Covid_19-Image-classification-deep-learning-
所属分类：模式识别(视觉/语音等)
开发工具：Jupyter Notebook
文件大小：250792KB
下载次数：0
上传日期：2021-09-17 08:05:43
上 传 者：
sh-1993
说明： 我们使用CNN和转移学习将胸部X光图像分为冠心病、正常和肺炎。考虑到小数据...
(We classify chest X-ray images with Covid, normal and pneumonia using CNN and transfer learning. Given the small dataset, we use k-fold cross validation for training the model, reaching accuracies of ~97%. on the test data. We also construct a confusion matrix and P-R curve)
文件列表:
.DS_Store (6148, 2021-09-17)
Covid19-dataset (0, 2021-09-17)
Covid19-dataset\.DS_Store (6148, 2021-09-17)
Covid19-dataset\test (0, 2021-09-17)
Covid19-dataset\test\.DS_Store (10244, 2021-09-17)
Covid19-dataset\test\Covid (0, 2021-09-17)
Covid19-dataset\test\Covid\0100.jpeg (163299, 2021-09-17)
Covid19-dataset\test\Covid\0102.jpeg (201727, 2021-09-17)
Covid19-dataset\test\Covid\0105.png (132410, 2021-09-17)
Covid19-dataset\test\Covid\0106.jpeg (184010, 2021-09-17)
Covid19-dataset\test\Covid\0108.jpeg (192761, 2021-09-17)
Covid19-dataset\test\Covid\0111.jpg (108962, 2021-09-17)
Covid19-dataset\test\Covid\0112.jpg (108636, 2021-09-17)
Covid19-dataset\test\Covid\0113.jpg (107441, 2021-09-17)
Covid19-dataset\test\Covid\0115.jpeg (148359, 2021-09-17)
Covid19-dataset\test\Covid\0118.jpeg (138600, 2021-09-17)
Covid19-dataset\test\Covid\0119.jpeg (124230, 2021-09-17)
Covid19-dataset\test\Covid\0120.jpg (93685, 2021-09-17)
Covid19-dataset\test\Covid\094.png (149985, 2021-09-17)
Covid19-dataset\test\Covid\096.png (148463, 2021-09-17)
Covid19-dataset\test\Covid\098.jpeg (192166, 2021-09-17)
Covid19-dataset\test\Covid\COVID-00003b.jpg (130418, 2021-09-17)
Covid19-dataset\test\Covid\COVID-00012.jpg (31119, 2021-09-17)
Covid19-dataset\test\Covid\COVID-00022.jpg (42586, 2021-09-17)
Covid19-dataset\test\Covid\COVID-00033.jpg (54325, 2021-09-17)
Covid19-dataset\test\Covid\COVID-00037.jpg (46532, 2021-09-17)
Covid19-dataset\test\Covid\auntminnie-2020_01_31_20_24_2322_2020_01_31_x-ray_coronavirus_US.jpg (108636, 2021-09-17)
Covid19-dataset\test\Covid\auntminnie-a-2020_01_28_23_51_6665_2020_01_28_Vietnam_coronavirus.jpeg (134512, 2021-09-17)
Covid19-dataset\test\Covid\auntminnie-b-2020_01_28_23_51_6665_2020_01_28_Vietnam_coronavirus.jpeg (130226, 2021-09-17)
Covid19-dataset\test\Covid\auntminnie-c-2020_01_28_23_51_6665_2020_01_28_Vietnam_coronavirus.jpeg (131169, 2021-09-17)
Covid19-dataset\test\Covid\auntminnie-d-2020_01_28_23_51_6665_2020_01_28_Vietnam_coronavirus.jpeg (117814, 2021-09-17)
Covid19-dataset\test\Covid\radiopaedia-2019-novel-coronavirus-infected-pneumonia.jpg (270755, 2021-09-17)
Covid19-dataset\test\Normal (0, 2021-09-17)
Covid19-dataset\test\Normal\0101.jpeg (538515, 2021-09-17)
Covid19-dataset\test\Normal\0102.jpeg (570281, 2021-09-17)
Covid19-dataset\test\Normal\0103.jpeg (498870, 2021-09-17)
Covid19-dataset\test\Normal\0105.jpeg (513459, 2021-09-17)
Covid19-dataset\test\Normal\0106.jpeg (550167, 2021-09-17)
... ...
# Covid-19: Deep learning Image Classification task
We classify chest X-ray images with Covid, normal and pneumonia using CNN and transfer learning.
Given the small dataset, we use k-fold cross validation for training the model, reaching accuracies of ~97% on the test data.
We also construct a confusion matrix and P-R curve.
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