Workflow Type: Common Workflow Language
Open
Stable
Prostate cancer classification workflow
This workflow segments tissue regions and classifies prostate cancer on H&E whole slide images, using AI. It consists of three steps:
-
low-resolution tissue segmentation to select areas for further processing;
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high-resolution tissue segmentation to refine borders - it uses step 1 as input;
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high-resolution normal/cancer classification - it uses step 1 as input.
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Inputs
| ID | Name | Description | Type |
|---|---|---|---|
| gpu | n/a | n/a |
|
| slide | n/a | n/a |
|
| tissue-high-batch-size | n/a | n/a |
|
| tissue-high-chunk-size | n/a | n/a |
|
| tissue-high-filter | n/a | n/a |
|
| tissue-high-label | n/a | n/a |
|
| tissue-high-level | n/a | n/a |
|
| tissue-low-batch-size | n/a | n/a |
|
| tissue-low-chunk-size | n/a | n/a |
|
| tissue-low-label | n/a | n/a |
|
| tissue-low-level | n/a | n/a |
|
| tumor-batch-size | n/a | n/a |
|
| tumor-chunk-size | n/a | n/a |
|
| tumor-filter | n/a | n/a |
|
| tumor-label | n/a | n/a |
|
| tumor-level | n/a | n/a |
|
Steps
| ID | Name | Description |
|---|---|---|
| classify-tumor | n/a | n/a |
| extract-tissue-high | n/a | n/a |
| extract-tissue-low | n/a | n/a |
Outputs
| ID | Name | Description | Type |
|---|---|---|---|
| tissue | n/a | n/a |
|
| tumor | n/a | n/a |
|
Version History
Version 1 (earliest) Created 2nd Apr 2025 at 15:53 by Simone Leo
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Views: 1583 Downloads: 439
Created: 2nd Apr 2025 at 15:53
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https://orcid.org/0000-0001-8271-5429