From 3c0ab755bf904a0430731e1e6e3cdc52a730b088 Mon Sep 17 00:00:00 2001 From: hypox64 <834201093@qq.com> Date: Mon, 1 Apr 2019 22:03:16 +0800 Subject: [PATCH] regular commit --- README.md | 10 +-- data.py | 2 +- ...18_running_recall_sleep-edfx_sleeptime.png | Bin 0 -> 25566 bytes ...TM_running_recall_sleep-edfx_sleeptime.png | Bin 0 -> 24792 bytes image/confusion_mat | 9 +++ models.py | 68 ++++++++++++++++++ train.py | 6 +- 7 files changed, 86 insertions(+), 9 deletions(-) create mode 100644 image/DFresnet18_running_recall_sleep-edfx_sleeptime.png create mode 100644 image/LSTM_running_recall_sleep-edfx_sleeptime.png diff --git a/README.md b/README.md index 33b9089..8c29442 100644 --- a/README.md +++ b/README.md @@ -15,10 +15,10 @@ 对于不同的网络结构,对原始eeg信号采取了预处理,使其拥有不同的shape:
LSTM:将30s的eeg信号进行FIR带通滤波,获得θ,σ,α,δ,β波,并将它们进行连接后作为输入数据
resnet_1d:这里使用resnet的一维形式进行实验,(修改nn.Conv2d为nn.Conv1d).
- DFCNN:将30s的eeg信号进行短时傅里叶变换,并生成频谱图作为输入,并使用resnet网络进行分类.
+ DFCNN:将30s的eeg信号进行短时傅里叶变换,并生成频谱图作为输入,并使用图像分类网络进行分类.
* EEG频谱图
- 这里展示5个睡眠阶段对应的频谱图,它们依次是wake, stage 1, stage 2, stage 3, REM + 这里展示5个睡眠阶段对应的频谱图,它们依次是wake, stage 1, stage 2, stage 3, REM
![image](https://github.com/HypoX64/candock/blob/master/image/spectrum_wake.png) ![image](https://github.com/HypoX64/candock/blob/master/image/spectrum_N1.png) ![image](https://github.com/HypoX64/candock/blob/master/image/spectrum_N2.png) @@ -38,14 +38,14 @@ | resnet18_1d | 0.8434 | 0.9627 | 0.0930 | | DFCNN+resnet18 | 0.8567 | 0.9663 | 0.0842 | | DFCNN+resnet50 | 0.7916 | 0.9607 | 0.0983 | -
+ * sleep-edfx(only sleep time)
| Network | Label average recall | Label average accuracy | error rate | | :------------- | :------------------- | ---------------------- | ---------- | | lstm | 0.7864 | 0.9166 | 0.2085 | | resnet18_1d | xxxxxx | xxxxxx | xxxxxx | - | DFCNN+resnet18 | xxxxxx | xxxxxx | xxxxxx | + | DFCNN+resnet18 | 0.7844 | 0.9124 | 0.219 | | DFCNN+resnet50 | xxxxxx | xxxxxx | xxxxxx | -
+ * CinC Challenge 2018
\ No newline at end of file diff --git a/data.py b/data.py index a3b94a0..5fd6592 100644 --- a/data.py +++ b/data.py @@ -96,7 +96,7 @@ def ToInputShape(data,net_name,norm=True,test_flag = False): result = Normalize(result,maxmin = 1000,avg=0,sigma=1000) result = result.reshape(batchsize,1,2700) - elif net_name in ['resnet18','densenet121','densenet201','resnet101','resnet50']: + elif net_name in ['dfcnn','resnet18','densenet121','densenet201','resnet101','resnet50']: result =[] for i in range(0,batchsize): spectrum = DSP.signal2spectrum(data[i]) diff --git a/image/DFresnet18_running_recall_sleep-edfx_sleeptime.png b/image/DFresnet18_running_recall_sleep-edfx_sleeptime.png new file mode 100644 index 0000000000000000000000000000000000000000..060784a326aed345a75fbc1ca3a92e7ffdc388cf GIT binary patch literal 25566 zcmeFZbyQXF*Dtzh1PMh%LBc?!zesilwV$RQ;^E2nOUaKg{P*E^apin3(IoVrk zC=?MJ3Pq?xP6}6|oS!~|e~2BVqQS)Lg?iE^V})d-9x?JeZc?205EA`4wXQ$C~x`G+*A6=6aZk{Y^vWo1JKD 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