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CNN_Fusion

于 2021-02-25 发布

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下载积分: 1 下载次数: 9

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代码说明：

说明：基于卷积神经网络的图像融合方法，首次将卷积神经网络应用到图像融合领域。(The image fusion method based on convolutional neural network is first applied to image fusion.)

文件列表：

boxfilter.m, 931 , 2013-10-04
CNN_Fusion.m, 7782 , 2018-12-24
guidedfilter.m, 957 , 2013-10-04
lowcnn.m, 358 , 2018-12-24
maxpooling_s2.m, 300 , 2016-01-28
model, 0 , 2018-12-19
model\cnnmodel.mat, 32429373 , 2016-02-03
README.txt, 1440 , 2018-06-18
results, 0 , 2018-12-24
results\clcok_decision.jpg, 9702 , 2018-12-19
results\clcok_decision_1.jpg, 9725 , 2018-12-19
results\clock.jpg, 19851 , 2018-12-19
results\fused_cnn.jpg, 24465 , 2018-12-19
results\fused_cnn.tif, 818656 , 2018-12-19
results\img1_decision.jpg, 15947 , 2018-12-19
results\lowpassfused.jpg, 10785 , 2018-12-24
Script.m, 348 , 2018-12-19
sourceimages, 0 , 2018-12-24
sourceimages\1left.jpg, 53193 , 2018-12-19
sourceimages\1right.jpg, 52409 , 2018-12-19
sourceimages\children_1.tif, 818672 , 2016-01-30
sourceimages\children_2.tif, 818656 , 2016-01-30
sourceimages\clock1.tif, 167703 , 2017-08-21
sourceimages\clock1_low_pass.jpg, 10451 , 2018-12-23
sourceimages\clock2.tif, 149501 , 2017-08-21
sourceimages\clock2_low_pass.jpg, 10501 , 2018-12-23

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针对电气设备同一场景的红外与可见光图像间一致特征难以提取和匹配的问题，提出了一种基于斜率一致性的配准方法。首先通过数学形态学方法分别提取红外与可见光图像的边缘，得到粗边缘图像；然后通过SURF算法提取两幅边缘图像的特征点，根据正确的匹配点对之间斜率一致性的先验知识，进行特征点匹配；最后通过最小二乘法求得仿射变换模型参数并实现两幅图像的配准。实验结果表明，该方法有效提高了匹配点对的正确率，能够对电气设备红外和可见光图像实现高精度的配准。(In this paper, a method based on slope consistency is proposed to solve the problem that the uniform features of infrared and visible images are difficult to extract and match. Firstly, the edges of infrared and visible images were extracted by mathematical morphology, and the rough edge images were obtained. Then, the feature points of two edge images were extracted by SURF algorithm, and the priori knowledge of slope consistency was obtained according to the correct matching point, and the feature points were matched. Finally, the model parameters of affine transformation are obtained by least square method and the registration of two images is realized. The experimental results show that this method can effectively improve the accuracy of matching points, and can realize high precision registration of infrared and visible images of electrical equipment.)

2018-03-24 10:53:41下载

积分：1
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2019-12-09 10:26:32下载

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基于灰度共生矩阵的图像检索技术。完整的特征提取、特征描述、特征匹配以及结果返回。(GLCM-based image retrieval techniques. A complete feature extraction, feature description, feature matching and the result returned.)

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比较简单的jpeg编码解码程序.( Compared with simple jpeg code decoding procedure )

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2009-10-26 10:52:17下载

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2010-05-20 09:04:19下载

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2020-10-19 21:55:52下载

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2009-02-17 14:20:22下载

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人脸识别的实例，其中含有项目题目，解决方案以及实现程序和工具箱(Examples of face recognition, which contains the project topic, the solution as well as the implementation procedures and toolbox)

2009-02-23 20:15:23下载

积分：1

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