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onnx转换ncnn，获取输出后维度发生变化 #5508

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guofenggitlearning opened this issue Jun 12, 2024 · 0 comments
Open

onnx转换ncnn，获取输出后维度发生变化 #5508

guofenggitlearning opened this issue Jun 12, 2024 · 0 comments

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guofenggitlearning commented Jun 12, 2024 •
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error log | 日志或报错信息 | ログ

model | 模型 | モデル

  1. original model
    原始模型输出是这三个特征
    Screenshot from 2024-06-12 19-19-28
    Screenshot from 2024-06-12 19-20-02
    Screenshot from 2024-06-12 19-20-22
    输出后，c++调用ncnn，输出维度不对应，80变为32.

how to reproduce | 复现步骤 | 再現方法

1.onnx转换ncnn模型命令：onnx2ncnn *.onnx *.param *.bin,得到的ncnn模型如下：
7767517
207 250
Input images 0 1 images
MemoryData onnx::Split_152 0 1 onnx::Split_152 0=2
MemoryData onnx::Split_167 0 1 onnx::Split_167 0=2
Split splitncnn_0 1 2 onnx::Split_167 onnx::Split_167_splitncnn_0 onnx::Split_167_splitncnn_1
MemoryData onnx::Split_187 0 1 onnx::Split_187 0=2
Split splitncnn_1 1 3 onnx::Split_187 onnx::Split_187_splitncnn_0 onnx::Split_187_splitncnn_1 onnx::Split_187_splitncnn_2
MemoryData onnx::Split_207 0 1 onnx::Split_207 0=2
Split splitncnn_2 1 2 onnx::Split_207 onnx::Split_207_splitncnn_0 onnx::Split_207_splitncnn_1
Convolution /model.0/conv/Conv 1 1 images /model.0/conv/Conv_output_0 0=16 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 15=1 16=1 5=1 6=432
ReLU /model.0/act/Relu 1 1 /model.0/conv/Conv_output_0 /model.0/act/Relu_output_0
Convolution /model.1/conv/Conv 1 1 /model.0/act/Relu_output_0 /model.1/conv/Conv_output_0 0=32 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 15=1 16=1 5=1 6=4608
ReLU /model.1/act/Relu 1 1 /model.1/conv/Conv_output_0 /model.1/act/Relu_output_0
Convolution /model.2/cv1/conv/Conv 1 1 /model.1/act/Relu_output_0 /model.2/cv1/conv/Conv_output_0 0=32 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=1024
ReLU /model.2/cv1/act/Relu 1 1 /model.2/cv1/conv/Conv_output_0 /model.2/cv1/act/Relu_output_0
Slice /model.2/Split 2 2 /model.2/cv1/act/Relu_output_0 onnx::Split_152 /model.2/Split_output_0 /model.2/Split_output_1 -23300=2,-233,-233 1=0
Split splitncnn_3 1 3 /model.2/Split_output_1 /model.2/Split_output_1_splitncnn_0 /model.2/Split_output_1_splitncnn_1 /model.2/Split_output_1_splitncnn_2
Convolution /model.2/m.0/cv1/conv/Conv 1 1 /model.2/Split_output_1_splitncnn_2 /model.2/m.0/cv1/conv/Conv_output_0 0=16 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=2304
ReLU /model.2/m.0/cv1/act/Relu 1 1 /model.2/m.0/cv1/conv/Conv_output_0 /model.2/m.0/cv1/act/Relu_output_0
Convolution /model.2/m.0/cv2/conv/Conv 1 1 /model.2/m.0/cv1/act/Relu_output_0 /model.2/m.0/cv2/conv/Conv_output_0 0=16 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=2304
ReLU /model.2/m.0/cv2/act/Relu 1 1 /model.2/m.0/cv2/conv/Conv_output_0 /model.2/m.0/cv2/act/Relu_output_0
BinaryOp /model.2/m.0/Add 2 1 /model.2/Split_output_1_splitncnn_1 /model.2/m.0/cv2/act/Relu_output_0 /model.2/m.0/Add_output_0 0=0
Concat /model.2/Concat 3 1 /model.2/Split_output_0 /model.2/Split_output_1_splitncnn_0 /model.2/m.0/Add_output_0 /model.2/Concat_output_0 0=0
Convolution /model.2/cv2/conv/Conv 1 1 /model.2/Concat_output_0 /model.2/cv2/conv/Conv_output_0 0=32 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=1536
ReLU /model.2/cv2/act/Relu 1 1 /model.2/cv2/conv/Conv_output_0 /model.2/cv2/act/Relu_output_0
Convolution /model.3/conv/Conv 1 1 /model.2/cv2/act/Relu_output_0 /model.3/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 15=1 16=1 5=1 6=18432
ReLU /model.3/act/Relu 1 1 /model.3/conv/Conv_output_0 /model.3/act/Relu_output_0
Convolution /model.4/cv1/conv/Conv 1 1 /model.3/act/Relu_output_0 /model.4/cv1/conv/Conv_output_0 0=64 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=4096
ReLU /model.4/cv1/act/Relu 1 1 /model.4/cv1/conv/Conv_output_0 /model.4/cv1/act/Relu_output_0
Slice /model.4/Split 2 2 /model.4/cv1/act/Relu_output_0 onnx::Split_167_splitncnn_1 /model.4/Split_output_0 /model.4/Split_output_1 -23300=2,-233,-233 1=0
Split splitncnn_4 1 3 /model.4/Split_output_1 /model.4/Split_output_1_splitncnn_0 /model.4/Split_output_1_splitncnn_1 /model.4/Split_output_1_splitncnn_2
Convolution /model.4/m.0/cv1/conv/Conv 1 1 /model.4/Split_output_1_splitncnn_2 /model.4/m.0/cv1/conv/Conv_output_0 0=32 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=9216
ReLU /model.4/m.0/cv1/act/Relu 1 1 /model.4/m.0/cv1/conv/Conv_output_0 /model.4/m.0/cv1/act/Relu_output_0
Convolution /model.4/m.0/cv2/conv/Conv 1 1 /model.4/m.0/cv1/act/Relu_output_0 /model.4/m.0/cv2/conv/Conv_output_0 0=32 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=9216
ReLU /model.4/m.0/cv2/act/Relu 1 1 /model.4/m.0/cv2/conv/Conv_output_0 /model.4/m.0/cv2/act/Relu_output_0
BinaryOp /model.4/m.0/Add 2 1 /model.4/Split_output_1_splitncnn_1 /model.4/m.0/cv2/act/Relu_output_0 /model.4/m.0/Add_output_0 0=0
Split splitncnn_5 1 3 /model.4/m.0/Add_output_0 /model.4/m.0/Add_output_0_splitncnn_0 /model.4/m.0/Add_output_0_splitncnn_1 /model.4/m.0/Add_output_0_splitncnn_2
Convolution /model.4/m.1/cv1/conv/Conv 1 1 /model.4/m.0/Add_output_0_splitncnn_2 /model.4/m.1/cv1/conv/Conv_output_0 0=32 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=9216
ReLU /model.4/m.1/cv1/act/Relu 1 1 /model.4/m.1/cv1/conv/Conv_output_0 /model.4/m.1/cv1/act/Relu_output_0
Convolution /model.4/m.1/cv2/conv/Conv 1 1 /model.4/m.1/cv1/act/Relu_output_0 /model.4/m.1/cv2/conv/Conv_output_0 0=32 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=9216
ReLU /model.4/m.1/cv2/act/Relu 1 1 /model.4/m.1/cv2/conv/Conv_output_0 /model.4/m.1/cv2/act/Relu_output_0
BinaryOp /model.4/m.1/Add 2 1 /model.4/m.0/Add_output_0_splitncnn_1 /model.4/m.1/cv2/act/Relu_output_0 /model.4/m.1/Add_output_0 0=0
Concat /model.4/Concat 4 1 /model.4/Split_output_0 /model.4/Split_output_1_splitncnn_0 /model.4/m.0/Add_output_0_splitncnn_0 /model.4/m.1/Add_output_0 /model.4/Concat_output_0 0=0
Convolution /model.4/cv2/conv/Conv 1 1 /model.4/Concat_output_0 /model.4/cv2/conv/Conv_output_0 0=64 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=8192
ReLU /model.4/cv2/act/Relu 1 1 /model.4/cv2/conv/Conv_output_0 /model.4/cv2/act/Relu_output_0
Split splitncnn_6 1 2 /model.4/cv2/act/Relu_output_0 /model.4/cv2/act/Relu_output_0_splitncnn_0 /model.4/cv2/act/Relu_output_0_splitncnn_1
Convolution /model.5/conv/Conv 1 1 /model.4/cv2/act/Relu_output_0_splitncnn_1 /model.5/conv/Conv_output_0 0=128 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 15=1 16=1 5=1 6=73728
ReLU /model.5/act/Relu 1 1 /model.5/conv/Conv_output_0 /model.5/act/Relu_output_0
Convolution /model.6/cv1/conv/Conv 1 1 /model.5/act/Relu_output_0 /model.6/cv1/conv/Conv_output_0 0=128 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=16384
ReLU /model.6/cv1/act/Relu 1 1 /model.6/cv1/conv/Conv_output_0 /model.6/cv1/act/Relu_output_0
Slice /model.6/Split 2 2 /model.6/cv1/act/Relu_output_0 onnx::Split_187_splitncnn_2 /model.6/Split_output_0 /model.6/Split_output_1 -23300=2,-233,-233 1=0
Split splitncnn_7 1 3 /model.6/Split_output_1 /model.6/Split_output_1_splitncnn_0 /model.6/Split_output_1_splitncnn_1 /model.6/Split_output_1_splitncnn_2
Convolution /model.6/m.0/cv1/conv/Conv 1 1 /model.6/Split_output_1_splitncnn_2 /model.6/m.0/cv1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.6/m.0/cv1/act/Relu 1 1 /model.6/m.0/cv1/conv/Conv_output_0 /model.6/m.0/cv1/act/Relu_output_0
Convolution /model.6/m.0/cv2/conv/Conv 1 1 /model.6/m.0/cv1/act/Relu_output_0 /model.6/m.0/cv2/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.6/m.0/cv2/act/Relu 1 1 /model.6/m.0/cv2/conv/Conv_output_0 /model.6/m.0/cv2/act/Relu_output_0
BinaryOp /model.6/m.0/Add 2 1 /model.6/Split_output_1_splitncnn_1 /model.6/m.0/cv2/act/Relu_output_0 /model.6/m.0/Add_output_0 0=0
Split splitncnn_8 1 3 /model.6/m.0/Add_output_0 /model.6/m.0/Add_output_0_splitncnn_0 /model.6/m.0/Add_output_0_splitncnn_1 /model.6/m.0/Add_output_0_splitncnn_2
Convolution /model.6/m.1/cv1/conv/Conv 1 1 /model.6/m.0/Add_output_0_splitncnn_2 /model.6/m.1/cv1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.6/m.1/cv1/act/Relu 1 1 /model.6/m.1/cv1/conv/Conv_output_0 /model.6/m.1/cv1/act/Relu_output_0
Convolution /model.6/m.1/cv2/conv/Conv 1 1 /model.6/m.1/cv1/act/Relu_output_0 /model.6/m.1/cv2/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.6/m.1/cv2/act/Relu 1 1 /model.6/m.1/cv2/conv/Conv_output_0 /model.6/m.1/cv2/act/Relu_output_0
BinaryOp /model.6/m.1/Add 2 1 /model.6/m.0/Add_output_0_splitncnn_1 /model.6/m.1/cv2/act/Relu_output_0 /model.6/m.1/Add_output_0 0=0
Concat /model.6/Concat 4 1 /model.6/Split_output_0 /model.6/Split_output_1_splitncnn_0 /model.6/m.0/Add_output_0_splitncnn_0 /model.6/m.1/Add_output_0 /model.6/Concat_output_0 0=0
Convolution /model.6/cv2/conv/Conv 1 1 /model.6/Concat_output_0 /model.6/cv2/conv/Conv_output_0 0=128 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=32768
ReLU /model.6/cv2/act/Relu 1 1 /model.6/cv2/conv/Conv_output_0 /model.6/cv2/act/Relu_output_0
Split splitncnn_9 1 2 /model.6/cv2/act/Relu_output_0 /model.6/cv2/act/Relu_output_0_splitncnn_0 /model.6/cv2/act/Relu_output_0_splitncnn_1
Convolution /model.7/conv/Conv 1 1 /model.6/cv2/act/Relu_output_0_splitncnn_1 /model.7/conv/Conv_output_0 0=256 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 15=1 16=1 5=1 6=294912
ReLU /model.7/act/Relu 1 1 /model.7/conv/Conv_output_0 /model.7/act/Relu_output_0
Convolution /model.8/cv1/conv/Conv 1 1 /model.7/act/Relu_output_0 /model.8/cv1/conv/Conv_output_0 0=256 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=65536
ReLU /model.8/cv1/act/Relu 1 1 /model.8/cv1/conv/Conv_output_0 /model.8/cv1/act/Relu_output_0
Slice /model.8/Split 2 2 /model.8/cv1/act/Relu_output_0 onnx::Split_207_splitncnn_1 /model.8/Split_output_0 /model.8/Split_output_1 -23300=2,-233,-233 1=0
Split splitncnn_10 1 3 /model.8/Split_output_1 /model.8/Split_output_1_splitncnn_0 /model.8/Split_output_1_splitncnn_1 /model.8/Split_output_1_splitncnn_2
Convolution /model.8/m.0/cv1/conv/Conv 1 1 /model.8/Split_output_1_splitncnn_2 /model.8/m.0/cv1/conv/Conv_output_0 0=128 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=147456
ReLU /model.8/m.0/cv1/act/Relu 1 1 /model.8/m.0/cv1/conv/Conv_output_0 /model.8/m.0/cv1/act/Relu_output_0
Convolution /model.8/m.0/cv2/conv/Conv 1 1 /model.8/m.0/cv1/act/Relu_output_0 /model.8/m.0/cv2/conv/Conv_output_0 0=128 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=147456
ReLU /model.8/m.0/cv2/act/Relu 1 1 /model.8/m.0/cv2/conv/Conv_output_0 /model.8/m.0/cv2/act/Relu_output_0
BinaryOp /model.8/m.0/Add 2 1 /model.8/Split_output_1_splitncnn_1 /model.8/m.0/cv2/act/Relu_output_0 /model.8/m.0/Add_output_0 0=0
Concat /model.8/Concat 3 1 /model.8/Split_output_0 /model.8/Split_output_1_splitncnn_0 /model.8/m.0/Add_output_0 /model.8/Concat_output_0 0=0
Convolution /model.8/cv2/conv/Conv 1 1 /model.8/Concat_output_0 /model.8/cv2/conv/Conv_output_0 0=256 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=98304
ReLU /model.8/cv2/act/Relu 1 1 /model.8/cv2/conv/Conv_output_0 /model.8/cv2/act/Relu_output_0
Convolution /model.9/cv1/conv/Conv 1 1 /model.8/cv2/act/Relu_output_0 /model.9/cv1/conv/Conv_output_0 0=128 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=32768
ReLU /model.9/cv1/act/Relu 1 1 /model.9/cv1/conv/Conv_output_0 /model.9/cv1/act/Relu_output_0
Split splitncnn_11 1 2 /model.9/cv1/act/Relu_output_0 /model.9/cv1/act/Relu_output_0_splitncnn_0 /model.9/cv1/act/Relu_output_0_splitncnn_1
Pooling /model.9/m/MaxPool 1 1 /model.9/cv1/act/Relu_output_0_splitncnn_1 /model.9/m/MaxPool_output_0 0=0 1=5 11=5 2=1 12=1 3=2 13=2 14=2 15=2 5=1
Split splitncnn_12 1 2 /model.9/m/MaxPool_output_0 /model.9/m/MaxPool_output_0_splitncnn_0 /model.9/m/MaxPool_output_0_splitncnn_1
Pooling /model.9/m_1/MaxPool 1 1 /model.9/m/MaxPool_output_0_splitncnn_1 /model.9/m_1/MaxPool_output_0 0=0 1=5 11=5 2=1 12=1 3=2 13=2 14=2 15=2 5=1
Split splitncnn_13 1 2 /model.9/m_1/MaxPool_output_0 /model.9/m_1/MaxPool_output_0_splitncnn_0 /model.9/m_1/MaxPool_output_0_splitncnn_1
Pooling /model.9/m_2/MaxPool 1 1 /model.9/m_1/MaxPool_output_0_splitncnn_1 /model.9/m_2/MaxPool_output_0 0=0 1=5 11=5 2=1 12=1 3=2 13=2 14=2 15=2 5=1
Concat /model.9/Concat 4 1 /model.9/cv1/act/Relu_output_0_splitncnn_0 /model.9/m/MaxPool_output_0_splitncnn_0 /model.9/m_1/MaxPool_output_0_splitncnn_0 /model.9/m_2/MaxPool_output_0 /model.9/Concat_output_0 0=0
Convolution /model.9/cv2/conv/Conv 1 1 /model.9/Concat_output_0 /model.9/cv2/conv/Conv_output_0 0=256 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=131072
ReLU /model.9/cv2/act/Relu 1 1 /model.9/cv2/conv/Conv_output_0 /model.9/cv2/act/Relu_output_0
Split splitncnn_14 1 2 /model.9/cv2/act/Relu_output_0 /model.9/cv2/act/Relu_output_0_splitncnn_0 /model.9/cv2/act/Relu_output_0_splitncnn_1
Interp /model.10/Resize 1 1 /model.9/cv2/act/Relu_output_0_splitncnn_1 /model.10/Resize_output_0 0=1 1=2.000000e+00 2=2.000000e+00 3=0 4=0 6=0
Concat /model.11/Concat 2 1 /model.10/Resize_output_0 /model.6/cv2/act/Relu_output_0_splitncnn_0 /model.11/Concat_output_0 0=0
Convolution /model.12/cv1/conv/Conv 1 1 /model.11/Concat_output_0 /model.12/cv1/conv/Conv_output_0 0=128 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=49152
ReLU /model.12/cv1/act/Relu 1 1 /model.12/cv1/conv/Conv_output_0 /model.12/cv1/act/Relu_output_0
Slice /model.12/Split 2 2 /model.12/cv1/act/Relu_output_0 onnx::Split_187_splitncnn_1 /model.12/Split_output_0 /model.12/Split_output_1 -23300=2,-233,-233 1=0
Split splitncnn_15 1 2 /model.12/Split_output_1 /model.12/Split_output_1_splitncnn_0 /model.12/Split_output_1_splitncnn_1
Convolution /model.12/m.0/cv1/conv/Conv 1 1 /model.12/Split_output_1_splitncnn_1 /model.12/m.0/cv1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.12/m.0/cv1/act/Relu 1 1 /model.12/m.0/cv1/conv/Conv_output_0 /model.12/m.0/cv1/act/Relu_output_0
Convolution /model.12/m.0/cv2/conv/Conv 1 1 /model.12/m.0/cv1/act/Relu_output_0 /model.12/m.0/cv2/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.12/m.0/cv2/act/Relu 1 1 /model.12/m.0/cv2/conv/Conv_output_0 /model.12/m.0/cv2/act/Relu_output_0
Concat /model.12/Concat 3 1 /model.12/Split_output_0 /model.12/Split_output_1_splitncnn_0 /model.12/m.0/cv2/act/Relu_output_0 /model.12/Concat_output_0 0=0
Convolution /model.12/cv2/conv/Conv 1 1 /model.12/Concat_output_0 /model.12/cv2/conv/Conv_output_0 0=128 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=24576
ReLU /model.12/cv2/act/Relu 1 1 /model.12/cv2/conv/Conv_output_0 /model.12/cv2/act/Relu_output_0
Split splitncnn_16 1 2 /model.12/cv2/act/Relu_output_0 /model.12/cv2/act/Relu_output_0_splitncnn_0 /model.12/cv2/act/Relu_output_0_splitncnn_1
Interp /model.13/Resize 1 1 /model.12/cv2/act/Relu_output_0_splitncnn_1 /model.13/Resize_output_0 0=1 1=2.000000e+00 2=2.000000e+00 3=0 4=0 6=0
Concat /model.14/Concat 2 1 /model.13/Resize_output_0 /model.4/cv2/act/Relu_output_0_splitncnn_0 /model.14/Concat_output_0 0=0
Convolution /model.15/cv1/conv/Conv 1 1 /model.14/Concat_output_0 /model.15/cv1/conv/Conv_output_0 0=64 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=12288
ReLU /model.15/cv1/act/Relu 1 1 /model.15/cv1/conv/Conv_output_0 /model.15/cv1/act/Relu_output_0
Slice /model.15/Split 2 2 /model.15/cv1/act/Relu_output_0 onnx::Split_167_splitncnn_0 /model.15/Split_output_0 /model.15/Split_output_1 -23300=2,-233,-233 1=0
Split splitncnn_17 1 2 /model.15/Split_output_1 /model.15/Split_output_1_splitncnn_0 /model.15/Split_output_1_splitncnn_1
Convolution /model.15/m.0/cv1/conv/Conv 1 1 /model.15/Split_output_1_splitncnn_1 /model.15/m.0/cv1/conv/Conv_output_0 0=32 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=9216
ReLU /model.15/m.0/cv1/act/Relu 1 1 /model.15/m.0/cv1/conv/Conv_output_0 /model.15/m.0/cv1/act/Relu_output_0
Convolution /model.15/m.0/cv2/conv/Conv 1 1 /model.15/m.0/cv1/act/Relu_output_0 /model.15/m.0/cv2/conv/Conv_output_0 0=32 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=9216
ReLU /model.15/m.0/cv2/act/Relu 1 1 /model.15/m.0/cv2/conv/Conv_output_0 /model.15/m.0/cv2/act/Relu_output_0
Concat /model.15/Concat 3 1 /model.15/Split_output_0 /model.15/Split_output_1_splitncnn_0 /model.15/m.0/cv2/act/Relu_output_0 /model.15/Concat_output_0 0=0
Convolution /model.15/cv2/conv/Conv 1 1 /model.15/Concat_output_0 /model.15/cv2/conv/Conv_output_0 0=64 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=6144
ReLU /model.15/cv2/act/Relu 1 1 /model.15/cv2/conv/Conv_output_0 /model.15/cv2/act/Relu_output_0
Split splitncnn_18 1 4 /model.15/cv2/act/Relu_output_0 /model.15/cv2/act/Relu_output_0_splitncnn_0 /model.15/cv2/act/Relu_output_0_splitncnn_1 /model.15/cv2/act/Relu_output_0_splitncnn_2 /model.15/cv2/act/Relu_output_0_splitncnn_3
Convolution /model.16/conv/Conv 1 1 /model.15/cv2/act/Relu_output_0_splitncnn_3 /model.16/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.16/act/Relu 1 1 /model.16/conv/Conv_output_0 /model.16/act/Relu_output_0
Concat /model.17/Concat 2 1 /model.16/act/Relu_output_0 /model.12/cv2/act/Relu_output_0_splitncnn_0 /model.17/Concat_output_0 0=0
Convolution /model.18/cv1/conv/Conv 1 1 /model.17/Concat_output_0 /model.18/cv1/conv/Conv_output_0 0=128 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=24576
ReLU /model.18/cv1/act/Relu 1 1 /model.18/cv1/conv/Conv_output_0 /model.18/cv1/act/Relu_output_0
Slice /model.18/Split 2 2 /model.18/cv1/act/Relu_output_0 onnx::Split_187_splitncnn_0 /model.18/Split_output_0 /model.18/Split_output_1 -23300=2,-233,-233 1=0
Split splitncnn_19 1 2 /model.18/Split_output_1 /model.18/Split_output_1_splitncnn_0 /model.18/Split_output_1_splitncnn_1
Convolution /model.18/m.0/cv1/conv/Conv 1 1 /model.18/Split_output_1_splitncnn_1 /model.18/m.0/cv1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.18/m.0/cv1/act/Relu 1 1 /model.18/m.0/cv1/conv/Conv_output_0 /model.18/m.0/cv1/act/Relu_output_0
Convolution /model.18/m.0/cv2/conv/Conv 1 1 /model.18/m.0/cv1/act/Relu_output_0 /model.18/m.0/cv2/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.18/m.0/cv2/act/Relu 1 1 /model.18/m.0/cv2/conv/Conv_output_0 /model.18/m.0/cv2/act/Relu_output_0
Concat /model.18/Concat 3 1 /model.18/Split_output_0 /model.18/Split_output_1_splitncnn_0 /model.18/m.0/cv2/act/Relu_output_0 /model.18/Concat_output_0 0=0
Convolution /model.18/cv2/conv/Conv 1 1 /model.18/Concat_output_0 /model.18/cv2/conv/Conv_output_0 0=128 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=24576
ReLU /model.18/cv2/act/Relu 1 1 /model.18/cv2/conv/Conv_output_0 /model.18/cv2/act/Relu_output_0
Split splitncnn_20 1 4 /model.18/cv2/act/Relu_output_0 /model.18/cv2/act/Relu_output_0_splitncnn_0 /model.18/cv2/act/Relu_output_0_splitncnn_1 /model.18/cv2/act/Relu_output_0_splitncnn_2 /model.18/cv2/act/Relu_output_0_splitncnn_3
Convolution /model.19/conv/Conv 1 1 /model.18/cv2/act/Relu_output_0_splitncnn_3 /model.19/conv/Conv_output_0 0=128 1=3 11=3 2=1 12=1 3=2 13=2 4=1 14=1 15=1 16=1 5=1 6=147456
ReLU /model.19/act/Relu 1 1 /model.19/conv/Conv_output_0 /model.19/act/Relu_output_0
Concat /model.20/Concat 2 1 /model.19/act/Relu_output_0 /model.9/cv2/act/Relu_output_0_splitncnn_0 /model.20/Concat_output_0 0=0
Convolution /model.21/cv1/conv/Conv 1 1 /model.20/Concat_output_0 /model.21/cv1/conv/Conv_output_0 0=256 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=98304
ReLU /model.21/cv1/act/Relu 1 1 /model.21/cv1/conv/Conv_output_0 /model.21/cv1/act/Relu_output_0
Slice /model.21/Split 2 2 /model.21/cv1/act/Relu_output_0 onnx::Split_207_splitncnn_0 /model.21/Split_output_0 /model.21/Split_output_1 -23300=2,-233,-233 1=0
Split splitncnn_21 1 2 /model.21/Split_output_1 /model.21/Split_output_1_splitncnn_0 /model.21/Split_output_1_splitncnn_1
Convolution /model.21/m.0/cv1/conv/Conv 1 1 /model.21/Split_output_1_splitncnn_1 /model.21/m.0/cv1/conv/Conv_output_0 0=128 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=147456
ReLU /model.21/m.0/cv1/act/Relu 1 1 /model.21/m.0/cv1/conv/Conv_output_0 /model.21/m.0/cv1/act/Relu_output_0
Convolution /model.21/m.0/cv2/conv/Conv 1 1 /model.21/m.0/cv1/act/Relu_output_0 /model.21/m.0/cv2/conv/Conv_output_0 0=128 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=147456
ReLU /model.21/m.0/cv2/act/Relu 1 1 /model.21/m.0/cv2/conv/Conv_output_0 /model.21/m.0/cv2/act/Relu_output_0
Concat /model.21/Concat 3 1 /model.21/Split_output_0 /model.21/Split_output_1_splitncnn_0 /model.21/m.0/cv2/act/Relu_output_0 /model.21/Concat_output_0 0=0
Convolution /model.21/cv2/conv/Conv 1 1 /model.21/Concat_output_0 /model.21/cv2/conv/Conv_output_0 0=256 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=98304
ReLU /model.21/cv2/act/Relu 1 1 /model.21/cv2/conv/Conv_output_0 /model.21/cv2/act/Relu_output_0
Split splitncnn_22 1 3 /model.21/cv2/act/Relu_output_0 /model.21/cv2/act/Relu_output_0_splitncnn_0 /model.21/cv2/act/Relu_output_0_splitncnn_1 /model.21/cv2/act/Relu_output_0_splitncnn_2
Convolution /model.22/cv2.0/cv2.0.0/conv/Conv 1 1 /model.15/cv2/act/Relu_output_0_splitncnn_2 /model.22/cv2.0/cv2.0.0/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.22/cv2.0/cv2.0.0/act/Relu 1 1 /model.22/cv2.0/cv2.0.0/conv/Conv_output_0 /model.22/cv2.0/cv2.0.0/act/Relu_output_0
Convolution /model.22/cv2.0/cv2.0.1/conv/Conv 1 1 /model.22/cv2.0/cv2.0.0/act/Relu_output_0 /model.22/cv2.0/cv2.0.1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.22/cv2.0/cv2.0.1/act/Relu 1 1 /model.22/cv2.0/cv2.0.1/conv/Conv_output_0 /model.22/cv2.0/cv2.0.1/act/Relu_output_0
Convolution /model.22/cv2.0/cv2.0.2/Conv 1 1 /model.22/cv2.0/cv2.0.1/act/Relu_output_0 /model.22/cv2.0/cv2.0.2/Conv_output_0 0=64 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=4096
Permute /model.22/Transpose 1 1 /model.22/cv2.0/cv2.0.2/Conv_output_0 /model.22/Transpose_output_0 0=3
Convolution /model.22/cv3.0/cv3.0.0/conv/Conv 1 1 /model.15/cv2/act/Relu_output_0_splitncnn_1 /model.22/cv3.0/cv3.0.0/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.22/cv3.0/cv3.0.0/act/Relu 1 1 /model.22/cv3.0/cv3.0.0/conv/Conv_output_0 /model.22/cv3.0/cv3.0.0/act/Relu_output_0
Convolution /model.22/cv3.0/cv3.0.1/conv/Conv 1 1 /model.22/cv3.0/cv3.0.0/act/Relu_output_0 /model.22/cv3.0/cv3.0.1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.22/cv3.0/cv3.0.1/act/Relu 1 1 /model.22/cv3.0/cv3.0.1/conv/Conv_output_0 /model.22/cv3.0/cv3.0.1/act/Relu_output_0
Convolution /model.22/cv3.0/cv3.0.2/Conv 1 1 /model.22/cv3.0/cv3.0.1/act/Relu_output_0 /model.22/cv3.0/cv3.0.2/Conv_output_0 0=8 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=512
Permute /model.22/Transpose_1 1 1 /model.22/cv3.0/cv3.0.2/Conv_output_0 /model.22/Transpose_1_output_0 0=3
Convolution /model.22/cv4.0/cv4.0.0/conv/Conv 1 1 /model.15/cv2/act/Relu_output_0_splitncnn_0 /model.22/cv4.0/cv4.0.0/conv/Conv_output_0 0=48 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=27648
ReLU /model.22/cv4.0/cv4.0.0/act/Relu 1 1 /model.22/cv4.0/cv4.0.0/conv/Conv_output_0 /model.22/cv4.0/cv4.0.0/act/Relu_output_0
Convolution /model.22/cv4.0/cv4.0.1/conv/Conv 1 1 /model.22/cv4.0/cv4.0.0/act/Relu_output_0 /model.22/cv4.0/cv4.0.1/conv/Conv_output_0 0=48 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=20736
ReLU /model.22/cv4.0/cv4.0.1/act/Relu 1 1 /model.22/cv4.0/cv4.0.1/conv/Conv_output_0 /model.22/cv4.0/cv4.0.1/act/Relu_output_0
Convolution /model.22/cv4.0/cv4.0.2/Conv 1 1 /model.22/cv4.0/cv4.0.1/act/Relu_output_0 /model.22/cv4.0/cv4.0.2/Conv_output_0 0=48 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=2304
Permute /model.22/Transpose_2 1 1 /model.22/cv4.0/cv4.0.2/Conv_output_0 /model.22/Transpose_2_output_0 0=3
Concat /model.22/Concat 3 1 /model.22/Transpose_1_output_0 /model.22/Transpose_output_0 /model.22/Transpose_2_output_0 output0 0=-1
Convolution /model.22/cv2.1/cv2.1.0/conv/Conv 1 1 /model.18/cv2/act/Relu_output_0_splitncnn_2 /model.22/cv2.1/cv2.1.0/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=73728
ReLU /model.22/cv2.1/cv2.1.0/act/Relu 1 1 /model.22/cv2.1/cv2.1.0/conv/Conv_output_0 /model.22/cv2.1/cv2.1.0/act/Relu_output_0
Convolution /model.22/cv2.1/cv2.1.1/conv/Conv 1 1 /model.22/cv2.1/cv2.1.0/act/Relu_output_0 /model.22/cv2.1/cv2.1.1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.22/cv2.1/cv2.1.1/act/Relu 1 1 /model.22/cv2.1/cv2.1.1/conv/Conv_output_0 /model.22/cv2.1/cv2.1.1/act/Relu_output_0
Convolution /model.22/cv2.1/cv2.1.2/Conv 1 1 /model.22/cv2.1/cv2.1.1/act/Relu_output_0 /model.22/cv2.1/cv2.1.2/Conv_output_0 0=64 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=4096
Permute /model.22/Transpose_3 1 1 /model.22/cv2.1/cv2.1.2/Conv_output_0 /model.22/Transpose_3_output_0 0=3
Convolution /model.22/cv3.1/cv3.1.0/conv/Conv 1 1 /model.18/cv2/act/Relu_output_0_splitncnn_1 /model.22/cv3.1/cv3.1.0/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=73728
ReLU /model.22/cv3.1/cv3.1.0/act/Relu 1 1 /model.22/cv3.1/cv3.1.0/conv/Conv_output_0 /model.22/cv3.1/cv3.1.0/act/Relu_output_0
Convolution /model.22/cv3.1/cv3.1.1/conv/Conv 1 1 /model.22/cv3.1/cv3.1.0/act/Relu_output_0 /model.22/cv3.1/cv3.1.1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.22/cv3.1/cv3.1.1/act/Relu 1 1 /model.22/cv3.1/cv3.1.1/conv/Conv_output_0 /model.22/cv3.1/cv3.1.1/act/Relu_output_0
Convolution /model.22/cv3.1/cv3.1.2/Conv 1 1 /model.22/cv3.1/cv3.1.1/act/Relu_output_0 /model.22/cv3.1/cv3.1.2/Conv_output_0 0=8 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=512
Permute /model.22/Transpose_4 1 1 /model.22/cv3.1/cv3.1.2/Conv_output_0 /model.22/Transpose_4_output_0 0=3
Convolution /model.22/cv4.1/cv4.1.0/conv/Conv 1 1 /model.18/cv2/act/Relu_output_0_splitncnn_0 /model.22/cv4.1/cv4.1.0/conv/Conv_output_0 0=48 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=55296
ReLU /model.22/cv4.1/cv4.1.0/act/Relu 1 1 /model.22/cv4.1/cv4.1.0/conv/Conv_output_0 /model.22/cv4.1/cv4.1.0/act/Relu_output_0
Convolution /model.22/cv4.1/cv4.1.1/conv/Conv 1 1 /model.22/cv4.1/cv4.1.0/act/Relu_output_0 /model.22/cv4.1/cv4.1.1/conv/Conv_output_0 0=48 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=20736
ReLU /model.22/cv4.1/cv4.1.1/act/Relu 1 1 /model.22/cv4.1/cv4.1.1/conv/Conv_output_0 /model.22/cv4.1/cv4.1.1/act/Relu_output_0
Convolution /model.22/cv4.1/cv4.1.2/Conv 1 1 /model.22/cv4.1/cv4.1.1/act/Relu_output_0 /model.22/cv4.1/cv4.1.2/Conv_output_0 0=48 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=2304
Permute /model.22/Transpose_5 1 1 /model.22/cv4.1/cv4.1.2/Conv_output_0 /model.22/Transpose_5_output_0 0=3
Concat /model.22/Concat_1 3 1 /model.22/Transpose_4_output_0 /model.22/Transpose_3_output_0 /model.22/Transpose_5_output_0 output1 0=-1
Convolution /model.22/cv2.2/cv2.2.0/conv/Conv 1 1 /model.21/cv2/act/Relu_output_0_splitncnn_2 /model.22/cv2.2/cv2.2.0/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=147456
ReLU /model.22/cv2.2/cv2.2.0/act/Relu 1 1 /model.22/cv2.2/cv2.2.0/conv/Conv_output_0 /model.22/cv2.2/cv2.2.0/act/Relu_output_0
Convolution /model.22/cv2.2/cv2.2.1/conv/Conv 1 1 /model.22/cv2.2/cv2.2.0/act/Relu_output_0 /model.22/cv2.2/cv2.2.1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.22/cv2.2/cv2.2.1/act/Relu 1 1 /model.22/cv2.2/cv2.2.1/conv/Conv_output_0 /model.22/cv2.2/cv2.2.1/act/Relu_output_0
Convolution /model.22/cv2.2/cv2.2.2/Conv 1 1 /model.22/cv2.2/cv2.2.1/act/Relu_output_0 /model.22/cv2.2/cv2.2.2/Conv_output_0 0=64 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=4096
Permute /model.22/Transpose_6 1 1 /model.22/cv2.2/cv2.2.2/Conv_output_0 /model.22/Transpose_6_output_0 0=3
Convolution /model.22/cv3.2/cv3.2.0/conv/Conv 1 1 /model.21/cv2/act/Relu_output_0_splitncnn_1 /model.22/cv3.2/cv3.2.0/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=147456
ReLU /model.22/cv3.2/cv3.2.0/act/Relu 1 1 /model.22/cv3.2/cv3.2.0/conv/Conv_output_0 /model.22/cv3.2/cv3.2.0/act/Relu_output_0
Convolution /model.22/cv3.2/cv3.2.1/conv/Conv 1 1 /model.22/cv3.2/cv3.2.0/act/Relu_output_0 /model.22/cv3.2/cv3.2.1/conv/Conv_output_0 0=64 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=36864
ReLU /model.22/cv3.2/cv3.2.1/act/Relu 1 1 /model.22/cv3.2/cv3.2.1/conv/Conv_output_0 /model.22/cv3.2/cv3.2.1/act/Relu_output_0
Convolution /model.22/cv3.2/cv3.2.2/Conv 1 1 /model.22/cv3.2/cv3.2.1/act/Relu_output_0 /model.22/cv3.2/cv3.2.2/Conv_output_0 0=8 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=512
Permute /model.22/Transpose_7 1 1 /model.22/cv3.2/cv3.2.2/Conv_output_0 /model.22/Transpose_7_output_0 0=3
Convolution /model.22/cv4.2/cv4.2.0/conv/Conv 1 1 /model.21/cv2/act/Relu_output_0_splitncnn_0 /model.22/cv4.2/cv4.2.0/conv/Conv_output_0 0=48 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=110592
ReLU /model.22/cv4.2/cv4.2.0/act/Relu 1 1 /model.22/cv4.2/cv4.2.0/conv/Conv_output_0 /model.22/cv4.2/cv4.2.0/act/Relu_output_0
Convolution /model.22/cv4.2/cv4.2.1/conv/Conv 1 1 /model.22/cv4.2/cv4.2.0/act/Relu_output_0 /model.22/cv4.2/cv4.2.1/conv/Conv_output_0 0=48 1=3 11=3 2=1 12=1 3=1 13=1 4=1 14=1 15=1 16=1 5=1 6=20736
ReLU /model.22/cv4.2/cv4.2.1/act/Relu 1 1 /model.22/cv4.2/cv4.2.1/conv/Conv_output_0 /model.22/cv4.2/cv4.2.1/act/Relu_output_0
Convolution /model.22/cv4.2/cv4.2.2/Conv 1 1 /model.22/cv4.2/cv4.2.1/act/Relu_output_0 /model.22/cv4.2/cv4.2.2/Conv_output_0 0=48 1=1 11=1 2=1 12=1 3=1 13=1 4=0 14=0 15=0 16=0 5=1 6=2304
Permute /model.22/Transpose_8 1 1 /model.22/cv4.2/cv4.2.2/Conv_output_0 /model.22/Transpose_8_output_0 0=3
Concat /model.22/Concat_2 3 1 /model.22/Transpose_7_output_0 /model.22/Transpose_6_output_0 /model.22/Transpose_8_output_0 output2 0=-1
2、获取特征对应如下：
Screenshot from 2024-06-12 19-23-24
Screenshot from 2024-06-12 19-23-46
Screenshot from 2024-06-12 19-24-06

3.输出结果如下：
Screenshot from 2024-06-12 19-27-40

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