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Changyu Yan
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# Cardiac MR Left Ventricle Segmentation | ||
UCLA-CS269 Project -- Cardiac MR Left Ventricle Segmentation Challenge. | ||
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### Abstraction | ||
Image segmentation of the left ventricle from cardiac magnetic resonance imaging is a crucial but tedious step for clinical cardiac health diagnosis. In this project, we proposed to use convolutional neural network combined with deformable model to conduct medical image segmentation. A three-step approach is proposed to deal with the low-contrast nature of medical image and relative small size of available data. Finally, the performance of the segmentation algorithm is evaluated from both quantitative and qualitative aspects. | ||
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### Members | ||
Qi Qu | ||
Jingxi Yu | ||
Changyu Yan | ||
Sha Liu | ||
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### Dataset | ||
Data could be downloaded on this site after registering http://smial.sri.utoronto.ca/LV_Challenge/Home.html. | ||
All data is expected to be released to ../Data/ | ||
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### Codes | ||
ROI_detection.ipynb shows the process of ROI detection and also how to loads and prepare the data in this challenge. | ||
StackedAE.ipynb && PCA_autoencoder.ipynb shows the process of shape prior inference. | ||
SAE+ActiveContour.ipynb shows the last step of computing the contour. | ||
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# challenge training | ||
SC-HF-I-1: 0004 | ||
SC-HF-I-2: 0106 | ||
SC-HF-I-4: 0116 | ||
SC-HF-I-40: 0134 | ||
SC-HF-NI-3: 0379 | ||
SC-HF-NI-4: 0501 | ||
SC-HF-NI-34: 0446 | ||
SC-HF-NI-36: 0474 | ||
SC-HYP-1: 0550 | ||
SC-HYP-3: 0650 | ||
SC-HYP-38: 0734 | ||
SC-HYP-40: 0755 | ||
SC-N-2: 0898 | ||
SC-N-3: 0915 | ||
SC-N-40: 0944 | ||
# challenge online | ||
SC-HF-I-9: 0241 | ||
SC-HF-I-10: 0024 | ||
SC-HF-I-11: 0043 | ||
SC-HF-I-12: 0062 | ||
SC-HF-NI-12: 0286 | ||
SC-HF-NI-13: 0304 | ||
SC-HF-NI-14: 0331 | ||
SC-HF-NI-15: 0359 | ||
SC-HYP-9: 0003 | ||
SC-HYP-10: 0579 | ||
SC-HYP-11: 0601 | ||
SC-HYP-12: 0629 | ||
SC-N-9: 1031 | ||
SC-N-10: 0851 | ||
SC-N-11: 0878 | ||
# challenge validation | ||
SC-HF-I-5: 0156 | ||
SC-HF-I-6: 0180 | ||
SC-HF-I-7: 0209 | ||
SC-HF-I-8: 0226 | ||
SC-HF-NI-7: 0523 | ||
SC-HF-NI-11: 0270 | ||
SC-HF-NI-31: 0401 | ||
SC-HF-NI-33: 0424 | ||
SC-HYP-6: 0767 | ||
SC-HYP-7: 0007 | ||
SC-HYP-8: 0796 | ||
SC-HYP-37: 0702 | ||
SC-N-5: 0963 | ||
SC-N-6: 0984 | ||
SC-N-7: 1009 |
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