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Changyu Yan committed Oct 27, 2018
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283 changes: 283 additions & 0 deletions ActiveContour.ipynb

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# Cardiac MR Left Ventricle Segmentation
UCLA-CS269 Project -- Cardiac MR Left Ventricle Segmentation Challenge.

### 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.


### Members
Qi Qu
Jingxi Yu
Changyu Yan
Sha Liu

### 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/

### 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.

938 changes: 938 additions & 0 deletions ROI_detection.ipynb

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48 changes: 48 additions & 0 deletions SAX_series.txt
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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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