DeepRegNet / Benchmark

Repositories for benchmarks with DeepReg and other methods.

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Experiment discussion #3

Open mathpluscode opened 3 years ago

mathpluscode commented 3 years ago

Method

We agree to benchmark with https://github.com/voxelmorph/voxelmorph first. But which paper/method should be tested first?

Comparison

We can compare

performances on different metrics (Dice, Hausdorff distance, SSD, etc.)
training time vs performance (using the same machine and train for the same amount of epochs)
results visualization

YipengHu commented 3 years ago

ok - i think if we can do these two above, it should be a good start. Three experiments, but with a bit more implementation for the probabilistic loss.

I do not think we need exactly the same dataset as discussed.

the unsupervised version applies mainly on atlas-based registration, so should be reasonably insensitive to pre-processing. #1