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关于Early_fusion_CNNs.py的训练结果 #4

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4fee8fea opened this issue Nov 13, 2021 · 5 comments
Open

关于Early_fusion_CNNs.py的训练结果 #4

4fee8fea opened this issue Nov 13, 2021 · 5 comments

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@4fee8fea
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4fee8fea commented Nov 13, 2021

您好!

    我直接运行了Early_fusion_CNNs.py这一脚本,得到的运行结果如下:

Screenshot from 2021-11-13 18-31-01

感觉报告的准确率出了点问题,请问这是正常的吗?

谢谢!

@danfenghong
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danfenghong commented Nov 13, 2021 via email

@4fee8fea
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感谢您的迅速答复!

我注意到Early_fusion_CNNs.py中MODEL初始指定为'CML-HSI'。我将其改为'MML'后重新进行了一次训练,结果如下:

Early_fusion_CNNs_result_MML

仍然是一个准确率较低的结果。

Note that HSI_TrSet.mat and HSI_TeSet.mat need to download manually from the given the links of google drive or baiduyun, due to its large size.
Google drive: https://drive.google.com/file/d/1vno8vQxCXgr7xk-Nez9CVbJmjkDMBCbe/view?usp=sharing
Baiduyun: https://pan.baidu.com/s/1ug_tKyrbwg_CzHGpB2YK2A (access code: hfw3)

我在Google drive中下载了数据集,将HSI_TeSet.mat和HSI_TrSet.mat放入HSI_LiDAR_CNN文件夹中,源码部分不做修改,得到如上结果。

请问数据导入部分需要做额外处理吗?

谢谢!

@danfenghong
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danfenghong commented Nov 13, 2021 via email

@4fee8fea
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谢谢您答复!

上面两次训练中,我在MDL-RS_CNNs/Early_fusion_CNNs.py中变更的代码只有line 271这一处:

Early_fusion_CNNs_MODEL_setting

  • MODEL=MML时,训练结果为:
    Early_fusion_CNNs_result_MML
  • MODEL=CML-HSI时,训练结果为:
    Screenshot from 2021-11-13 18-31-01

上面这两行分别对应了多模态与交叉模态,但是训练结果都有一点不对劲

@suosuoxi
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跨越时空的回答hhh,可能是python的版本不一致,我用3.6的时候遇到一模一样的情况,改成3.7后就都正常。

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