • 基于病理的:ISIC- 2016、ISIC-2017

ImageCLEF-2015, ImageCLEF-2016

  1. ImageCLEF收集的数据包括:多图像模态生成的字图、来自于PMC医疗数据分析的插图
  2. ImageCLEF-2015由4532张训练集、2244张测试集组成;ImageCLEF-2016由6776训练集、4166测试集组成
  3. 这两种ImageCLEF被分成30类,其中18类是医疗诊断图像,其余的12类是插图

ISIC-2016, ISIC-2017

  1. 这两个数据集都是被ISIC利用的,ISIC是一个提高黑素瘤诊断水平的国际组织。
  2. ISIC-2016包含900训练集和379个测试集,每个图片病变的部分都伴随有一个明确的诊断结果(恶性还是良性); ISIC-2017包含2000个训练集、150个验证集和600个训练集,同样每个图片病变的部分都伴随有一个明确的诊断结果(恶性还是良性)
  3. ISIC-2017包含两个二元分类子任务:黑素瘤分类和脂溢性角化病分类;

2.2 Method

SDL模型(SDLn)由三个部分组成:图片对输入层、n个DCNN组件和Cn2个协同网络。输入层是任意选取一组图片作为输入;每个DCNN组件都独立的学习图像的表示;协同网络用于验证输入的图像对是否属于同一类。

2.2.1 Pair input layer

本文提出的SDLn模型可以同时接受n个图片的输入,每对图像都有一个协同标签,协同网络将使用这个标签。

2.2.2 DCNN components

每个DCNN组件(标记为DCNN-i(i=1,2,…n)),都将ResNet-50作为初始化。

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