Python 可视化功能映射：索引器错误：数组的索引太多

在本教程之后，我将尝试可视化要素地图

我的模型如下所示：

model.summary()
Model: "model_3"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_5 (InputLayer)            [(None, 224, 224, 3) 0                                            
__________________________________________________________________________________________________
efficientnet-b0 (Functional)    (None, 7, 7, 1280)   4049564     input_5[0][0]                    
__________________________________________________________________________________________________
flatten_4 (Flatten)             (None, 62720)        0           efficientnet-b0[0][0]            
__________________________________________________________________________________________________
branch_0_Dense_16000 (Dense)    (None, 256)          16056576    flatten_4[0][0]                  
__________________________________________________________________________________________________
branch_1_Dense_16000 (Dense)    (None, 256)          16056576    flatten_4[0][0]                  
__________________________________________________________________________________________________
branch_2_Dense_16000 (Dense)    (None, 256)          16056576    flatten_4[0][0]                  
__________________________________________________________________________________________________
branch_3_Dense_16000 (Dense)    (None, 256)          16056576    flatten_4[0][0]                  
__________________________________________________________________________________________________
branch_4_Dense_16000 (Dense)    (None, 256)          16056576    flatten_4[0][0]                  
__________________________________________________________________________________________________
branch_5_Dense_16000 (Dense)    (None, 256)          16056576    flatten_4[0][0]                  
__________________________________________________________________________________________________
branch_6_Dense_16000 (Dense)    (None, 256)          16056576    flatten_4[0][0]                  
__________________________________________________________________________________________________
branch_0_output (Dense)         (None, 35)           8995        branch_0_Dense_16000[0][0]       
__________________________________________________________________________________________________
branch_1_output (Dense)         (None, 35)           8995        branch_1_Dense_16000[0][0]       
__________________________________________________________________________________________________
branch_2_output (Dense)         (None, 35)           8995        branch_2_Dense_16000[0][0]       
__________________________________________________________________________________________________
branch_3_output (Dense)         (None, 35)           8995        branch_3_Dense_16000[0][0]       
__________________________________________________________________________________________________
branch_4_output (Dense)         (None, 35)           8995        branch_4_Dense_16000[0][0]       
__________________________________________________________________________________________________
branch_5_output (Dense)         (None, 35)           8995        branch_5_Dense_16000[0][0]       
__________________________________________________________________________________________________
branch_6_output (Dense)         (None, 35)           8995        branch_6_Dense_16000[0][0]       
__________________________________________________________________________________________________
concatenate_4 (Concatenate)     (None, 245)          0           branch_0_output[0][0]            
                                                                 branch_1_output[0][0]            
                                                                 branch_2_output[0][0]            
                                                                 branch_3_output[0][0]            
                                                                 branch_4_output[0][0]            
                                                                 branch_5_output[0][0]            
                                                                 branch_6_output[0][0]            
__________________________________________________________________________________________________
reshape_4 (Reshape)             (None, 7, 35)        0           concatenate_4[0][0]              
==================================================================================================
Total params: 116,508,561
Trainable params: 116,466,545
Non-trainable params: 42,016

现在，我想可视化索引为10的层：

10分支\u 0\u输出（无，35）

我按照教程中所述的代码，对图像进行了预处理，现在我想绘制该层的35（？）特征图： 我在教程中使用了代码并修改了平方数，这里是1，但我尝试了几种：

# plot all 35 maps
square = 1
ix = 1
for _ in range(square):
    for _ in range(square):
        # specify subplot and turn of axis
        ax = pyplot.subplot(square, square, ix)
        ax.set_xticks([])
        ax.set_yticks([])
        # plot filter channel in grayscale
        pyplot.imshow(feature_maps[0, :, :, ix-1], cmap='gray')
        ix += 1
# show the figure
pyplot.show()

独立于我尝试的号码，我收到以下错误消息：

---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
<ipython-input-28-4c1f464f6978> in <module>()
      9                 ax.set_yticks([])
     10                 # plot filter channel in grayscale
---> 11                 pyplot.imshow(feature_maps[0, :, ix-1], cmap='gray')
     12                 ix += 1
     13 # show the figure

IndexError: too many indices for array

---------------------------------------------------------------------------
索引器回溯（最后一次最近调用）
在（）
9 ax.设置锁定（[]）
10#以灰度绘制过滤器通道
--->11 pyplot.imshow（功能映射[0，：，ix-1]，cmap='gray'）
12 ix+=1
13#显示该图
索引器：数组的索引太多

有人能帮我修改一下吗

---

非常感谢

错误显示第11行中数组的索引过多。发生这种情况是因为您在要素地图中错误地传递索引。在这里，您尝试在1*1网格中绘制35张地图，因为您已经给出了square=1

---

假设您需要绘制

64

地图，那么我们将取

square=8

，然后输出为8*8网格。

错误显示

第11行中数组的索引太多。发生这种情况是因为您在要素地图中错误地传递索引。在这里，您尝试在1*1网格中绘制35张地图，因为您已经给出了square=1

假设您需要绘制
64
地图，那么我们将取
square=8
，然后输出将是一个8*8的网格。
好的，这意味着在我的例子中，它应该是
功能图[0:17，18:35]
？或者你会推荐什么？我已经编辑了我的答案，请参考，看看这是否有效。好的，这意味着在我的例子中，它应该是
功能图[0:17,18:35]
？或者你会推荐什么？我已经编辑了我的答案，请参考，看看这是否有效。
---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
<ipython-input-28-4c1f464f6978> in <module>()
      9                 ax.set_yticks([])
     10                 # plot filter channel in grayscale
---> 11                 pyplot.imshow(feature_maps[0, :, ix-1], cmap='gray')
     12                 ix += 1
     13 # show the figure

IndexError: too many indices for array