axondeepseg / model_seg_generalist

Axon and myelin segmentation model trained on all ADS datasets. Works across contrasts and resolutions.
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Study intra-modality aggregation on BF datasets #6

Closed hermancollin closed 8 months ago

hermancollin commented 8 months ago

To study the effect of aggregating data within a single modality, a model will be trained on all 3 BF datasets and compared to the dedicated BF models. We can see this as an "ablation study" for the aggregation process.

Not sure if we should add this pipeline inside this repo or create another one - @ArthurBoschet thoughts on this?

ArthurBoschet commented 8 months ago

@hermancollin I think I will just extend the existing aggregation script in this repository to accept additional (optional) arguments that allows us to create generalist models with only a subset of datasets. But let me know what you think!

hermancollin commented 8 months ago

Sounds great.

ArthurBoschet commented 8 months ago

@hermancollin Here is the PR addressing this issue.