FedDC integration, advanced-collect-metadata (acmd) & fed-acmd (!220) · Merge requests · kaapana / kaapana

FedDC:

moved FL aggregation methods form nnunet-fed to KaapanaFedBase
refactoring of FedAvg
intro of FedDC
frontend: FL user can select FL aggregation method including necessary hyperparams when starting FL orchestration workflow

Advanced-collect-metadata:

consumes both, CT/MR images and SEGs
extract DICOM metadata and writes to output json
for CT/MR: iterates over all CT/MR images and extracts histo information (gray values + number of occurrence) in an aggregated manner (over whole dataset and not limited to histo information per image); adds info to output json
for SEG: extracts voxel dimensions, number of voxels per annotated class and calculates volume per annotated class; adds info to output json

Fed-ACMD:

possible to execute ACMD federated aka. results are reported back to orchestration user

FedDC integration, advanced-collect-metadata (acmd) & fed-acmd