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Data & Augmentations
bryan(김태규) edited this page Apr 11, 2018
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- Allen(주최측) 에서 나누어둔 이미지별 Class : https://www.kaggle.com/c/data-science-bowl-2018/discussion/48130
- ./metadata/allencls.csv
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H&E Dataset [USED]
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TNBC Dataset [Used]
- Count : 50
- https://www.kaggle.com/branislav1991/converting-tnbc-external-data-to-dsb2018-format/notebook
- /data/public/rw/datasets/dsb2018/extra_data_tnbc
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Harvard Crowd-Sourced Nuclei Annotation Data
- Data Description:
- The initial image color is purple and is gray-colored ("gray")
- https://becklab.hms.harvard.edu/software/psb-crowdsourced-nuclei-annotation-data-1
- File Directories:
- /data/public/rw/datasets/dsb2018/origin_ext_train_kmeans
- /data/public/rw/datasets/dsb2018/origin_ext_valid_kmeans
- Data Description:
Model | Data Set | Data Aug Method | Valid Loss | Valid mIOU(inference) | Score | Kaggle LB |
---|---|---|---|---|---|---|
Unet | Default | Default | 0.0668 | 0.4710 | 0.4999 | 0.471 |
Unet | Default | Default2 | 0.0674 | 0.4723 | 0.4994 | - |
Unet | Default | Transparency | 0.0636 | 0.4743 | 0.4992 | 0.472 |
Unet | Default | Thick line | 0.0637 | 0.4722 | 0.4952 | 0.494 |
Unet | Harvard(purple_gray) | - | 0.0769 | 0.3616 | 0.4228 | 0.461 |
Unet | Harvard(purple) | Thick line | 0.0672 | 0.3854 | 0.5009 | - |
Unet | Harvard(purple) | - | 0.0683 | 0.3842 | 0.4955 | - |
Unet | Harvard(purple) | transparent | 0.0671 | 0.3823 | 0.4912 | - |
Unet | Harvard(purple_gray) | transp. & Thick | 0.0880 | 0.3649 | 0.4230 | - |
Unet | Harvard(gray) | - | 0.0602 | 0.3887 | 0.5024 | 0.487 |
Unet | Harvard(gray) | - | 0.1355 | 0.3718 | 0.4548 | - |
Data Handling
Models
Ensemble
Etc