Difference between revisions of "2015 Multi atlas based prostate segmentation"
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Image:PW-Summer2015.png|[[2015_Summer_Project_Week#Projects|Projects List]] | Image:PW-Summer2015.png|[[2015_Summer_Project_Week#Projects|Projects List]] | ||
Image:Prostate segmentation.png| Before project week | Image:Prostate segmentation.png| Before project week | ||
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Latest revision as of 13:51, 24 June 2015
Home < 2015 Multi atlas based prostate segmentation
Before project week
At the and of the project week
Key Investigators
- Paolo Zaffino, ImagEngLab - UMG
- Giampaolo Pileggi, ImagEngLab - UMG
- Salvatore Scaramuzzino, ImagEngLab - UMG
- Peter Behringer, BWH
- Andrey Fedorov, BWH
- Maria Francesca Spadea, ImagEngLab - UMG
Project Description
Objective
- Automatic segmentation of prostate gland on MRI data for preoperative planning and/or guided biopsy.
Approach, Plan
- Use Plastimatch MABS software and the public database hosted by SPL
Progress
- Preliminary results (before project week):
Dice coefficient: median = 0.704
5° percentile = 0.485
95° percentile = 0.850
Average Hausdorff Distance (mm): median = 3.691
5° percentile = 1.790
95° percentile = 7.124
95° percentile Hausdorff Distance (mm): median = 8.903
5° percentile = 4.988
95° percentile = 17.498
Required time:
roughly 10 minutes per case.
- Added in Plastimatch the registration initialization based on the alignment of center of gravity of contours
- Tuned deformable registration parameters
- Tuned atlas selection parameters
- Currently results (at the end of the project week):
Dice coefficient: median = 0.778
5° percentile = 0.482
95° percentile = 0.854
Average Hausdorff Distance (mm): median = 3.005
5° percentile = 1.632
95° percentile = 6.750
95° percentile Hausdorff Distance (mm): median = 8.133
5° percentile = 4.448
95° percentile = 12.895
Required time:
roughly 2 minutes per case.
