Datasets
Standard Dataset
CT TRAINING AND VALIDATION SERIES FOR 3D AUTOMATED SEGMENTATION OF INNER EAR USING U-NET ARCHITECTURE DEEP-LEARNING MODEL
- Citation Author(s):
- Submitted by:
- Jonathan Lim
- Last updated:
- Thu, 10/19/2023 - 09:34
- DOI:
- 10.21227/y91d-4p39
- Data Format:
- License:
159 Views- Categories:
- Keywords:
Abstract
This data set contains:
- Training dataset: 271 CT-scans of inner ears used for optimization and training of the model.
- Validation dataset: 70 CT-scans of inner ears used for external validation.
- U-net architecture deep-learning model's weight after optimized training.
- All manual segmentations performed for both datasets.
- All post-processed automated segmentations performed by the model for bothd atasets.
All CT-scans are related to matching automated and manual segmentations and have been named identically.
Example : CT-scan “TDMvalext001“ in folder “Validation CT-scans" is related to “TDMvalext001” manual segmentation in folder “Validation manual segmentation”, and to “TDMvalext001_PRED” in folder “Validation automated segmentation”.
Training and validation datasets are both provided with CT-scans and their matching manual segmentation (same name) and automated segmentation (same name + _PRED) in .nii format.
Model's weight is provided in .txt format.
Dataset Files
- Validation Manual segmentation.zip (5.13 MB)
- Validation Automated segmentation.zip (2.88 MB)
- Validation CT-scans.zip (2.67 GB)
- Training Automated segmentation.zip (15.29 MB)
- Training Manual segmentation.zip (27.63 MB)
- Training CT-scans1.zip (2.33 GB)
- Training CT-scans2.zip (1.82 GB)
- Training CT-scans3.zip (1.77 GB)
- Training CT-scans4.zip (1.84 GB)
- Training CT-scans5.zip (1.69 GB)
- Training CT-scans6.zip (1.60 GB)
- Training CT-scans7.zip (1.35 GB)
- Training CT-scans8.zip (1.28 GB)
- Training CT-scans9.zip (1.76 GB)
- model_weights.txt (413.07 kB)
