AHarouni

Network Arch Code refactoring to allow replacing the last FC and add a freeze core parameter

10

**Describe the solution you'd like** Once there is a good model out there (either we trained it, from model zoo, or other sources), we would like to easily replace the...

**Is your feature request related to a problem? Please describe.** [RestoreLabeld ](https://github.com/Project-MONAI/MONAI/blob/58c256eae2f1d21436a0b9c0dab5d989b8665e55/monai/apps/deepgrow/transforms.py#L761) transform in monai label app does multiple operations: 1- [restore resizing ](https://github.com/Project-MONAI/MONAI/blob/58c256eae2f1d21436a0b9c0dab5d989b8665e55/monai/apps/deepgrow/transforms.py#L847-L852) 2 - [restore cropping](https://github.com/Project-MONAI/MONAI/blob/58c256eae2f1d21436a0b9c0dab5d989b8665e55/monai/apps/deepgrow/transforms.py#L854-L864) 3- [undo...

OHIF V3 MONAI Plugin: Some images stop loading

3

**Describe the bug** OHIF seems to be unstable, it some times load the images but when retrying again / reloading/ opening multiple tabs it hangs. Specially with large images **To...

**Is your feature request related to a problem? Please describe.** Editing segmentation manually is time consuming. we need shortcuts to make it easier to annotate **Describe the solution you'd like**...

OHIF V3 MONAI Plugin: Study list give errors

1

**Describe the bug** Simple load of the study list keeps on generating errors in the debugging panel **To Reproduce** 1. Open monai on the ohif study list 2. press f12...

OHIF V3 MONAI Plugin: cannot change label color

1

**Describe the bug** Clicking on the label color to change the label color gives error **Server logs**  **To Reproduce** 1- Add any label 2- click label color to change...

Simplify adding static parameters and metric to MLFlow

3

MLflow feature tracking is great feature that allows user to run multiple experiments and see why. To do so we must be able to log all metric and parameters used...

Monai label should take advantage of all gpus while running inference

1

**Is your feature request related to a problem? ** When we run monai label with 1 model and 4 gpus. It should be the servers responsibility to determine with gpu...

Monai label server add API to return number of requests in the queue

1

**Please describe.** My model is very large and takes up to 60 seconds on my gpu. I run with --workers=1 to avoid having 2 requests run on the same gpu...

Need new scoring method to count inferred labels

2

**Describe the solution you'd like** After running batch inference on your data (labeled and/or unlabeled ), It would be useful to find volumes where the model missed an organ /...